Professor Keith Worden
Department of Mechanical Engineering
Professor of Mechanical Engineering
+44 114 222 7758
Full contact details
Department of Mechanical Engineering
Sir Frederick Mappin Building
Mappin Street
Sheffield
S1 3JD
- Profile
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Professor Worden began academic life as a theoretical physicist, with a degree from York University and a PhD in Mechanical Engineering from Heriot-Watt University eventually followed.
A period of research at Manchester University led to an appointment at the University of Sheffield in 1995, where he has happily remained since.
- Research interests
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Keith's research is concerned with applications of advanced signal processing and machine learning methods to structural dynamics. The primary application is in the aerospace industry, although there has also been interaction with ground transport and offshore industries.
One of the research themes concerns non-linear systems. The research conducted here is concerned with assessing the importance of non-linear modelling within a given context and formulating appropriate methods of analysis. The analysis of non-linear systems can range from the fairly pragmatic to the extremes of mathematical complexity. The emphasis within the research group here is on the pragmatic and every attempt is made to maintain contact with engineering necessity.
Another major activity within the research group concerns structural health monitoring for aerospace systems and structures. The research is concerned with developing automated systems for inspection and diagnosis, with a view to reducing the cost-of-ownership of these high integrity structures.The methods used are largely adapted from pattern recognition and machine learning; often the algorithms make use of biological concepts e.g. neural networks, genetic algorithms and ant-colony metaphors. The experimental approaches developed range from global inspection using vibration analysis to local monitoring using ultrasound.
- Publications
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Books
- Preface. Royal Society of Chemistry.
- Key Engineering Materials: Preface.
Journal articles
- On a meta-learning population-based approach to damage prognosis. Mechanical Systems and Signal Processing, 209, 111119-111119.
- A domain adaptation approach to damage classification with an application to bridge monitoring. Mechanical Systems and Signal Processing, 209, 111135-111135.
- A probabilistic approach for acoustic emission based monitoring techniques: With application to structural health monitoring. Mechanical Systems and Signal Processing, 208, 110958-110958.
- On the hierarchical Bayesian modelling of frequency response functions. Mechanical Systems and Signal Processing, 208, 111072-111072.
- Phase/frequency analysis of diffuse Lamb-wave field for fatigue-crack detection in an aluminium multi-riveted strap joint aircraft panel. Measurement, 224, 113884-113884.
- Towards a population-informed approach to the definition of data-driven models for structural dynamics. Mechanical Systems and Signal Processing, 200, 110581-110581.
- On the use of domain adaptation techniques for bridge damage detection in a changing environment. ce/papers, 6(5), 975-980. View this article in WRRO
- Identification of piecewise-linear mechanical oscillators via Bayesian model selection and parameter estimation. Mechanical Systems and Signal Processing, 196, 110300-110300.
- Fatigue-crack detection in a multi-riveted strap-joint aluminium aircraft panel using amplitude characteristics of diffuse Lamb wave field. Materials, 16(4).
- On the dynamic properties of statistically-independent nonlinear normal modes. Mechanical Systems and Signal Processing, 181, 109510-109510.
- On robust risk-based active-learning algorithms for enhanced decision support. Mechanical Systems and Signal Processing, 181, 109502-109502.
- On the application of population-based structural health monitoring in aerospace engineering. Frontiers in Robotics and AI, 9. View this article in WRRO
- Modelling variability in vibration-based PBSHM via a generalised population form. Journal of Sound and Vibration, 538, 117227-117227.
- On improved fail-safe sensor distributions for a structural health monitoring system. Data-Centric Engineering, 3. View this article in WRRO
- On topological data analysis for structural dynamics: an introduction to persistent homology. ASME Open Journal of Engineering, 1.
- A mapping method for anomaly detection in a localized population of structures. Data-Centric Engineering, 3. View this article in WRRO
- A transfer learning-based digital twin for detecting localised torsional friction in deviated wells. Mechanical Systems and Signal Processing, 173, 109000-109000.
- A sampling-based approach for information-theoretic inspection management. Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences, 478(2262).
- Informative bayesian tools for damage localisation by decomposition of lamb wave signals. Journal of Sound and Vibration, 117063.
- Domain-adapted Gaussian mixture models for population-based structural health monitoring. Journal of Civil Structural Health Monitoring.
- On population-based structural health monitoring for bridges. Mechanical Systems and Signal Processing, 173.
- On the application of kernelised Bayesian transfer learning to population-based structural health monitoring. Mechanical Systems and Signal Processing, 167, 108519-108519.
- On the application of generative adversarial networks for nonlinear modal analysis. Mechanical Systems and Signal Processing, 166, 108473-108473.
- A population-based SHM methodology for heterogeneous structures : transferring damage localisation knowledge between different aircraft wings. Mechanical Systems and Signal Processing, 172. View this article in WRRO
- Impact of blade structural and aerodynamic uncertainties on wind turbine loads. Wind Energy. View this article in WRRO
- Error motion trajectory-driven diagnostics of kinematic and non-kinematic machine tool faults. Mechanical Systems and Signal Processing, 164. View this article in WRRO
- A Bayesian methodology for localising acoustic emission sources in complex structures. Mechanical Systems and Signal Processing, 163.
- On spike-and-slab priors for Bayesian equation discovery of nonlinear dynamical systems via sparse linear regression. Mechanical Systems and Signal Processing, 161. View this article in WRRO
- Bayesian modelling of multivalued power curves from an operational wind farm. Mechanical Systems and Signal Processing, 108530-108530.
- On generative models as the basis for digital twins. Data-Centric Engineering, 2.
- Foundations of population-based SHM, Part IV : the geometry of spaces of structures and their feature spaces. Mechanical Systems and Signal Processing, 157.
- Structured machine learning tools for modelling characteristics of guided waves. Mechanical Systems and Signal Processing, 156. View this article in WRRO
- On the transfer of damage detectors between structures: An experimental case study. Journal of Sound and Vibration, 501.
- Overcoming the problem of repair in structural health monitoring: Metric-informed transfer learning. Journal of Sound and Vibration, 116245-116245.
- Comparing approaches for multi-axis kinematic positioning in machine tools. Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture.
- A probabilistic risk-based decision framework for structural health monitoring. Mechanical Systems and Signal Processing, 150, 107339-107339.
- Probabilistic Inference for Structural Health Monitoring: New Modes of Learning from Data. ASCE-ASME Journal of Risk and Uncertainty in Engineering Systems, Part A: Civil Engineering, 7(1), 03120003-03120003.
- Foundations of population-based SHM, part III : heterogeneous populations – mapping and transfer. Mechanical Systems and Signal Processing, 149. View this article in WRRO
- Foundations of population-based SHM, Part I : homogeneous populations and forms. Mechanical Systems and Signal Processing, 148. View this article in WRRO
- Foundations of population-based SHM, part II : heterogeneous populations – graphs, networks, and communities. Mechanical Systems and Signal Processing, 148. View this article in WRRO
- New results for the ADF statistic in nonstationary signal analysis with a view towards structural health monitoring. Mechanical Systems and Signal Processing, 146, 106979-106979.
- Normalising Flows and Nonlinear Normal Modes. IFAC-PapersOnLine, 54(7), 655-660.
- Towards the Probabilistic Analysis of Small Bowel Capsule Endoscopy Features to Predict Severity of Duodenal Histology in Patients with Villous Atrophy. Journal of Medical Systems, 44(11).
- Machine learning at the interface of structural health monitoring and non-destructive evaluation. Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, 378(2182), 20190581-20190581.
- On Treed Gaussian Processes and piecewise-linear NARX modelling. Mechanical Systems and Signal Processing, 144. View this article in WRRO
- Machining centre performance monitoring with calibrated artefact probing. Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture. View this article in WRRO
- Emerging trends in optimal structural health monitoring system design: From sensor placement to system evaluation. Journal of Sensor and Actuator Networks, 9(3). View this article in WRRO
- Considering discrepancy when calibrating a mechanistic electrophysiology model. Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, 378(2173). View this article in WRRO
- Towards semi-supervised and probabilistic classification in structural health monitoring. Mechanical Systems and Signal Processing, 140. View this article in WRRO
- On the application of Gaussian process latent force models for joint input-state-parameter estimation: With a view to Bayesian operational identification. Mechanical Systems and Signal Processing, 140. View this article in WRRO
- On the application of domain adaptation in structural health monitoring. Mechanical Systems and Signal Processing, 138. View this article in WRRO
- Probabilistic modelling of wind turbine power curves with application of heteroscedastic Gaussian Process regression. Renewable Energy, 148, 1124-1136. View this article in WRRO
- Digital twins: State-of-the-art future directions for modelling and simulation in engineering dynamics applications. ASCE - ASME Journal of Risk and Uncertainty in Engineering Systems, Part B. Mechanical Engineering. View this article in WRRO
- On digital twins, mirrors and virtualisations: Frameworks for model verification and validation. ASCE - ASME Journal of Risk and Uncertainty in Engineering Systems, Part B. Mechanical Engineering. View this article in WRRO
- Damage detection in operational wind turbine blades using a new approach based on machine learning. Renewable Energy.
- Probabilistic active learning : an online framework for structural health monitoring. Mechanical Systems and Signal Processing, 134. View this article in WRRO
- On the performance of a cointegration-based approach for novelty detection in realistic fatigue crack growth scenarios. Mechanical Systems and Signal Processing, 123, 84-101. View this article in WRRO
- Model selection and parameter estimation of dynamical systems using a novel variant of approximate Bayesian computation. Mechanical Systems and Signal Processing, 122, 364-386. View this article in WRRO
- Outlier ensembles: A robust method for damage detection and unsupervised feature extraction from high-dimensional data. Journal of Sound and Vibration. View this article in WRRO
- A cointegration approach for heteroscedastic data based on a time series decomposition: An application to structural health monitoring. Mechanical Systems and Signal Processing, 120, 16-31. View this article in WRRO
- Use of the cointegration strategies to remove environmental effects from data acquired on historical buildings. Engineering Structures, 183, 1014-1026. View this article in WRRO
- A Bayesian non-parametric clustering approach for semi-supervised Structural Health Monitoring. Mechanical Systems and Signal Processing, 119, 100-119. View this article in WRRO
- A probabilistic compressive sensing framework with applications to ultrasound signal processing. Mechanical Systems and Signal Processing, 117, 383-402. View this article in WRRO
- Predicting geometric tolerance thresholds in a five-axis machining centre. Structural Health Monitoring, Photogrammetry & DIC, Volume 6, 93-100. View this article in WRRO
- Active learning for semi-supervised structural health monitoring. Journal of Sound and Vibration, 437, 373-388. View this article in WRRO
- On evolutionary system identification with applications to nonlinear benchmarks. Mechanical Systems and Signal Processing, 112, 194-232. View this article in WRRO
- Nonlinear modal analysis via non-parametric machine learning tools.. Strain: an international journal for experimental mechanics. View this article in WRRO
- Damage detection in a laboratory wind turbine blade using techniques of ultrasonic NDT and SHM. Strain. View this article in WRRO
- A comparison of linear approaches to filter out environmental effects in structural health monitoring. Mechanical Systems and Signal Processing, 105, 1-15. View this article in WRRO
- On the confidence bounds of Gaussian process NARX models and their higher-order frequency response functions. Mechanical Systems and Signal Processing, 104, 188-223. View this article in WRRO
- Acoustic emission source characterisation using evolutionary optimisation. Strain. View this article in WRRO
- A regime-switching cointegration approach for removing environmental and operational variations in structural health monitoring. Mechanical Systems and Signal Processing, 103, 381-397. View this article in WRRO
- Simultaneous Force Regression and Movement Classification of Fingers via Surface EMG within a Unified Bayesian Framework. Frontiers in Bioengineering and Biotechnology, 6(13). View this article in WRRO
- Model selection and parameter estimation in structural dynamics using approximate Bayesian computation. Mechanical Systems and Signal Processing, 99, 306-325. View this article in WRRO
- On switching response surface models, with applications to the structural health monitoring of bridges. Mechanical Systems and Signal Processing, 98, 139-156. View this article in WRRO
- Performance monitoring of a wind turbine using extreme function theory. Renewable Energy, 113, 1490-1502. View this article in WRRO
- On multi-site damage identification using single-site training data. Journal of Sound and Vibration, 409, 43-64. View this article in WRRO
- Automatic Kernel Selection for Gaussian Processes Regression with Approximate Bayesian Computation and Sequential Monte Carlo. Frontiers in Built Environment, 3. View this article in WRRO
- A new methodology for automating acoustic emission detection of metallic fatigue fractures in highly demanding aerospace environments: An overview. Progress in Aerospace Sciences, 90, 1-11. View this article in WRRO
- Robust nonlinear system identification: Bayesian mixture of experts using the t-distribution. Mechanical Systems and Signal Processing, 85, 977-992. View this article in WRRO
- A machine learning approach to nonlinear modal analysis. Mechanical Systems and Signal Processing, 84(Part B), 34-53. View this article in WRRO
- Prediction of landing gear loads using machine learning techniques. Structural Health Monitoring, 15(5), 568-582. View this article in WRRO
- Some Recent Developments in SHM Based on Nonstationary Time Series Analysis. Proceedings of the IEEE, 104(8), 1589-1603. View this article in WRRO
- Sensitivity analysis of an Advanced Gas-cooled Reactor control rod model. Nuclear Engineering and Design, 305, 514-523. View this article in WRRO
- Bayesian Sensitivity Analysis of Flight Parameters in a Hard-Landing Analysis Process. Journal of Aircraft, 53(5), 1317-1331. View this article in WRRO
- On Crack Detection in Tuned and Mistuned Repeating Structures Using the Modal Assurance Criterion. Strain, 52(3), 175-185. View this article in WRRO
- Robust methods for outlier detection and regression for SHM applications.. International Journal of Sustainable Materials and Structural Systems. View this article in WRRO
- Novelty detection and dimension reduction via guided ultrasonic waves: Damage monitoring of scarf repairs in composite laminates. Journal of Intelligent Material Systems and Structures, 27(4), 549-566.
- Fault detection in rolling element bearings using wavelet-based variance analysis and novelty detection. Journal of Vibration and Control, 22(2), 396-411.
- Variational Bayesian mixture of experts models and sensitivity analysis for nonlinear dynamical systems. Mechanical Systems and Signal Processing, 66-67, 178-200. View this article in WRRO
- Friction estimation in wind turbine blade bearings. Structural Control and Health Monitoring, 23(1), 103-122.
- A time–frequency analysis approach for condition monitoring of a wind turbine gearbox under varying load conditions. Mechanical Systems and Signal Processing, 64-65, 188-216. View this article in WRRO
- Bayesian and Markov chain Monte Carlo methods for identifying nonlinear systems in the presence of uncertainty. Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, 373(2051). View this article in WRRO
- Continuous debonding monitoring of a patch repaired helicopter stabilizer: Damage assessment and analysis. Composite Structures, 127, 231-244.
- A Non-linear Manifold Strategy for SHM Approaches. Strain, 51(4), 324-331. View this article in WRRO
- On robust regression analysis as a means of exploring environmental and operational conditions for SHM data. Journal of Sound and Vibration, 347, 279-296. View this article in WRRO
- A Performance Monitoring Approach for the Novel Lillgrund Offshore Wind Farm. IEEE Transactions on Industrial Electronics, 62(10), 6636-6644. View this article in WRRO
- Numerical simulations of elastic wave propagation using graphical processing units—Comparative study of high-performance computing capabilities. Computer Methods in Applied Mechanics and Engineering, 290, 98-126.
- Bayesian system identification of dynamical systems using highly informative training data. Mechanical Systems and Signal Processing, 56, 109-122. View this article in WRRO
- Optimum Sensor Placement for Impact Location Using Trilateration. Strain, 51(2), 89-100.
- A Bee Swarm Algorithm for Optimising Sensor Distributions for Impact Detection on a Composite Panel. Strain, 51(2), 147-155.
- Aspects of structural health and condition monitoring of offshore wind turbines. Philosophical Transactions of the Royal Society A: Mathematical, Physical and Engineering Sciences, 373(2035), 20140075-20140075. View this article in WRRO
- Damage Monitoring of External Patch Repairs with Guided Ultrasonic Waves. Strain, 51(4), 288-300.
- Bayesian sensitivity analysis of flight parameters that affect main landing gear yield locations. The Aeronautical Journal, 118(1210), 1481-1497.
- A Bayesian approach based on a Markov-chain Monte Carlo method for damage detection under unknown sources of variability. Engineering Structures, 80, 1-10.
- A New Transmissibility Analysis Method for Detection and Location of Damage via Nonlinear Features in MDOF Structural Systems. IEEE/ASME Transactions on Mechatronics, 20(4), 1933-1947.
- Robust methods of inclusive outlier analysis for structural health monitoring. Journal of Sound and Vibration, 333(20), 5181-5195.
- A numerically-enhanced machine learning approach to damage diagnosis using a Lamb wave sensing network. Journal of Sound and Vibration, 333(19), 4499-4525.
- The use of pseudo-faults for damage location in SHM: An experimental investigation on a Piper Tomahawk aircraft wing. Journal of Sound and Vibration, 333(3), 971-990. View this article in WRRO
- An SHM view of a CFD model of Lillgrund wind farm. Applied Mechanics and Materials, 564, 164-169.
- Envelope analysis using the Teager-Kaiser Energy operator for condition monitoring of a wind turbine bearing. Applied Mechanics and Materials, 564, 170-175.
- Robust evaluation of time series classification algorithms for structural health monitoring. Proceedings of SPIE - The International Society for Optical Engineering, 9064.
- Machine learning applications for a wind turbine blade under continuous fatigue loading. Key Engineering Materials, 588, 166-174.
- Uncertainty analysis in structural dynamics. Key Engineering Materials, 588, 318-332.
- Damage detection in RAPTOR telescope systems using time-frequency analysis methods. Key Engineering Materials, 588, 43-53.
- Identification of Time-Varying Nonlinear Systems Using Differential Evolution Algorithm. Conference Proceedings of the Society for Experimental Mechanics Series, 45(7), 575-583.
- A multiresolution approach to cointegration for enhanced SHM of structures under varying conditions - An exploratory study. Mechanical Systems and Signal Processing.
- On the identification and modelling of friction in a randomly excited energy harvester. Journal of Sound and Vibration, 332(19), 4696-4708. View this article in WRRO
- Long-term monitoring and data analysis of the Tamar Bridge. Mechanical Systems and Signal Processing, 35(1-2), 16-34.
- Modelling friction in a nonlinear dynamic system via Bayesian inference. Conference Proceedings of the Society for Experimental Mechanics Series, 6, 543-553.
- On damage diagnosis for a wind turbine blade using pattern recognition. Journal of Sound and Vibration.
- Comparative study of robust novelty detection techniques. Key Engineering Materials, 569-570, 1109-1115.
- Cointegration and the empirical mode decomposition for the analysis of diagnostic data. Key Engineering Materials, 569-570, 884-891.
- Advanced tools for damage detection in wind turbines. Key Engineering Materials, 569-570, 547-554.
- Structural health monitoring and damage prognosis in composite repaired structures through the excitation of guided ultrasonic waves. Proceedings of SPIE - The International Society for Optical Engineering, 8695.
- Features for damage detection with insensitivity to environmental and operational variations. PROCEEDINGS OF THE ROYAL SOCIETY A-MATHEMATICAL PHYSICAL AND ENGINEERING SCIENCES, 468(2148), 4098-4122. View this article in WRRO
- Structural Health Monitoring: A Machine Learning Perspective. Structural Health Monitoring: A Machine Learning Perspective.
- An Optimisation Scheme Based on the Local Interaction Simulation Approach and Lamb Waves for Elastic Property Estimation in Multi-Layered Composites (Erratum). Shock and Vibration, 19(6), 1477-1477.
- Condition monitoring of a wind turbine gearbox using the empirical mode decomposition method and outlier analysis. Proceedings of the 6th European Workshop - Structural Health Monitoring 2012, EWSHM 2012, 2, 1316-1323.
- An optimisation scheme based on the local interaction simulation approach and Lamb waves for elastic property estimation in multi-layered composites (vol 19, pg 1027, 2012). SHOCK AND VIBRATION, 19(6), 1477-1477.
- Crack characterisation by detection and classification of nonlinear behaviour using the Hilbert transform. PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART C-JOURNAL OF MECHANICAL ENGINEERING SCIENCE, 226(C11), 2610-2626.
- An optimisation scheme based on the local interaction simulation approach and Lamb waves for elastic property estimation in multi-layered composites. Shock and Vibration, 19(5), 1027-1040.
- On the orthogonalised reverse path method for nonlinear system identification. Journal of Sound and Vibration, 331(20), 4488-4503. View this article in WRRO
- Erratum to " Impact damage characterisation of composite laminates using a statistical approach" [Compos. Sci. Technol. 72 (2012) 1108-1120]. Composites Science and Technology, 72(12), 1477.
- Bayesian sensitivity analysis of bifurcating nonlinear models. Mechanical Systems and Signal Processing.
- The benefits of Duffing-type nonlinearities and electrical optimisation of a mono-stable energy harvester under white Gaussian excitations. Journal of Sound and Vibration, 331(20), 4504-4517. View this article in WRRO
- Lamb wave propagation modelling and simulation using parallel processing architecture and graphical cards. Smart Materials and Structures, 21(7).
- Bayesian sensitivity analysis of a nonlinear finite element model. Mechanical Systems and Signal Processing.
- Impact damage characterisation of composite laminates using a statistical approach. Composites Science and Technology.
- Parameter estimation and model selection for a class of hysteretic systems using Bayesian inference. Mechanical Systems and Signal Processing.
- Albumin level and patient age predict outcomes in patients referred for gastrostomy insertion: internal and external validation of a gastrostomy score and comparison with artificial neural networks.. Gastrointest Endosc, 74(5), 1033-9.e1-3.
- Spatial scanning for anomaly detection in acoustic emission testing of an aerospace structure. Mechanical Systems and Signal Processing, 25(7), 2462-2474.
- Cointegration: a novel approach for the removal of environmental trends in structural health monitoring data. P ROY SOC A-MATH PHY, 467(2133), 2712-2732.
- Computational model of an infant brain subjected to periodic motion simplified modelling and bayesian sensitivity analysis. P I MECH ENG H, 225(H11), 1036-1049.
- Uncertainty Analysis of a Dynamic Model of a Novel Remotely Piloted Airship. J AIRCRAFT, 48(3), 1028-1035.
- Bayesian sensitivity analysis of a model of the aortic valve.. J Biomech, 44(8), 1499-1506.
- Influence of the Autoregressive Model Order on Damage Detection. COMPUT-AIDED CIV INF, 26(3), 225-238.
- Machine learning algorithms for damage detection under operational and environmental variability. Structural Health Monitoring, 10(6), 559-572.
- Extended Analysis of a Damage Prognosis Approach Based on Interval Arithmetic. Strain, 47(6), 544-554.
- Probabilistic uncertainty analysis of an FRF of a structure using a Gaussian process emulator. Mechanical Systems and Signal Processing, 25(8), 2962-2975. View this article in WRRO
- Extended Analysis of a Damage Prognosis Approach Based on Interval Arithmetic. Strain.
- Some experimental observations on the detection of composite damage using lamb waves. Strain, 47(SUPPL. 1).
- Experimental validation of a new statistical process control feature for damage detection. Mechanical Systems and Signal Processing, 25(7), 2513-2525.
- A decomposition method for the analysis of viscoelastic structural dynamics with time-dependent poisson's ratio. Strain, 47(SUPPL. 1).
- Principal component analysis of acoustic emission signals from landing gear components: An aid to fatigue fracture detection. Strain, 47(SUPPL. 1).
- A cellular automaton model for predicting intergranular corrosion. Corrosion Science.
- On Impact Damage Detection and Quantification for CFRP Laminates using Structural Response Data Only. Mechanical Systems and Signal Processing, 25(8), 3135-3152.
- Bayesian sensitivity analysis of a model of the aortic valve. Journal of Biomechanics, 44(8), 1499-1506.
- Transmissibility of non-linear output frequency response functions with application in detection and location of damage in MDOF structural systems. International Journal of Non-Linear Mechanics, 46(6), 841-853. View this article in WRRO
- Experimental validation of a new statistical process control feature for damage detection. Mechanical Systems and Signal Processing.
- Spatial scanning for anomaly detection in acoustic emission testing of an aerospace structure. Mechanical Systems and Signal Processing.
- Feasibility study of structural damage detection using NARMAX modelling and Nonlinear Output Frequency Response Function based analysis. MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 25(3), 1045-1061.
- Approximation of the Duffing oscillator frequency response function using the FPK equation. Journal of Sound and Vibration, 330(4), 743-756.
- Natural computing for mechanical systems research: A tutorial overview. Mechanical Systems and Signal Processing, 25(1), 4-111.
- Analysis of MDOF nonlinear systems using associated linear equations. MECH SYST SIGNAL PR, 24(8), 2824-2843.
- Preface. Journal of Sound and Vibration, 329(12), 2305-2305.
- The use of pseudo-faults for novelty detection in SHM. J SOUND VIB, 329(12), 2349-2366.
- Novelty detection in a changing environment: A negative selection approach. MECH SYST SIGNAL PR, 24(4), 1114-1128.
- Vibration-based structural health monitoring using large sensor networks. SMART STRUCTURES AND SYSTEMS, 6(3), 335-347.
- Conceptual design of a hard landing indication system using a flight parameter sensor simulation model. 27th Congress of the International Council of the Aeronautical Sciences 2010, ICAS 2010, 5, 3515-3526.
- Simulation of ultrasonic lamb wave generation, propagation and detection for a reconfigurable air coupled scanner. Ultrasonics.
- Approximation of the Duffing oscillator frequency response function using the FPK equation. Journal of Sound and Vibration.
- Locating acoustic emission sources in complex structures using Gaussian processes. MECH SYST SIGNAL PR, 24(1), 211-223.
- Analysis and control of nonlinear systems with DC terms. NONLINEAR DYNAM, 58(4), 753-775.
- An evidence-based approach to damage location on an aircraft structure. MECH SYST SIGNAL PR, 23(6), 1792-1804.
- Acoustic emission for monitoring aircraft structures. P I MECH ENG G-J AER, 223(G5), 525-532.
- Higher-order spectra for identification of nonlinear modal coupling. MECH SYST SIGNAL PR, 23(4), 1037-1061.
- Detecting and identifying artificial acoustic emission signals in an industrial fatigue environment. MEAS SCI TECHNOL, 20(4).
- Strategies for using cellular automata to locate constrained layer damping on vibrating structures. J SOUND VIB, 319(1-2), 119-139. View this article in WRRO
- Damage prognosis for delamination of a composite plate. Conference Proceedings of the Society for Experimental Mechanics Series.
- Nonlinear system identification of automotive dampers: A time and frequency-domain analysis. MECH SYST SIGNAL PR, 23(1), 104-126.
- Metamodelling of auxetic cellular solids with differential evolution optimisation. PHYS STATUS SOLIDI B, 245(11), 2433-2439.
- Impact Damage Detection in Aircraft Composites Using Knowledge-based Reasoning. STRUCT HEALTH MONIT, 7(3), 215-230.
- Damage detection in an aluminium plate using outlier analysis. FATIGUE FRACT ENG M, 31(8), 629-643.
- Damage localisation in a stiffened composite panel. STRAIN, 44(4), 298-307.
- Uncertainty analysis of a neural network used for fatigue lifetime prediction. MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 22(6), 1395-1411.
- A review of nonlinear dynamics applications to structural health monitoring. STRUCT CONTROL HLTH, 15(4), 540-567.
- Genetic optimisation of a neural network damage diagnostic. AERONAUTICAL JOURNAL, 112(1131), 267-274.
- Evolution of constrained layer damping using a cellular automaton algorithm. P I MECH ENG C-J MEC, 222(4), 585-597. View this article in WRRO
- Genetic optimisation of a neural damage locator. J SOUND VIB, 309(3-5), 529-544.
- A negative selection approach to detect damage in aeronautical structures with changing operating conditions. ICAS Secretariat - 26th Congress of International Council of the Aeronautical Sciences 2008, ICAS 2008, 2, 2773-2779.
- The effects of uncertainties within acoustic emission modelling. Conference Proceedings of the Society for Experimental Mechanics Series.
- Lamb waves for non-destructive evaluation of composite wing section. Conference Proceedings of the Society for Experimental Mechanics Series.
- Multivariate statistics process control for dimensionality reduction in structural assessment. MECH SYST SIGNAL PR, 22(1), 155-171.
- Prognosis under uncertainty - An idealised computational case study. SHOCK AND VIBRATION, 15(3-4), 231-243.
- Kernel based modelling of friction dynamics. MECH SYST SIGNAL PR, 22(1), 66-80.
- Improving excitations for active sensing in structural health monitoring via evolutionary algorithms. J VIB ACOUST, 129(6), 784-802.
- Transformation of a sensor or actuator system into a unitary gain element. MECH SYST SIGNAL PR, 21(8), 3088-3107.
- The fundamental axioms of structural health monitoring. P R SOC A, 463(2082), 1639-1664.
- Damage location in an isotropic plate using a vector of novelty indices. MECH SYST SIGNAL PR, 21(4), 1885-1906.
- Fatigue life prediction of sandwich composite materials under flexural tests using a Bayesian trained artificial neural network. INT J FATIGUE, 29(4), 738-747.
- An introduction to structural health monitoring. PHILOS T R SOC A, 365(1851), 303-315.
- Structural health monitoring - Preface. PHILOS T R SOC A, 365(1851), 299-301.
- The application of machine learning to structural health monitoring.. Philos Trans A Math Phys Eng Sci, 365(1851), 515-537.
- Evaluation of neural network performance and generalisation using thresholding functions. NEURAL COMPUT APPL, 16(2), 109-124.
- Damage detection using stress waves and multivariate statistics: An experimental case study of an aircraft component. STRAIN, 43(1), 47-53.
- Genetic algorithm with an improved fitness function for (N)ARX modelling. MECH SYST SIGNAL PR, 21(2), 994-1007.
- Impact detection in an aircraft composite panel - A neural-network approach. J SOUND VIB, 299(3), 672-682.
- Nonlinear system identification in structural dynamics: A short (and biased) history. Conference Proceedings of the Society for Experimental Mechanics Series.
- Nonlinear system identification in structural dynamics: Current status and future directions. Conference Proceedings of the Society for Experimental Mechanics Series.
- Generalised NARX shunting neural network modelling of friction. MECH SYST SIGNAL PR, 21(1), 553-572.
- Identification of pre-sliding and sliding friction dynamics: Grey box and black-box models. MECH SYST SIGNAL PR, 21(1), 514-534.
- Evaluation of neural network robust reliability using information-gap theory. IEEE T NEURAL NETWOR, 17(6), 1349-1361.
- Identification of response surface models using genetic programming. MECH SYST SIGNAL PR, 20(8), 1819-1831.
- An application of interval-valued neural networks to a regression problem. P R SOC A, 462(2074), 3097-3114.
- A novel information-gap technique to assess reliability of neural network-based damage detection. J SOUND VIB, 293(1-2), 96-111.
- Analysis of time-invariant systems in the time and frequency domain by associated linear equations (ALES). MECH SYST SIGNAL PR, 20(4), 896-919.
- Past, present and future of nonlinear system identification in structural dynamics. MECH SYST SIGNAL PR, 20(3), 505-592.
- Choi-Wiliams time frequency analysis of a three degree freedom non-linear system. Proceedings of ISMA2006: International Conference on Noise and Vibration Engineering, 5, 2863-2872.
- Some observations on uncertainty propagation through a simple nonlinear system. JOURNAL OF SOUND AND VIBRATION, 288(3), 601-621.
- Uncertainty in structural dynamics. J SOUND VIB, 288(3), 423-429.
- . Journal of Sound and Vibration, 287(3), 645-648.
- A Volterra series approximation to the coherence of the Duffing oscillator. J SOUND VIB, 286(3), 529-547.
- Fault Diagnosis and Fault Tolerance for Mechatronic Systems: Recent Advances. Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science, 219(9), 1015-1016.
- Structural health monitoring of an annular component using a statistical approach. STRAIN, 41(3), 117-127.
- Structural damage classification using extreme value statistics. J DYN SYST-T ASME, 127(1), 125-132.
- An automatic impact monitor for a composite panel employing smart sensor technology. SMART MATER STRUCT, 14(1), 265-271.
- Sensor validation using principal component analysis. SMART MATER STRUCT, 14(1), 36-42.
- An application of Holder exponents to condition monitoring. Conference Proceedings of the Society for Experimental Mechanics Series.
- Extreme value statistics from differential evolution for damage detection. Conference Proceedings of the Society for Experimental Mechanics Series.
- Special Issue on Acoustic Emission. J STRAIN ANAL ENG, 40(1), I-III.
- Associated Linear Equations for Volterra operators. MECH SYST SIGNAL PR, 19(1), 57-69.
- Homogenisation metamodelling of perforated plates. STRAIN, 40(3), 103-112.
- The Illustrated Wavelet Transform Handbook by Paul S. Addison, Institute of Physics Publishing, Bristol, 2002, pp. xiii+353, price £45, US$65, ISBN 0-7503-0692-0. Journal of Sound and Vibration, 274(3-5), 1135-1136.
- A novel design for panel radiators. APPLIED THERMAL ENGINEERING, 24(8-9), 1291-1300.
- Identification of pre-sliding friction dynamics. CHAOS, 14(2), 420-430.
- Sensor optimisation using an ant colony metaphor. STRAIN, 40(2), 59-65.
- System identification using associated linear equations. MECH SYST SIGNAL PR, 18(3), 431-455.
- An overview of intelligent fault detection in systems and structures. STRUCT HEALTH MONIT, 3(1), 85-98.
- Vibration-based damage assessment in steel frames using neural networks. Noise and Vibration Worldwide, 35(6), 33-34.
- Structural fault diagnosis and isolation using neural networks based on response-only data. COMPUT STRUCT, 81(22-23), 2165-2172.
- Automatic classification of acoustic emission patterns. STRAIN, 39(1), 31-41.
- Genetic identification of crack-tip parameters using thermoelastic isopachics. MEAS SCI TECHNOL, 14(2), 176-183.
- Experimental validation of a structural health monitoring methodology. Part II. Novelty detection on a Gnat aircraft. J SOUND VIB, 259(2), 345-363.
- Experimental validation of a structural health monitoring methodology. Part III. Damage location on an aircraft wing. J SOUND VIB, 259(2), 365-385.
- Experimental validation of a structural health monitoring methodology: Part I. Novelty detection on a laboratory structure. J SOUND VIB, 259(2), 323-343.
- Statistical damage classification using sequential probability ratio tests. Structural Health Monitoring, 2(1), 57-74.
- Damage assessment using neural networks. MECH SYST SIGNAL PR, 17(1), 119-125.
- Discussion and conclusions forworking group 2 benchmarks. MECH SYST SIGNAL PR, 17(1), 171-175.
- Costaction F3 on structural dynamics: Benchmarks forworking group 2 - Structural health monitoring. MECH SYST SIGNAL PR, 17(1), 73-75.
- Statistical damage classification under changing environmental and operational conditions. J INTEL MAT SYST STR, 13(9), 561-574.
- Editorial. Strain, 38(2), 45-45.
- Novelty detection in a changing environment: Regression and inter polation approaches. Journal of Sound and Vibration, 258(4), 741-761.
- Structural health monitoring using statistical pattern recognition techniques. J DYN SYST-T ASME, 123(4), 706-711.
- Identification of hysteretic systems using the differential evolution algorithm. J SOUND VIB, 248(2), 289-314.
Damage assessment in smart composite structures: the DAMASCOS program . Smart Structures and Materials 2001: Smart Structures and Integrated Systems.- Visualisation and Dimension Reduction of Acoustic Emission Data for Damage Detection. Journal of Intelligent Materials Systems and Structures, 12(8), 529-536.
- Special Issue - Third International Conference on Damage Assessment in Structures (DAMAS 99). J INTEL MAT SYST STR, 12(8), 527-527.
- Visualisation and dimension reduction of acoustic emission data for damage detection. JOURNAL OF INTELLIGENT MATERIAL SYSTEMS AND STRUCTURES, 12(8), 529-536.
- Optimal sensor placement for fault detection. ENG STRUCT, 23(8), 885-901.
- Theoretical and experimental identification of a non-linear beam. J SOUND VIB, 244(4), 597-613.
- Damage identification using support vector machines. SMART MATERIALS & STRUCTURES, 10(3), 540-547.
- Vibration-based damage assessment in steel frames using neural networks. SMART MATERIALS & STRUCTURES, 10(3), 553-559.
- Damage assessment in smart composite structures: the DAMASCOS programme. Air & Space Europe, 3(3-4), 132-138.
- Nonlinearity in experimental modal analysis. PHILOS T ROY SOC A, 359(1778), 113-130.
- Active Control in Mechanical Engineering. Structural Safety, 23(3), 275-277.
- Interval methods in non-destructive testing of material structures. Reliable Computing, 7(4), 341-352.
- Rayleigh and Lamb waves - Basic principles. Strain, 37(4), 167-172.
- Detection of defects in composite plates using Lamb waves and novelty detection. INT J SYST SCI, 31(11), 1397-1409.
- Intelligent fault detection. INT J SYST SCI, 31(11), 1331-1332.
- An extension of force appropriation to the identification of non-linear multi-degree of freedom systems. J SOUND VIB, 237(1), 23-43.
- On-line physical parameter estimation with adaptive forgetting factors. MECH SYST SIGNAL PR, 14(5), 705-730.
- Fail-safe sensor distributions for impact detection in composite materials. SMART MATER STRUCT, 9(3), 298-303.
- Damage detection using outlier analysis. J SOUND VIB, 229(3), 647-667.
- Application of two damage detection techniques to an offshore platform. Shock and Vibration Digest, 32(1), 30-31.
- Impact location and quantification on a composite panel using neural networks and a genetic algorithm. Strain, 36(2), 61-68.
- Differential evolution based identification of automotive hydraulic engine mount model parameters. P I MECH ENG D-J AUT, 214(D3), 249-264.
- Damage identification using multivariate statistics: Kernel discriminant analysis. INVERSE PROBLEMS IN ENGINEERING, 8(1), 25-46.
- Random vibrations of a multi-degree-of-freedom non-linear system using the Volterra series. J SOUND VIB, 226(2), 397-405.
- Wavelet analysis of time-series: Coherent structures, chaos and noise. INT J BIFURCAT CHAOS, 9(3), 455-471.
- An experimental study of fail-safe sensor distributions for impact detection in composite materials. SMART MATERIALS AND STRUCTURES, 465-473.
- Random vibrations of a Duffing oscillator using the Volterra series. J SOUND VIB, 217(4), 781-789.
- Confidence bounds for frequency response functions from time series models. MECH SYST SIGNAL PR, 12(4), 559-569.
- Frequency domain analysis of NARX neural networks. J SOUND VIB, 213(5), 915-941.
- Analysis of wind fluctuations using the orthogonal wavelet transform. APPL SCI RES, 59(2-3), 205-218.
- Time-frequency analysis in gearbox fault detection using the Wigner-Ville distribution and pattern recognition. MECH SYST SIGNAL PR, 11(5), 673-692.
- Wavelet signal processing for enhanced Lamb-wave defect detection in composite plates using optical fiber detection. OPT ENG, 36(7), 1877-1888.
- Structural fault detection using a novelty measure. J SOUND VIB, 201(1), 85-101.
- A harmonic probing algorithm for the multi-input Volterra series. J SOUND VIB, 201(1), 67-84.
- Classification of faults in gearboxes - Pre-processing algorithms and neural networks. NEURAL COMPUT APPL, 5(3), 160-183.
- On jump frequencies in the response of the Duffing oscillator. J SOUND VIB, 198(4), 522-525.
- On the use of a rising-falling chirp excitation for vibration testing. J SOUND VIB, 192(2), 599-604.
- PSEUDO-FAULT INDUCTION IN ENGINEERING STRUCTURES - MULTIINPUT MULTIOUTPUT CONTROL. NONLINEAR DYNAM, 8(3), 367-384.
- ON THE OVER-SAMPLING OF DATA FOR SYSTEM-IDENTIFICATION. MECH SYST SIGNAL PR, 9(3), 287-297.
- CHARACTERIZATION OF AUTOMOTIVE SHOCK-ABSORBERS USING RANDOM-EXCITATION. P I MECH ENG D-J AUT, 209(4), 239-248.
- MODELING AND CLASSIFICATION OF NONLINEAR-SYSTEMS USING NEURAL NETWORKS .2. A PRELIMINARY EXPERIMENT. MECH SYST SIGNAL PR, 8(4), 395-419.
- MODELING AND CLASSIFICATION OF NONLINEAR-SYSTEMS USING NEURAL NETWORKS .1. SIMULATION. MECH SYST SIGNAL PR, 8(3), 319-356.
- PSEUDO-NONLINEARITIES IN ENGINEERING STRUCTURES. P ROY SOC LOND A MAT, 445(1923), 193-220.
- EXPERIMENTAL IDENTIFICATION OF MULTI-DEGREE-OF-FREEDOM NONLINEAR-SYSTEMS USING RESTORING FORCE METHODS. MODAL ANAL, 9(1), 35-55.
- IDENTIFICATION OF NONLINEAR-WAVE FORCES. J FLUID STRUCT, 8(1), 19-71.
- Fault location in a framework structure using neural networks. Smart Materials and Structures, 2(3), 189-200.
- RENORMALIZED STRESS TENSORS ON ELLIPSES. J MATH PHYS, 33(7), 2434-2439.
- DIRECT PARAMETER-ESTIMATION FOR LINEAR AND NONLINEAR STRUCTURES. J SOUND VIB, 152(3), 471-499.
- On the Non-Linear Characteristics of Automotive Shock Absorbers. Proceedings of the Institution of Mechanical Engineers, Part D: Journal of Automobile Engineering, 206(1), 3-16.
- An improved nonlinear model for an automotive shock absorber. Nonlinear Dynamics, 3(6), 413-429.
- RENORMALIZED STRESS TENSORS IN CERTAIN TRIANGLES. CLASSICAL QUANT GRAV, 9(1), 289-306.
- Improved wave force classification using system identification. Applied Ocean Research, 14(2), 107-118.
- DATA-PROCESSING AND EXPERIMENT DESIGN FOR THE RESTORING FORCE SURFACE METHOD .1. INTEGRATION AND DIFFERENTIATION OF MEASURED TIME DATA. MECH SYST SIGNAL PR, 4(4), 295-319.
- DATA-PROCESSING AND EXPERIMENT DESIGN FOR THE RESTORING FORCE SURFACE METHOD .2. CHOICE OF EXCITATION SIGNAL. MECH SYST SIGNAL PR, 4(4), 321-344.
- Measuring data similarity in population-based structural health monitoring using distance metrics. Structural Health Monitoring.
- A Bayesian Method for Material Identification of Composite Plates via Dispersion Curves. Sensors, 23(1), 185-185.
- On statistic alignment for domain adaptation in structural health monitoring. Structural Health Monitoring, 147592172211104-147592172211104.
- A Bayesian Approach for Shaft Centre Localisation in Journal Bearings. Mechanical Systems and Signal Processing.
- A novel approach to machining process fault detection using unsupervised learning. Proceedings of the Institution of Mechanical Engineers, Part B: Journal of Engineering Manufacture, 095440542093755-095440542093755.
- On the identification of hysteretic systems. Part I: Fitness landscapes and evolutionary identification. Mechanical Systems and Signal Processing.
- On the identification of hysteretic systems. Part II: Bayesian sensitivity analysis and parameter confidence. Mechanical Systems and Signal Processing.
- Autonomous ultrasonic inspection using bayesian optimisation and robust outlier analysis. Mechanical Systems and Signal Processing, 145. View this article in WRRO
- The effect of Duffing-type non-linearities and Coulomb damping on the response of an energy harvester to random excitations.
- A Brief Introduction to Recent Developments in Population-Based Structural Health Monitoring. Frontiers in Built Environment, 6.
- Bayesian Joint Input-State Estimation for Nonlinear Systems. Vibration, 3(3), 281-303.
- Equation discovery for nonlinear dynamical systems: a Bayesian viewpoint. Mechanical Systems and Signal Processing.
- On risk-based active learning for structural health monitoring.
- Canonical-Correlation-Based Fast Feature Selection.
- On sensor optimisation for structural health monitoring robust to environmental variations. Wind Energy Science, 6(5), 1107-1116.
Chapters
- Calculating Structure Similarity via a Graph Neural Network in Population-Based Structural Health Monitoring: Part II, Conference Proceedings of the Society for Experimental Mechanics Series (pp. 151-158). Springer Nature Switzerland
- Towards Risk-Informed PBSHM: Populations as Hierarchical Systems, Conference Proceedings of the Society for Experimental Mechanics Series (pp. 117-127). Springer Nature Switzerland
- The Astir Glider Wing Dataset for Population-Based SHM, Special Topics in Structural Dynamics & Experimental Techniques, Volume 5 (pp. 19-25). Springer Nature Switzerland
- Data-Centric Monitoring of Wind Farms, Data Driven Methods for Civil Structural Health Monitoring and Resilience (pp. 120-180). CRC Press
- On the Use of Cycle-Consistent Generative Adversarial Networks for Nonlinear Modal Analysis, Topics in Modal Analysis & Parameter Identification, Volume 8 (pp. 45-57). Springer International Publishing
- Towards Physics-Based Metrics for Transfer Learning in Dynamics, Data Science in Engineering, Volume 10 (pp. 73-81). Springer Nature Switzerland
- On Quantifying Data Normalisation via Cointegration with Topological Methods, Data Science in Engineering, Volume 10 (pp. 43-52). Springer Nature Switzerland
- A Population Form via Hierarchical Bayesian Modelling of the FRF, Data Science in Engineering, Volume 10 (pp. 95-103). Springer Nature Switzerland
- A Meta-Learning Approach to Population-Based Modelling of Structures, Data Science in Engineering, Volume 10 (pp. 63-71). Springer Nature Switzerland
- Data-Centric Monitoring of Wind Farms: Combining Sources of Information, Data Driven Methods for Civil Structural Health Monitoring and Resilience: Latest Developments and Applications (pp. 120-180).
- Automatic Selection of Optimal Structures for Population-Based Structural Health Monitoring, Data Science in Engineering, Volume 10 (pp. 83-93). Springer Nature Switzerland
- Better Together: Using Multi-Task Learning to Improve Feature Selection Within Structural Datasets, Data Science in Engineering, Volume 10 (pp. 53-61). Springer Nature Switzerland
- Gaussian Processes, Computational Methods in Engineering & the Sciences (pp. 121-147). Springer International Publishing
- Artificial Neural Networks, Computational Methods in Engineering & the Sciences (pp. 85-119). Springer International Publishing
- When is a Bridge Not an Aeroplane? Part II: A Population of Real Structures, Lecture Notes in Civil Engineering (pp. 965-974). Springer International Publishing
- On the Use of Graph Kernels for Assessing Similarity of Structures in Population-Based Structural Health Monitoring, Lecture Notes in Civil Engineering (pp. 995-1004). Springer International Publishing
- A Topological Analysis of Cointegrated Data: A Z24 Bridge Case Study, Lecture Notes in Civil Engineering (pp. 1095-1106). Springer International Publishing
- On Modelling Statistically Independent Nonlinear Normal Modes with Gaussian Process NARX Models, Nonlinear Structures & Systems, Volume 1 (pp. 135-147). Springer International Publishing
- Approximate Bayesian Inference for Piecewise-Linear Stiffness Systems, Nonlinear Structures & Systems, Volume 1 (pp. 165-175). Springer International Publishing
- On Model Validation and Bifurcating Systems: An Experimental Case Study, Model Validation and Uncertainty Quantification, Volume 3 (pp. 1-16). Springer International Publishing
- On the Use of Variational Autoencoders for Nonlinear Modal Analysis, Nonlinear Structures & Systems, Volume 1 (pp. 297-300). Springer International Publishing
- Digital Transformation by the Implementation of the True Digital Twin Concept and Big Data Technology for Structural Integrity Management, Ageing and Life Extension of Offshore Facilities (pp. 143-157). ASME
- Structural Health Monitoring and Damage Identification, Handbook of Experimental Structural Dynamics (pp. 989-1061). Springer New York
- Partially Supervised Learning for Data-Driven Structural Health Monitoring, Structural Integrity (pp. 389-411). Springer International Publishing
- Population-Based Structural Health Monitoring, Structural Integrity (pp. 413-435). Springer International Publishing
- Structural Health Monitoring and Damage Identification, Handbook of Experimental Structural Dynamics (pp. 1-72). Springer New York
- On Aspects of Geometry in SHM and Population-Based SHM, Data Science in Engineering, Volume 9 (pp. 67-77). Springer International Publishing
- On a Description of Aeroplanes and Aeroplane Components Using Irreducible Element Models, Data Science in Engineering, Volume 9 (pp. 103-114). Springer International Publishing
- Bayesian Graph Neural Networks for Strain-Based Crack Localization, Data Science in Engineering, Volume 9 (pp. 253-261).
- Transferring Damage Detectors Between Tailplane Experiments, Data Science in Engineering, Volume 9 (pp. 199-211).
- Towards Population-Based Structural Health Monitoring, Part V: Networks and Databases, Data Science in Engineering, Volume 9 (pp. 1-8).
- On Topological Data Analysis for SHM: An Introduction to Persistent Homology, Data Science in Engineering, Volume 9 (pp. 169-184).
- On Generating Parametrised Structural Data Using Conditional Generative Adversarial Networks, Data Science in Engineering, Volume 9 (pp. 35-46).
- On an Application of Graph Neural Networks in Population-Based SHM, Data Science in Engineering, Volume 9 (pp. 47-63).
- Heteroscedastic Gaussian Processes for Localising Acoustic Emission, Data Science in Engineering, Volume 9 (pp. 185-197).
- On Metrics Assessing the Information Content of Datasets for Population-Based Structural Health Monitoring, Lecture Notes in Civil Engineering (pp. 494-504). Springer International Publishing
- A Transfer Learning Application to FEM and Monitoring Data for Supporting the Classification of Structural Condition States, Lecture Notes in Civil Engineering (pp. 947-957). Springer International Publishing
- New Modes of Inference for Probabilistic SHM, Lecture Notes in Civil Engineering (pp. 415-426). Springer International Publishing
- On Partitioning of an SHM Problem and Parallels with Transfer Learning, Topics in Modal Analysis & Testing, Volume 8 (pp. 41-50). Springer International Publishing
- An Ontological Approach to Structural Health Monitoring, Topics in Modal Analysis & Testing, Volume 8 (pp. 51-59). Springer International Publishing
- Towards Population-Based Structural Health Monitoring, Part IV: Heterogeneous Populations, Transfer and Mapping, Model Validation and Uncertainty Quantification, Volume 3 (pp. 187-199). Springer International Publishing
- Towards Population-Based Structural Health Monitoring, Part I: Homogeneous Populations and Forms, Model Validation and Uncertainty Quantification, Volume 3 (pp. 287-302). Springer International Publishing
- Kernelised Bayesian Transfer Learning for Population-Based Structural Health Monitoring, Model Validation and Uncertainty Quantification, Volume 3 (pp. 209-215). Springer International Publishing
- Bayesian Solutions to State-Space Structural Identification, Model Validation and Uncertainty Quantification, Volume 3 (pp. 247-253). Springer International Publishing
- An Evolutionary Approach to Learning Neural Networks for Structural Health Monitoring, Model Validation and Uncertainty Quantification, Volume 3 (pp. 237-246). Springer International Publishing
- Structural Health Monitoring and Damage Identification, Handbook of Experimental Structural Dynamics (pp. 1-72).
- Investigating Engineering Data by Probabilistic Measures, Special Topics in Structural Dynamics & Experimental Techniques, Volume 5 (pp. 77-81). Springer International Publishing
- On the Application of Domain Adaptation in SHM, Special Topics in Structural Dynamics & Experimental Techniques, Volume 5 (pp. 111-122). Springer International Publishing
- On Stationarity and the Interpretation of the ADF Statistic, Conference Proceedings of the Society for Experimental Mechanics Series (pp. 29-38). Springer International Publishing
- State-of-the-Art and Future Directions for Predictive Modelling of Offshore Structure Dynamics Using Machine Learning, Conference Proceedings of the Society for Experimental Mechanics Series (pp. 223-233). Springer International Publishing
- Switching Response Surface Models for Structural Health Monitoring of Bridges, Surrogate-Based Modeling and Optimization (pp. 337-358). Springer New York
- Modelling of the Aluminium Alloy Al 2024 from the Microscale to the Macroscale: Intergranular Corrosion, Aluminium Alloy Corrosion of Aircraft Structures (pp. 59-75). WIT Press
- Structural Health Monitoring using Pattern Recognition (pp. 183-246).
- Contributor contact details, Structural Health Monitoring of Civil Infrastructure Systems (pp. xi-xiv). Elsevier
- Damage localization of carbon fiber–reinforced plastic composite and perspex plates using novelty indices and the cross-validation set of multilayer perceptron neural network, Composite Materials Technology: Neural Network Applications (pp. 115-133).
- Damage identification and localization of carbon fiber reinforced plastic composite plate using outlier analysis and multilayer perceptron neural network, Composite Materials Technology: Neural Network Applications (pp. 79-114).
- Statistical pattern recognition and damage detection in structural health monitoring of civil infrastructure systems, Structural Health Monitoring of Civil Infrastructure Systems (pp. 305-335).
- Sensor placement optimisation for structural health monitoring In Boller C, Chang F & Fujino YZ (Ed.), Encyclopedia of structural health monitoring (pp. 1239-1250). Chichester: Wiley.
- Optimization Techniques for Damage Detection John Wiley & Sons, Ltd
- Modal-Vibration-Based Damage Identification John Wiley & Sons, Ltd
- Principles of Structural Degradation Monitoring John Wiley & Sons, Ltd
- Signal Processing for Damage Detection John Wiley & Sons, Ltd
- Uncertainty Analysis John Wiley & Sons, Ltd
- Wavelet Based Feature Extraction for Acoustic Emission, Experimental Analysis of Nano and Engineering Materials and Structures (pp. 921-922). Springer Netherlands
- The Effect of Crack-Tip Interactions on the Curve-Fitting of Mixed-Mode Isopachics, Experimental Analysis of Nano and Engineering Materials and Structures (pp. 865-866). Springer Netherlands
- The Smart Approach — An Introduction to Smart Technologies, Smart Technologies (pp. 1-5). WORLD SCIENTIFIC
- Data Fusion — The Role of Signal Processing for Smart Structures and Systems, Smart Technologies (pp. 71-107). WORLD SCIENTIFIC
- Appendix: Translation of Sections from Duffing's Original Book, The Duffing Equation (pp. 323-354). John Wiley & Sons, Ltd
- Nondestructive Evaluation of Structures John Wiley & Sons, Ltd
- Modal Vibration Methods in Structural Health Monitoring John Wiley & Sons, Ltd
- Measurement and Identification of Pre-Sliding Friction Dynamics, Nonlinear Dynamics of Production Systems (pp. 349-367). Wiley-VCH Verlag GmbH & Co. KGaA
- Signal Processing for Damage Detection, Health Monitoring of Aerospace Structures (pp. 163-206). John Wiley & Sons, Ltd
- Considerations for Practical Neural Network Application to a Damage Detection Problem, Damage Assessment of Structures VI (pp. 151-158). Trans Tech Publications Ltd.
- Classification Using Radial Basis Function Networks with Uncertain Weights, Damage Assessment of Structures VI (pp. 135-142). Trans Tech Publications Ltd.
- On the Reproducibility of Transducer Coupling for Acoustic Emission Testing, Advanced Materials Research (pp. 117-124). Trans Tech Publications Ltd.
Conference proceedings papers
- Towards Exact Statistically Independent Nonlinear Normal Modes via the FPK Equation (pp 81-91)
- A Tutorial on Data-Driven Methods in Nonlinear Dynamics (pp 51-70)
- ANOMALY DETECTION IN OFFSHORE WIND TURBINE STRUCTURES USING HIERARCHICAL BAYESIAN MODELLING. Proceedings of the 14th International Workshop on Structural Health Monitoring
- PHYSICS-INFORMED TRANSFER LEARNING IN PBSHM: A CASE STUDY ON EXPERIMENTAL HELICOPTER BLADES. Proceedings of the 14th International Workshop on Structural Health Monitoring
- A DECISION FRAMEWORK FOR SELECTING INFORMATION-TRANSFER STRATEGIES IN POPULATION-BASED SHM. Proceedings of the 14th International Workshop on Structural Health Monitoring
- SHARING INFORMATION BETWEEN MACHINE TOOLS TO IMPROVE SURFACE FINISH FORECASTING. Proceedings of the 14th International Workshop on Structural Health Monitoring
- ACOUSTIC EMISSION SOURCE LOCATION USING BAYESIAN OPTIMISATION FOR A COMPOSITE HELICOPTER BLADE. Proceedings of the 14th International Workshop on Structural Health Monitoring
- HIERARCHICAL BAYESIAN MODELLING OF A FAMILY OF FRFS. Proceedings of the 14th International Workshop on Structural Health Monitoring
- DETECTION, LOCALISATION, AND QUANTIFICATION OF BOLT LOOSENESS IN AN ALUMINIUM PLATE USING LAMB WAVE ANALYSIS. Proceedings of the 14th International Workshop on Structural Health Monitoring
- WHEN IS AN SHM PROBLEM A MULTI-TASK- LEARNING PROBLEM?. Proceedings of the 14th International Workshop on Structural Health Monitoring
- ON THE USE OF MODEL-BASED VERSUS DATA-BASED APPROACHES FOR VIRTUAL SENSING IN SHM. Proceedings of the 14th International Workshop on Structural Health Monitoring
- On the Influence of Structural Attributes for Assessing Similarity in Population-Based Structural Health Monitoring. Structural Health Monitoring 2023: Designing SHM for Sustainability, Maintainability, and Reliability - Proceedings of the 14th International Workshop on Structural Health Monitoring (pp 1553-1562)
- A Comparison of Structural Similarity Metrics within Population-Based Structural Health Monitoring. Structural Health Monitoring 2023: Designing SHM for Sustainability, Maintainability, and Reliability - Proceedings of the 14th International Workshop on Structural Health Monitoring (pp 176-185)
- On Engle-Granger Cointegration Using Treed Gaussian Processes. Structural Health Monitoring 2023: Designing SHM for Sustainability, Maintainability, and Reliability - Proceedings of the 14th International Workshop on Structural Health Monitoring (pp 2833-2843)
- On the Application of Partial Domain Adaptation for PBSHM (pp 408-418)
- A Bayesian Approach to Lamb-Wave Dispersion Curve Material Identification in Composite Plates (pp 139-149)
- View this article in WRRO Semi-supervised risk-based active learning using inspection and maintenance information. Proceedings of ISMA 2022-International Conference on Noise and Vibration Engineering and USD 2022-International Conference on Uncertainty in Structural Dynamics. Leuven, Belgium, 12 September 2022 - 12 September 2022.
- View this article in WRRO On robustness of optimal sensor placement to environmental variation for SHM. Proceedings of the 13th International Workshop on Structural Health Monitoring 2021: Enabling Next-Generation SHM for Cyber-Physical Systems (pp 977-987). 439 North Duke Street, Lancaster, Pennsylvania, 17602, U.S.A.
- View this article in WRRO Assessment criteria for optimal sensor placement for a structural health monitoring system. Proceedings of the 13th International Workshop on Structural Health Monitoring 2021: Enabling Next-Generation SHM for Cyber-Physical Systems (pp 365-375). 439 North Duke Street, Lancaster, Pennsylvania, 17602, U.S.A.
- A Spatial Autoregressive Approach for Wake Field Prediction Across a Wind Farm. Lecture Notes in Civil Engineering, Vol. 270, 4 July 2022 - 7 July 2022.
- On the Application of Variational Auto Encoders (VAE) for Damage Detection in Rolling Element Bearings. Proceedings of the Thirteenth International Workshop on Structural Health Monitoring, IWSHM 2021 (pp 388-397). Lancaster, PA,. USA, 15 March 2022 - 17 March 2022.
- ON AN APPLICATION OF GENERATIVE ADVERSARIAL NETWORKS ON REMAINING LIFETIME ESTIMATION. Proceedings of the 13th International Workshop on Structural Health Monitoring
- INVESTIGATING EXPERIMENTAL REPEATABILITY AND FEATURE CONSISTENCY IN VIBRATION-BASED SHM. Proceedings of the 13th International Workshop on Structural Health Monitoring
- INVESTIGATING THE EFFECTS OF AMBIENT TEMPERATURE ON FEATURE CONSISTENCY IN VIBRATION-BASED SHM. Proceedings of the 13th International Workshop on Structural Health Monitoring
- ON A POPULATION-BASED STRUCTURAL HEALTH MONITORING FRAMEWORK: AN AEROSPACE CASE STUDY. Proceedings of the 13th International Workshop on Structural Health Monitoring
- ON THE APPLICATION OF TOPOLOGICAL DATA ANALYSIS: A Z24 BRIDGE CASE STUDY. Proceedings of the 13th International Workshop on Structural Health Monitoring
- ON NORMALISATION FOR DOMAIN ADAPTATION IN POPULATION-BASED STRUCTURAL HEALTH MONITORING. Proceedings of the 13th International Workshop on Structural Health Monitoring
- ASSESSING THE INFORMATION CONTENT OF DATASETS FOR STRUCTURAL HEALTH MONITORING. Proceedings of the 13th International Workshop on Structural Health Monitoring
- On Predicting Uncertainties in the Dynamic Response of a Welded Structure (pp 45-57)
- Implementation of an Organic Database Structure for Population-Based Structural Health Monitoring (pp 23-41)
- On Health-State Transition Models for Risk-Based Structural Health Monitoring (pp 49-60)
- On Affine Symbolic Regression Trees for the Solution of Functional Problems (pp 95-108)
- On the Application of the Generating Series for Nonlinear Systems with Polynomial Stiffness (pp 135-149)
- Equation Discovery Using an Efficient Variational Bayesian Approach with Spike-and-Slab Priors. Conference Proceedings of the Society for Experimental Mechanics Series (pp 149-161)
- On the application of heterogeneous transfer learning to population-based structural health monitoring. Data Science in Engineering, Volume 9 : Proceedings of the 39th IMAC, A Conference and Exposition on Structural Dynamics 2021 (pp 87-98). Virtual conference, 8 February 2021 - 11 February 2021.
- Challenges for SHM from structural repairs : an outlier-informed domain adaptation approach. Data Science in Engineering, Volume 9 : Proceedings of the 39th IMAC, A Conference and Exposition on Structural Dynamics 2021 (pp 75-86). Virtual conference, 8 February 2021 - 11 February 2021.
- Decomposition of multi-mode signals using dispersion curves and Bayesian linear regression. Health Monitoring of Structural and Biological Systems XV, 22 March 2021 - 27 March 2021.
- Towards Population-Based Structural Health Monitoring, Part VI: Structures as Geometry (pp 221-236)
- An Augmented Risk-Based Paradigm for Structural Health Monitoring (pp 201-212)
- Nonlinear Gaussian process latent force models for input estimation in hysteretic systems. UNCECOMP Proceedings, Vol. 2021-June
- On assessing the similarity of wind turbines for population-based structural health monitoring. International Conference on Structural Health Monitoring of Intelligent Infrastructure: Transferring Research into Practice, SHMII, Vol. 2021-June (pp 1783-1788)
- On Domain-Adapted Gaussian Mixture Models for Population-Based Structural Health Monitoring. International Conference on Structural Health Monitoring of Intelligent Infrastructure: Transferring Research into Practice, SHMII, Vol. 2021-June (pp 663-670)
- Automated Feature Extraction for Damage Detection: A Pseudo-fault Framework for Population-based SHM. International Conference on Structural Health Monitoring of Intelligent Infrastructure: Transferring Research into Practice, SHMII, Vol. 2021-June (pp 655-661)
- When is a Bridge not an Aeroplane?. International Conference on Structural Health Monitoring of Intelligent Infrastructure: Transferring Research into Practice, SHMII, Vol. 2021-June (pp 1775-1781)
- PBSHM - Guidance for ensuring quality when creating an IE model for a bridge. International Conference on Structural Health Monitoring of Intelligent Infrastructure: Transferring Research into Practice, SHMII, Vol. 2021-June (pp 1789-1795)
- Comparison of bridge topology before and after repair using attributed graph comparisons towards population based SHM. International Conference on Structural Health Monitoring of Intelligent Infrastructure: Transferring Research into Practice, SHMII, Vol. 2021-June (pp 1797-1802)
- Creating a network of structures based on physical similarity. International Conference on Structural Health Monitoring of Intelligent Infrastructure: Transferring Research into Practice, SHMII, Vol. 2021-June (pp 1803-1808)
- On Implementing an Irreducible Element Model Schema for Population-Based Structural Health Monitoring. Structural Health Monitoring 2021: Enabling Next-Generation SHM for Cyber-Physical Systems - Proceedings of the 13th International Workshop on Structural Health Monitoring, IWSHM 2021 (pp 905-914)
- Modelling of Guided Waves in a Composite Plate Through a Combination of Physical Knowledge and Regression Analysis (pp 109-114)
- Towards population-based structural health monitoring, Part II : heterogeneous populations and structures as graphs. Proceedings of the 38th IMAC, A Conference and Exposition on Structural Dynamics. Houston, TX, USA, 10 February 2020 - 13 February 2020. View this article in WRRO
- View this article in WRRO Towards population-based structural health monitoring, Part III: Graphs, networks and communities. Proceedings of the 38th IMAC, A Conference and Exposition on Structural Dynamics
- View this article in WRRO Towards population-based structural health monitoring, Part VII: EoV fields: environmental mapping. Conference Proceedings of the Society for Experimental Mechanics Series
- Lamb wave mode separation using dispersion curves. Proceedings of ISMA 2020 - International Conference on Noise and Vibration Engineering and USD 2020 - International Conference on Uncertainty in Structural Dynamics (pp 2891-2898)
- AN APPLICATION OF GENERATIVE ADVERSARIAL NETWORKS IN STRUCTURAL HEALTH MONITORING. XI International Conference on Structural Dynamics, 23 November 2020 - 26 November 2020.
- A PROBABILISTIC APPROACH TOWARDS UNCERTAINTY QUANTIFICATION IN JOINED STRUCTURES. XI International Conference on Structural Dynamics, 23 November 2020 - 26 November 2020.
- A NEAT APPROACH TO STRUCTURAL HEALTH MONITORING. XI International Conference on Structural Dynamics, 23 November 2020 - 26 November 2020.
- Uncertainty quantification framework for structural model of wind turbine blades. Proceedings of the International Conference on Structural Dynamic , EURODYN, Vol. 2 (pp 3911-3920)
- On decision-making for adaptive models combining physics and data. Proceedings of ISMA 2020 - International Conference on Noise and Vibration Engineering and USD 2020 - International Conference on Uncertainty in Structural Dynamics (pp 3623-3637)
- A spatiotemporal dual Kalman filter for the estimation of states and distributed inputs in dynamical systems. Proceedings of ISMA 2020 - International Conference on Noise and Vibration Engineering and USD 2020 - International Conference on Uncertainty in Structural Dynamics (pp 3591-3597)
- Power mapping: A wind turbine performance indicator in population-based structural health monitoring. Proceedings of ISMA 2020 - International Conference on Noise and Vibration Engineering and USD 2020 - International Conference on Uncertainty in Structural Dynamics (pp 3863-3869)
- On the quantification of structural uncertainties of blades and their effect on wind turbine loads. Proceedings of ISMA 2020 - International Conference on Noise and Vibration Engineering and USD 2020 - International Conference on Uncertainty in Structural Dynamics (pp 3853-3862)
- A sparse Bayesian approach to model structure selection and parameter estimation of dynamical systems using spike-and-slab priors. Proceedings of ISMA 2020 - International Conference on Noise and Vibration Engineering and USD 2020 - International Conference on Uncertainty in Structural Dynamics (pp 3639-3653)
- Efficient parameter identification and model selection in nonlinear dynamical systems via sparse Bayesian learning. Journal of Physics: Conference Series, Vol. 1264(1). Valpre, Lyon, France, 15 April 2019 - 17 April 2019. View this article in WRRO
- Identification of a Duffing oscillator using particle Gibbs with ancestor sampling. Journal of Physics: Conference Series, Vol. 1264. Valpre, Lyon, France, 15 April 2019 - 17 April 2019. View this article in WRRO
- A probabilistic framework for online structural health monitoring : active learning from machining data streams. Journal of Physics: Conference Series, Vol. 1264. Valpre, Lyon, France, 15 April 2019 - 17 April 2019. View this article in WRRO
- On digital twins, mirrors and virtualisations. Model Validation and Uncertainty Quantification, Volume 3, Vol. 3 (pp 285-295). Reno, NV, USA, 3 June 2019 - 6 June 2019. View this article in WRRO
- On key technologies for realising digital twins for structural dynamics applications. Model Validation and Uncertainty Quantification, Volume 3, Vol. 3 (pp 267-272). Reno, NV, USA, 3 June 2019 - 6 June 2019. View this article in WRRO
- View this article in WRRO A nonlinear robust outlier detection approach for SHM. 8th IOMAC - International Operational Modal Analysis Conference, Proceedings (pp 107-114)
- Active Learning Approaches to Structural Health Monitoring (pp 157-159)
- An Efficient Likelihood-Free Bayesian Computation for Model Selection and Parameter Estimation Applied to Structural Dynamics (pp 141-151)
- Statistical analysis of damage indicators based on ultrasonic testing with embedded piezoelectric transducers. 9th ECCOMAS Thematic Conference on Smart Structures and Materials, SMART 2019 (pp 251-262)
- Novelty Detection in a Cantilever Beam using Extreme Function Theory. Journal of Physics: Conference Series, Vol. 1106(1) View this article in WRRO
- A principled multiresolution approach for signal decomposition. Journal of Physics: Conference Series, Vol. 1106(1), 2 July 2018 - 4 July 2018. View this article in WRRO
- Machine Learning for Energy Load Forecasting. Journal of Physics: Conference Series, Vol. 1106(1), 2 July 2018 - 4 July 2018. View this article in WRRO
- View this article in WRRO Convolutional neural networks for the detection of damaged fasteners in engineering structures. Proceedings of the 9th European workshop on structural health monitoring (EWSHM 2019), 10 July 2018 - 13 July 2018.
- A gaussian mixture model for automated corrosion detection in remanufacturing. Advances in Transdisciplinary Engineering, Vol. 8 (pp 63-68) View this article in WRRO
- Using wavelet level variance and the discrete wavelet transform to monitor postoperative healing of vocal cords. 9th European Workshop on Structural Health Monitoring, EWSHM 2018
- Outlier ensembles: An alternative robust method for inclusive outlier analysis with structural health monitoring data. 9th European Workshop on Structural Health Monitoring, EWSHM 2018
- A semi-supervised bayesian non-parametric approach to damage detection. 9th European Workshop on Structural Health Monitoring, EWSHM 2018
- Fault diagnosis of wind turbine structures using decision tree learning algorithms with big data. Safety and Reliability - Safe Societies in a Changing World - Proceedings of the 28th International European Safety and Reliability Conference, ESREL 2018 (pp 3053-3062)
- On NARX models using treed Gaussian processes. Proceedings of ISMA 2018 - International Conference on Noise and Vibration Engineering and USD 2018 - International Conference on Uncertainty in Structural Dynamics (pp 2775-2782)
- On the use of pseudo-damage to represent damage to structures in population-based Structural Health Monitoring. Proceedings of ISMA 2018 - International Conference on Noise and Vibration Engineering and USD 2018 - International Conference on Uncertainty in Structural Dynamics (pp 3709-3722)
- Pseudo-faults (or damage metaphors) for SHM: A discussion on their practical use. Proceedings of ISMA 2018 - International Conference on Noise and Vibration Engineering and USD 2018 - International Conference on Uncertainty in Structural Dynamics (pp 3825-3835)
- Outlier analysis under uncertainty: Applications to structural health monitoring. Proceedings of ISMA 2018 - International Conference on Noise and Vibration Engineering and USD 2018 - International Conference on Uncertainty in Structural Dynamics (pp 4985-4999)
- A Bayesian filtering approach to operational modal analysis with recovery of forcing signals. Proceedings of ISMA 2018 - International Conference on Noise and Vibration Engineering and USD 2018 - International Conference on Uncertainty in Structural Dynamics (pp 5181-5194)
- View this article in WRRO ABC-NS: a new computational inference method applied to parameter estimation and model selection in structural dynamics. 23 Congrès Français de Mécanique, 1 September 2017.
- Assessment of vocal cord nodules: a case study in speech processing by using Hilbert-Huang Transform. Journal of Physics: Conference Series, Vol. 842 (pp 012025-012025) View this article in WRRO
- An Illustration of New Methods in Machine Condition Monitoring, Part II: Adaptive outlier detection. Journal of Physics: Conference Series, Vol. 842 View this article in WRRO
- An illustration of new methods in machine condition monitoring, Part I: stochastic resonance. Journal of Physics: Conference Series, Vol. 842 View this article in WRRO
- Is it worth changing pattern recognition methods for structural health monitoring?. Journal of Physics: Conference Series, Vol. 842 View this article in WRRO
- Aspects of Computational Intelligence in Structural Dynamics: Structural Health Monitoring. 2017 IEEE SYMPOSIUM SERIES ON COMPUTATIONAL INTELLIGENCE (SSCI) (pp 1677-1683)
- Detection of Cracks in Beams Using Treed Gaussian Processes (pp 85-97)
- Aspects of computational intelligence in structural dynamics: Structural health monitoring. 2017 IEEE Symposium Series on Computational Intelligence (SSCI), 27 November 2017 - 1 December 2017.
- On a Grey Box Modelling Framework for Nonlinear System Identification (pp 167-178)
- Evolutionary Identification of Block-Structured Systems (pp 359-366)
- In-Process Monitoring of Automated Carbon Fibre Tape Layup Using Ultrasonic Guided Waves (pp 179-188)
- An Exploratory Study on Removing Environmental and Operational Effects Using a Regime-Switching Cointegration Method (pp 329-337)
- Wind Turbine Health Monitoring: Current and Future Trends with an Active Learning Twist (pp 119-129)
- On the choice of optimisation scheme for Gaussian process hyperparameters in SHM problems. Structural Health Monitoring 2017: Real-Time Material State Awareness and Data-Driven Safety Assurance - Proceedings of the 11th International Workshop on Structural Health Monitoring, IWSHM 2017, Vol. 2 (pp 2103-2111)
- Uncertainty Bounds on Higher-Order FRFs from Gaussian Process NARX Models. Procedia Engineering, Vol. 199 (pp 1994-2000) View this article in WRRO
- Identification of Nonlinear Wave Forces Using Gaussian Process NARX Models (pp 203-221)
- A machine learning approach to nonlinear modal analysis. Mechanical Systems and Signal Processing, Vol. 84 (pp 34-53) View this article in WRRO
- View this article in WRRO Identification of nonlinear dynamical systems using approximate Bayesian computation based on a sequential Monte Carlo sampler. Proceedings of ISMA 2016 - International Conference on Noise and Vibration Engineering and USD2016 - International Conference on Uncertainty in Structural Dynamics (pp 2551-2565)
- View this article in WRRO An exploratory study of the suitability of a wind turbine blade as a nonlinear demonstrator. Proceedings of ISMA 2016 - International Conference on Noise and Vibration Engineering and USD2016 - International Conference on Uncertainty in Structural Dynamics (pp 4069-4080)
- A nonlinear cointegration approach with applications to structural health monitoring. Journal of Physics: Conference Series, Vol. 744 (pp 012025-012025) View this article in WRRO
- View this article in WRRO On the usage of active learning for SHM. Proceedings of ISMA 2016 - International Conference on Noise and Vibration Engineering and USD2016 - International Conference on Uncertainty in Structural Dynamics (pp 4033-4043)
- On the validation of nonlinear MDOF system models. Proceedings of ISMA 2016 - International Conference on Noise and Vibration Engineering and USD2016 - International Conference on Uncertainty in Structural Dynamics (pp 2785-2796)
- Tool wear prediction and damage detection in milling using hidden Markov models. Proceedings of ISMA 2016 - International Conference on Noise and Vibration Engineering and USD2016 - International Conference on Uncertainty in Structural Dynamics (pp 3391-3402)
- Data-based classifiers for identification of aircraft landing characteristics. 8th European Workshop on Structural Health Monitoring, EWSHM 2016, Vol. 1 (pp 93-101)
- Data visualization approach for operational loading variations of an aircraft wing box using vibration based damage detection. 8th European Workshop on Structural Health Monitoring, EWSHM 2016, Vol. 4 (pp 2893-2902)
- Higher-Order Frequency Response Functions for Hysteretic Systems (pp 191-201)
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- Bayesian Inference and RJMCMC in Structural Dynamics: On Experimental Data (pp 23-36)
- On the Behaviour of Structures with Many Nonlinear Elements (pp 509-520)
- Simplifying Transformations for Nonlinear Systems: Part II, Statistical Analysis of Harmonic Cancellation (pp 321-326) View this article in WRRO
- Simplifying Transformations for Nonlinear Systems: Part I, An Optimisation-Based Variant of Normal Form Analysis (pp 315-320) View this article in WRRO
- Linear and Nonlinear System Identification Using Evolutionary Optimisation (pp 325-345)
- View this article in WRRO Experimental evaluation of environmental effects on a polymer-coated aluminium structure: A time-series analysis and pattern recognition approach. Proceedings of ISMA 2016 - International Conference on Noise and Vibration Engineering and USD2016 - International Conference on Uncertainty in Structural Dynamics (pp 3295-3307)
- Structural Health Monitoring: from Structures to Systems-of-Systems ★ ★The support of the UK Engineering and Physical Sciences Research Council (EPSRC) through grant reference numbers EP/J016942/1 and EP/K003836/2, and that of the EU Framework 7 Programme for the ITN project SYSWIND, is gratefully acknowledged.. IFAC-PapersOnLine, Vol. 48(21) (pp 1-17)
- Non-stationary models for predicting strain on aircraft landing gear from flight data measurements. 34th ICAF Conference and 28th ICAF Symposium, ICAF 2015, Vol. 1 (pp 162-172)
- System Identification of an MDOF Experimental Structure with a View Towards Validation and Verification (pp 57-65)
- Estimation of Fingertip Force from Surface EMG - A Multivariate Bayesian Mixture of Experts Approach. Proceedings of the International Conference on Bio-inspired Systems and Signal Processing, 12 January 2015 - 15 January 2015.
- An Experimental Investigation of Feature Availability in Nominally Identical Structures for Population-Based SHM (pp 185-191)
- View this article in WRRO Sensitivity analysis of an Advanced Gas-cooled Reactor control rod model. Proceedings of ISMA 2014 - International Conference on Noise and Vibration Engineering and USD 2014 - International Conference on Uncertainty in Structural Dynamics (pp 4587-4600)
- View this article in WRRO Bayesian parameter estimation and model selection of a nonlinear dynamical system using reversible jump Markov chain Monte Carlo. Proceedings of ISMA 2014 - International Conference on Noise and Vibration Engineering and USD 2014 - International Conference on Uncertainty in Structural Dynamics (pp 1253-1266)
- On the use of the Mahalanobis squared-distance to filter out environmental effects in structural health monitoring. MATEC Web of Conferences, Vol. 16 (pp 02004-02004)
- View this article in WRRO Bayesian System Identification of nonlinear systems: Informative training data through experimental design. Proceedings of the International Conference on Structural Dynamic , EURODYN, Vol. 2014-January (pp 3009-3014)
- Bayesian system identification of MDOF nonlinear systems using highly informative training data. Topics in Modal Analysis II, Volume 8 : Proceedings of the 32nd IMAC, A Conference and Exposition on Structural Dynamics, 2014, Vol. 8 (pp 257-265). Orlando, FL, USA, 3 February 2014 - 6 February 2014. View this article in WRRO
- Bayesian System Identification of Dynamical Systems Using Reversible Jump Markov Chain Monte Carlo (pp 277-284) View this article in WRRO
- On Gaussian Process NARX Models and Their Higher-Order Frequency Response Functions (pp 315-335)
- Fatigue Crack Detection in Vibrating Structures Using Outlier Detection Analysis. 2014 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM 2014) (pp 2298-2303)
- Aircraft parametric structural load monitoring using Gaussian process regression. 7th European Workshop on Structural Health Monitoring, EWSHM 2014 - 2nd European Conference of the Prognostics and Health Management (PHM) Society (pp 1933-1940)
- Use of a spatially adaptive thresholding method for the condition monitoring of a wind turbine gearbox. 7th European Workshop on Structural Health Monitoring, EWSHM 2014 - 2nd European Conference of the Prognostics and Health Management (PHM) Society (pp 496-503)
- Wind turbine structural health monitoring: A short investigation based on SCADA data. 7th European Workshop on Structural Health Monitoring, EWSHM 2014 - 2nd European Conference of the Prognostics and Health Management (PHM) Society (pp 512-519)
- Autoregressive Gaussian processes for structural damage detection. Proceedings of ISMA 2014 - International Conference on Noise and Vibration Engineering and USD 2014 - International Conference on Uncertainty in Structural Dynamics (pp 469-483)
- An experimental investigation of feature complexity and diversity in nominally similar test structures. Proceedings of ISMA 2014 - International Conference on Noise and Vibration Engineering and USD 2014 - International Conference on Uncertainty in Structural Dynamics (pp 4665-4674)
- Nonlinear robust regression analysis as a means of exploring SHM data. Proceedings of ISMA 2014 - International Conference on Noise and Vibration Engineering and USD 2014 - International Conference on Uncertainty in Structural Dynamics (pp 513-525)
- Sensitivity analysis using a Bayesian mixture of experts model for a bifurcating Duffing oscillator. Proceedings of ISMA 2014 - International Conference on Noise and Vibration Engineering and USD 2014 - International Conference on Uncertainty in Structural Dynamics (pp 4437-4452)
- Towards an ontology for verification and validation in structural dynamics. Proceedings of ISMA 2014 - International Conference on Noise and Vibration Engineering and USD 2014 - International Conference on Uncertainty in Structural Dynamics (pp 1171-1178)
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- View this article in WRRO Nonlinear modal analysis using pattern recognition. Proceedings of ISMA 2014 - International Conference on Noise and Vibration Engineering and USD 2014 - International Conference on Uncertainty in Structural Dynamics (pp 3017-3028)
- Nonlinear Time Series Analysis Using Bayesian Mixture of Experts (pp 111-121)
- Coulomb friction-induced damping estimation at the crack interface for cantilever-type specimen. 11th International Conference on Recent Advances in Structural Dynamics. Pisa, Italy, 1 July 2013 - 3 July 2013.
- Damage detection in a glass plate using outlier analysis. Key Engineering Materials, Vol. 569-570 (pp 847-853)
- An approach to fault detection using a unified linear Gaussian framework. Structural Health Monitoring 2013: A Roadmap to Intelligent Structures - Proceedings of the 9th International Workshop on Structural Health Monitoring, IWSHM 2013, Vol. 2 (pp 2752-2759)
- On the Structural Health Monitoring of Repaired Aerospace Structures. STRUCTURAL HEALTH MONITORING 2013, VOLS 1 AND 2 (pp 956-+)
- Auto-Association and Novelty Detection: Truths and Myths?. STRUCTURAL HEALTH MONITORING 2013, VOLS 1 AND 2 (pp 243-250)
- Bayesian Regression Trees as Surrogate Models for the Health Monitoring of Civil Infrastructure. STRUCTURAL HEALTH MONITORING 2013, VOLS 1 AND 2 (pp 351-360)
- Cointegration for the Removal of Environmental and Operational Effects Using a Single Sensor. STRUCTURAL HEALTH MONITORING 2013, VOLS 1 AND 2 (pp 2400-2406)
- Prediction of Landing Gear Loads from Flight Test Data Using Gaussian Process Regression. STRUCTURAL HEALTH MONITORING 2013, VOLS 1 AND 2 (pp 1452-+)
- Damage identification in the mistuned bladed system utilizing the outlier analysis. Research and Applications in Structural Engineering, Mechanics and Computation - Proceedings of the 5th International Conference on Structural Engineering, Mechanics and Computation, SEMC 2013 (pp 2309-2314)
- Applicability of a Markov-chain Monte Carlo method for damage detection on data from the Z-24 and Tamar suspension bridges. Proceedings of the 6th European Workshop - Structural Health Monitoring 2012, EWSHM 2012, Vol. 1 (pp 747-754)
- The effect of attenuation on the identification of impact damage in CFRP laminates. Proceedings of the 6th European Workshop - Structural Health Monitoring 2012, EWSHM 2012, Vol. 1 (pp 698-706)
- Damage detection on the NPL footbridge under changing environmental conditions. Proceedings of the 6th European Workshop - Structural Health Monitoring 2012, EWSHM 2012, Vol. 2 (pp 1124-1131)
- Prediction of landing gear loads using machine learning techniques. Proceedings of the 6th European Workshop - Structural Health Monitoring 2012, EWSHM 2012, Vol. 2 (pp 1056-1063)
- Impact damage detection for composite material typical of wind turbine blades using novelty detection. Proceedings of the 6th European Workshop - Structural Health Monitoring 2012, EWSHM 2012, Vol. 2 (pp 1287-1296)
- Identification of hysteretic systems using self-adaptive optimisation. PROCEEDINGS OF INTERNATIONAL CONFERENCE ON NOISE AND VIBRATION ENGINEERING (ISMA2012) / INTERNATIONAL CONFERENCE ON UNCERTAINTY IN STRUCTURAL DYNAMICS (USD2012) (pp 2491-2501)
- Use of the Teager-Kaiser energy operator for condition monitoring of a wind turbine gearbox. PROCEEDINGS OF INTERNATIONAL CONFERENCE ON NOISE AND VIBRATION ENGINEERING (ISMA2012) / INTERNATIONAL CONFERENCE ON UNCERTAINTY IN STRUCTURAL DYNAMICS (USD2012) (pp 4255-4268)
- Application of pattern recognition for damage classification in scarf repairs. PROCEEDINGS OF INTERNATIONAL CONFERENCE ON NOISE AND VIBRATION ENGINEERING (ISMA2012) / INTERNATIONAL CONFERENCE ON UNCERTAINTY IN STRUCTURAL DYNAMICS (USD2012) (pp 857-868)
- The modelling of friction in a randomly excited energy harvester. Proceedings of the 2012 International Conference on Modal Analysis Noise and Vibration Engineering. Orlando, FL
- Higher-order frequency response functions from Gaussian Process NARX models. PROCEEDINGS OF INTERNATIONAL CONFERENCE ON NOISE AND VIBRATION ENGINEERING (ISMA2012) / INTERNATIONAL CONFERENCE ON UNCERTAINTY IN STRUCTURAL DYNAMICS (USD2012) (pp 2575-2589)
- Experimental validation of the orthogonalised reverse path method using a nonlinear beam. Journal of Physics: Conference Series, Vol. 382(1)
- Cointegration and why it works for SHM. MODERN PRACTICE IN STRESS AND VIBRATION ANALYSIS 2012 (MPSVA 2012), Vol. 382
- Novelty detection applied to vibration data from a CX-100 wind turbine blade under fatigue loading.. MODERN PRACTICE IN STRESS AND VIBRATION ANALYSIS 2012 (MPSVA 2012), Vol. 382
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- Some recent developments in structural health monitoring. Key Engineering Materials, Vol. 518 (pp 298-318)
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- Structural Health Monitoring of composite material typical of wind turbine blades by novelty detection on vibration response. Key Engineering Materials, Vol. 518 (pp 319-327)
- Filtering environmental load effects to enhance novelty detection on cable-supported bridge performance. Bridge Maintenance, Safety, Management, Resilience and Sustainability - Proceedings of the Sixth International Conference on Bridge Maintenance, Safety and Management (pp 745-752)
- The benefits of duffing-type nonlinearities and electrical optimisation of a randomly excited energy harvester. Conference Proceedings of the Society for Experimental Mechanics Series, Vol. 6 (pp 657-667)
- Identification of hysteretic systems using NARX models, part I: Evolutionary identification. Conference Proceedings of the Society for Experimental Mechanics Series, Vol. 4 (pp 49-56)
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- Damage detection in carbon composite material typical of wind turbine blades using auto-associative neural networks. Proceedings of SPIE - The International Society for Optical Engineering, Vol. 8348
- On damage detection in wind turbine gearboxes using outlier analysis. Proceedings of SPIE - The International Society for Optical Engineering, Vol. 8343
- Identification and quantification of nonlinearities arising from a crack operating in flexural and torsion mode. 4th International Operational Modal Analysis Conference. Istanbul, Turkey, 9 May 2011 - 11 May 2011.
- Experimental investigation of MAC based crack detection technique for repeating structures. 4th International Operational Modal Analysis Conference,. Istanbul, Turkey, 9 May 2011 - 11 May 2011.
- Fatigue crack detection in vibrating structures using outlier detection analysis. Proceedings of the 8th International Conference on Structural Dynamics, EURODYN 2011 (pp 2298-2303)
- Intermittent fault detection in gearboxes-a simulated case study. 18th International Congress on Sound and Vibration 2011, ICSV 2011, Vol. 3 (pp 2126-2134)
- Cointegration and Nonstationarity in the Context of Multiresolution Analysis. 9TH INTERNATIONAL CONFERENCE ON DAMAGE ASSESSMENT OF STRUCTURES (DAMAS 2011), Vol. 305
- Impact damage characterisation using a statistical approach. Structural Health Monitoring 2011: Condition-Based Maintenance and Intelligent Structures - Proceedings of the 8th International Workshop on Structural Health Monitoring, Vol. 1 (pp 1274-1282)
- An Experimental and Numerical Investigation of Damage Detection in a Mistuned Bladed Disc. STRUCTURAL HEALTH MONITORING 2011: CONDITION-BASED MAINTENANCE AND INTELLIGENT STRUCTURES, VOL 1 (pp 1258-1265)
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- Nonlinear Cointegration as a Combinatorial Optimisation Problem. STRUCTURAL HEALTH MONITORING 2011: CONDITION-BASED MAINTENANCE AND INTELLIGENT STRUCTURES, VOL 1 (pp 87-94)
- Cointegration and SHM of Bridges. STRUCTURAL HEALTH MONITORING 2011: CONDITION-BASED MAINTENANCE AND INTELLIGENT STRUCTURES, VOL 1 (pp 63-+)
- Cointegration and SHM of bridges. Structural Health Monitoring 2011: Condition Based Maintenance and Intelligent Structures (pp 63-71). Stanford, California, September 2011.
- Approaches to nonlinear cointegration with a view towards applications in SHM. Journal of Physics: Conference Series, Vol. 305(1)
- On the identification of hysteretic systems, part II: Bayesian sensitivity analysis. Conference Proceedings of the Society for Experimental Mechanics Series, Vol. 2 (pp 77-91)
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- Classification of Multi-Site Damage using Support Vector Machines. 9th International Conference on Damage Assessment of Structures. Oxford, UK
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- CUDA technology for Lamb wave simulations. Proceedings of SPIE - The International Society for Optical Engineering, Vol. 7984
- Modelling environmental effects on the dynamic characteristics of the Tamar suspension bridge. Conference Proceedings of the Society for Experimental Mechanics Series, Vol. 5 (pp 21-32)
- Experimental studies on impact damage location in composite aerospace structures using genetic algorithms and neural networks. SMART STRUCTURES AND SYSTEMS, Vol. 6(2) (pp 147-165)
- An Introduction to Structural Health Monitoring (pp 1-17)
- Comparing the bispectrum, coherence function and Hilbert transform as methods of nonlinear identification. Proceedings of ISMA 2010 - International Conference on Noise and Vibration Engineering, including USD 2010 (pp 3145-3158)
- Long-term monitoring and data analysis of the Tamar bridge. Proceedings of ISMA 2010 - International Conference on Noise and Vibration Engineering, including USD 2010 (pp 1345-1357)
- Non-linearity detection in a masonry arch bridge model subject to artificial settlements. Proceedings of the 5th European Workshop - Structural Health Monitoring 2010 (pp 1133-1138)
- Complexity: A new axiom for Structural Health Monitoring. Proceedings of the 5th European Workshop - Structural Health Monitoring 2010 (pp 882-888)
- Bayesian sensitivity analysis of flight parameters in the development of a hard landing indication system. Proceedings of the 5th European Workshop - Structural Health Monitoring 2010 (pp 145-153)
- On sensor placement for impact location: Optimisation under the effect of uncertainties. Proceedings of the 5th European Workshop - Structural Health Monitoring 2010 (pp 402-407)
- An approach to nonlinear cointegration with a view towards SHM. Proceedings of the 5th European Workshop - Structural Health Monitoring 2010 (pp 875-881)
- Towards implementation of reconfigurable robotic strategies for structural health monitoring. Proceedings of the 5th European Workshop - Structural Health Monitoring 2010 (pp 665-672)
- Damage detection in a masonry arch bridge model using outlier analysis. Proceedings of the 5th European Workshop - Structural Health Monitoring 2010 (pp 252-257)
- Bayesian Sensitivity Analysis of a Bifurcating Duffing Oscillator. PROCEEDINGS OF ISMA2010 - INTERNATIONAL CONFERENCE ON NOISE AND VIBRATION ENGINEERING INCLUDING USD2010 (pp 5247-5259)
- Crack Detection in Mistuned Repeating Structures. PROCEEDINGS OF ISMA2010 - INTERNATIONAL CONFERENCE ON NOISE AND VIBRATION ENGINEERING INCLUDING USD2010 (pp 1083-1097)
- Damage location using added masses in a Piper Tomahawk aircraft wing. Proceedings of ISMA 2010: International Conference on Noise and Vibration Engineering. Leuven, Belgium
- DETECTION OF DAMAGE IN REPEATING STRUCTURES. PROCEEDINGS OF THE ASME TURBO EXPO 2010, VOL 6, PTS A AND B (pp 1053-1061)
- Long-term monitoring and data analysis of the Tamar Bridge. PROCEEDINGS OF ISMA2010 INCLUDING USD2010 (pp 1345-1358). Leuven, Belgium, 20 September 2010 - 22 September 2010.
- Performance of linear and nonlinear resonant frequency energy harvesters under uncertain loading conditions.. Proceedings of the 2010 International Conference on Modal Analysis Noise and Vibration Engineering. Leuven, Belgium
- Validation of Acoustic Emission (AE) crack detection in aerospace grade steel using Digital Image Correlation. Applied Mechanics and Materials, Vol. 24-25 (pp 221-226)
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- A SEM-based study of structural impact damage. Applied Mechanics and Materials, Vol. 24-25 (pp 233-238)
- Machine learning algorithms to damage detection under operational and environmental variability. Proceedings of SPIE - The International Society for Optical Engineering, Vol. 7650(PART 1)
- Positioning challenges in reconfigurable semi-autonomous robotic NDE inspection. Proceedings of SPIE - The International Society for Optical Engineering, Vol. 7650(PART 1)
- A probabilistic approach to robotic NDE inspection. AIP Conference Proceedings, Vol. 1211 (pp 1999-2006)
- COMPARISON OF THE SHEFFIELD GASTROSTOMY SCORE WITH AN ARTIFICIAL NEURAL NETWORK ANALYSIS. GUT, Vol. 58 (pp A124-A124)
- Prospective applications for SHM on commercial aircraft. Structural Health Monitoring 2009: From System Integration to Autonomous Systems - Proceedings of the 7th International Workshop on Structural Health Monitoring, IWSHM 2009, Vol. 1 (pp 223-230)
- Structural health monitoring algorithm comparisons using standard data sets. Structural Health Monitoring 2009: From System Integration to Autonomous Systems - Proceedings of the 7th International Workshop on Structural Health Monitoring, IWSHM 2009, Vol. 2 (pp 1320-1327)
- Impact damage detection and quantification in CFRP laminates: A precursor to machine learning. Structural Health Monitoring 2009: From System Integration to Autonomous Systems - Proceedings of the 7th International Workshop on Structural Health Monitoring, IWSHM 2009, Vol. 2 (pp 1528-1537)
- An investigation into the Instantaneous Phase of Guided Ultrasonic Waves in a multi-riveted strap joint aluminum panel. Structural Health Monitoring 2009: From System Integration to Autonomous Systems - Proceedings of the 7th International Workshop on Structural Health Monitoring, IWSHM 2009, Vol. 2 (pp 2290-2298)
- Elimination of long-term trends in SHM data using cointegration. Structural Health Monitoring 2009: From System Integration to Autonomous Systems - Proceedings of the 7th International Workshop on Structural Health Monitoring, IWSHM 2009, Vol. 2 (pp 1447-1455)
- Thermal effects on performance on Tamar Bridge. Structural Health Monitoring of Intelligent Infrastructure - Proceedings of the 4th International Conference on Structural Health Monitoring of Intelligent Infrastructure, SHMII 2009
- Error bounds on master curves from least-squares estimation. Conference Proceedings of the Society for Experimental Mechanics Series
- Finite Element Model-based Feature Generation for Structural Health Monitoring. IMAC-XXVII: Conference & Exposition on Structural Dynamics. Orlando, FL
- Volterra methods for constructing structural dynamic observables for nonlinear systems: An extended calculation. Journal of Physics: Conference Series, Vol. 181(1)
- Curve fitting of mixed-mode isopachics. Journal of Physics: Conference Series, Vol. 181(1)
- Approximation of the Duffing oscillator frequency response function using the FPK equation. Journal of Physics: Conference Series, Vol. 181(1)
- Extended PCA visualisation of system damage features under environmental and operational variations. Proceedings of SPIE - The International Society for Optical Engineering, Vol. 7286
- Simulation and implementation of ultrasonic remote sensing agents for reconfigurable NDE scanning. AIP Conference Proceedings, Vol. 1096 (pp 990-997)
- Fatigue crack detection in a multi-riveted strap joint aluminium panel. Proceedings of SPIE - The International Society for Optical Engineering, Vol. 7295
- A Method for Acoustic Emission Source Identification based on Optimisation. DAMAGE ASSESSMENT OF STRUCTURES VIII, Vol. 413-414 (pp 793-801)
- Model-based prognosis for intergranular corrosion. Proceedings of the 4th European Workshop on Structural Health Monitoring (pp 340-348)
- Properties of viscoelastic structures with time-dependent poisson's ratio. 7th European Conference on Structural Dynamics, EURODYN 2008
- Sensor optimisation using an immune system metaphor. Conference Proceedings of the Society for Experimental Mechanics Series
- Uncertain models of bifurcating chaotic systems. Conference Proceedings of the Society for Experimental Mechanics Series
- Training damage classifiers in the absence of damage data. Conference Proceedings of the Society for Experimental Mechanics Series
- Smart sensing for structural health monitoring (S3HM). Proceedings of the World Forum on Smart Materials and Smart Structures Technology, SMSST'07 (pp 156)
- A principal component analysis of acoustic emission signals from a landing gear component. Applied Mechanics and Materials, Vol. 13-14 (pp 41-47)
- Force characterisation of a laser impulse using differential evolution with a local interaction simulation algorithm. PROCEEDINGS OF ISMA 2008: INTERNATIONAL CONFERENCE ON NOISE AND VIBRATION ENGINEERING, VOLS. 1-8 (pp 3355-3368)
- View this article in WRRO Bayesian Sensitivity Analysis of a Large Nonlinear Model. PROCEEDINGS OF ISMA 2008: INTERNATIONAL CONFERENCE ON NOISE AND VIBRATION ENGINEERING, VOLS. 1-8 (pp 3723-3736)
- Higher-Order Spectra (HOS) for Identification of Nonlinear Modal Coupling. PROCEEDINGS OF ISMA 2008: INTERNATIONAL CONFERENCE ON NOISE AND VIBRATION ENGINEERING, VOLS. 1-8 (pp 2345-2360)
- Locating acoustic emission sources in complex structures using Gaussian processes. PROCEEDINGS OF ISMA 2008: INTERNATIONAL CONFERENCE ON NOISE AND VIBRATION ENGINEERING, VOLS. 1-8 (pp 3217-3230)
- Fault induction using added masses for structural damage identification. PROCEEDINGS OF ISMA 2008: INTERNATIONAL CONFERENCE ON NOISE AND VIBRATION ENGINEERING, VOLS. 1-8 (pp 3333-3344)
- Feature Extraction from Acoustic Emission Waveforms using a Discrete Wavelet Transform. PROCEEDINGS OF THE FOURTH EUROPEAN WORKSHOP ON STRUCTURAL HEALTH MONITORING 2008 (pp 1152-1162)
- Detecting and identifying artificial acoustic emission signals in an industrial fatigue environment. ADVANCES IN EXPERIMENTAL MECHANICS VI, Vol. 13-14 (pp 251-260)
- Syndromic Surveillance as a Paradigm for SHM Data Fusion. PROCEEDINGS OF THE FOURTH EUROPEAN WORKSHOP ON STRUCTURAL HEALTH MONITORING 2008 (pp 998-1014)
- The Use of Pseudo-Faults for SHM Feature Selection and Pattern Recognition. PROCEEDINGS OF THE FOURTH EUROPEAN WORKSHOP ON STRUCTURAL HEALTH MONITORING 2008 (pp 1104-1112)
- Fatigue Crack Detection in Aircraft Riveted Panels using Frequency/Phase Analysis of Lamb Waves. PROCEEDINGS OF THE FOURTH EUROPEAN WORKSHOP ON STRUCTURAL HEALTH MONITORING 2008 (pp 766-775)
- An Investigation into the Necessary Model Fidelity for SHM Feature Selection. PROCEEDINGS OF THE FOURTH EUROPEAN WORKSHOP ON STRUCTURAL HEALTH MONITORING 2008 (pp 980-989)
- A principal component analysis of acoustic emission signals from a landing gear component. Key Engineering Materials, Vol. 347 (pp 139-144)
- Aspects of novelty detection. Damage Assessment of Structures VII, Vol. 347 (pp 3-16)
- Damage detection using prior wavelet decompositions. Damage Assessment of Structures VII, Vol. 347 (pp 145-150)
- Damage detection in an aluminium plate with an active constrained layer damping treatment. Damage Assessment of Structures VII, Vol. 347 (pp 205-212)
- Genetic optimisation of a damage locator II. Conference Proceedings of the Society for Experimental Mechanics Series
- Damage location in a stiffened composite panel using Lamb waves and neural networks. Conference Proceedings of the Society for Experimental Mechanics Series
- Optimisation of Neural Network Weights for Robustness to Data Uncertainty. IMAC-XXV Conference and Exposition on Structural Dynamics. Orlando, Florida
- Optimisation of passive and active constrained layer dampers for panel vibrations over broad frequency and temperature ranges. Collection of Technical Papers - AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics and Materials Conference, Vol. 5 (pp 4646-4655)
- A negative selection approach to novelty detection in a changing environment. Proceedings of the 3rd European Workshop - Structural Health Monitoring 2006 (pp 571-577)
- Multivariate statistics process control for dimensionality reduction on structural health monitoring. Proceedings of the 3rd European Workshop - Structural Health Monitoring 2006 (pp 601-608)
- Bispectral analysis of a Wing-Pylon model in order to identify nonlinear coupling. Conference Proceedings of the Society for Experimental Mechanics Series
- Extending the prediction horizon of uncertain-weighted regression models. Proceedings of ISMA2006: International Conference on Noise and Vibration Engineering, Vols 1-8 (pp 1963-1974)
- Damage detection in plates using transducers mounted on viscoelastic damping layers. Proceedings of the Third European Workshop Structural Health Monitoring 2006 (pp 300-307)
- Feature selection for a neural network damage diagnostic using a genetic algorithm. Proceedings of the Third European Workshop Structural Health Monitoring 2006 (pp 683-690)
- On the reproducibility of transducer coupling for acoustic emission testing. Acoustic Emission Testing, Vol. 13-14 (pp 117-123)
- Investigating non-linear behaviour within a vehicle suspension system using time and frequency domain techniques. Modern Practice in Stress and Vibration Analysis VI, Proceedings, Vol. 5-6 (pp 285-294)
- Structural optimisation using a hybrid cellular automata (HCA) algorithm. Modern Practice in Stress and Vibration Analysis VI, Proceedings, Vol. 5-6 (pp 93-100)
- Force appropriation for nonlinear systems (FANS) using optimisation methods. Modern Practice in Stress and Vibration Analysis VI, Proceedings, Vol. 5-6 (pp 265-275)
- Non-linear identification using a genetic algorithm approach for model selection. Conference Proceedings of the Society for Experimental Mechanics Series
- Wavelet based analysis of nonlinear friction. Conference Proceedings of the Society for Experimental Mechanics Series
- On replacing a nonlinear system with an uncertain linear model: Part I - The time domain. Conference Proceedings of the Society for Experimental Mechanics Series
- Characterisation of particle dampers using restoring force surface technique. STRUCTURAL DYNAMICS - EURODYN 2005, VOLS 1-3 (pp 1785-1790)
- Identification of response surface models using genetic programming. Proceedings of ISMA 2004: International Conference on Noise and Vibration Engineering, Vols 1-8 (pp 3287-3298)
- Classification using linear models with uncertain weights. Structural Dynamics - EURODYN 2005, Vols 1-3 (pp 969-974)
- An application of interval-valued neural networks to a regression problem. Proceedings of ISMA 2004: International Conference on Noise and Vibration Engineering, Vols 1-8 (pp 2091-2100)
- Identification of a beam with a distributed friction nonlinearity. Proceedings of ISMA 2004: International Conference on Noise and Vibration Engineering, Vols 1-8 (pp 2227-2237)
- Uncertainty propagation through radial basis function networks. Part II: Classification networks. Structural Dynamics - EURODYN 2005, Vols 1-3 (pp 929-934)
- Uncertainty propagation through radial basis function networks. Part I: Regression networks. Structural Dynamics - EURODYN 2005, Vols 1-3 (pp 923-928)
- Classification using radial basis function networks with uncertain weights. DAMAGE ASSESSMENT OF STRUCTURES VI, Vol. 293-294 (pp 135-142)
- Considerations for practical neural network application to a damage detection problem. DAMAGE ASSESSMENT OF STRUCTURES VI, Vol. 293-294 (pp 151-158)
- The effect of crack-tip interactions on the curve-fitting of isopachics. Advances in Experimental Mechanics, Vol. 1-2 (pp 121-126)
- Genetic optimisation of machine tool paths. ADAPTIVE COMPUTING IN DESIGN AND MANUFACTURE VI (pp 125-135)
- Key Engineering Materials: Preface. Key Engineering Materials, Vol. 245-246
- Frequency response functions for uncertain nonlinear systems. MODERN PRACTICE IN STRESS AND VIBRATION ANALYSIS, Vol. 440-4 (pp 37-44)
- DAMASCOS damage location demonstrator for structural health monitoring. EUROPEAN WORKSHOP ON SMART STRUCTURES IN ENGINEERING AND TECHNOLOGY, Vol. 4763 (pp 141-148)
- Identification of crack-tip parameters using thermoelastic isopachics and differential evolution. DAMAGE ASSESSMENT OF STRUCTURES, PROCEEDINGS, Vol. 245-2 (pp 77-85)
Consideration of environmental and operational variability for damage diagnosis . Smart Structures and Materials 2002: Smart Systems for Bridges, Structures, and HighwaysUtilizing the sequential probability ratio test for building joint monitoring . Nondestructive Evaluation and Health Monitoring of Aerospace Materials and Civil Infrastructures- Novelty detection using auto-associative neural network. American Society of Mechanical Engineers, Dynamic Systems and Control Division (Publication) DSC, Vol. 70 (pp 573-580)
- Identification of MDOF nonlinear systems using associated linear equations (ALEs) part 1: Obtaining the ALEs from a MDOF continuous nonlinear system. PROCEEDINGS OF ISMA 2002: INTERNATIONAL CONFERENCE ON NOISE AND VIBRATION ENGINEERING, VOLS 1-5 (pp 1213-1221)
- COST Action F3 on structural dynamics: benchmarks for structural health monitoring. PROCEEDINGS OF ISMA 2002: INTERNATIONAL CONFERENCE ON NOISE AND VIBRATION ENGINEERING, VOLS 1-5 (pp 337-346)
- Uncertainty propagation through a simple nonlinear system. PROCEEDINGS OF ISMA 2002: INTERNATIONAL CONFERENCE ON NOISE AND VIBRATION ENGINEERING, VOLS 1-5 (pp 535-543)
- Nonlinearity study of particle dampers. PROCEEDINGS OF ISMA 2002: INTERNATIONAL CONFERENCE ON NOISE AND VIBRATION ENGINEERING, VOLS 1-5 (pp 495-499)
- Damage detection in mechanical structures using extreme value statistics. SMART STRUCTURES AND MATERIALS 2002: MODELING, SIGNAL PROCESSING, AND CONTROL, Vol. 4693 (pp 289-299)
Novelty detection under changing environmental conditions . Smart Structures and Materials 2001: Smart Systems for Bridges, Structures, and Highways- Novelty detection using auto-associative neural network. ASME International Mechanical Engineering Congress and Exposition, Proceedings, Vol. 2 (pp 1525-1532)
- Damage localisation in a plate structure using novelty indices. NOISE AND VIBRATION ENGINEERING, VOLS 1 - 3, PROCEEDINGS (pp 201-207)
- Lamb-wave sensor optimisation using differential evolution. SMART STRUCTURES AND MATERIALS 2001: MODELING, SIGNAL PROCESSING, AND CONTROL IN SMART STRUCTURES, Vol. 4326 (pp 570-580)
- An overview of optimal sensor location methods for damage detection. SMART STRUCTURES AND MATERIALS 2001: MODELING, SIGNAL PROCESSING, AND CONTROL IN SMART STRUCTURES, Vol. 4326 (pp 179-187)
- An experimental appraisal of the strain energy damage location method. DAMAGE ASSESSMENT OF STRUCTURES, Vol. 204-2 (pp 35-46)
- On the long-term stability of normal condition for damage detection in a composite panel. DAMAGE ASSESSMENT OF STRUCTURES, Vol. 204-2 (pp 359-369)
- Sensor optimisation for a damage location problem. PROCEEDINGS OF IMAC-XIX: A CONFERENCE ON STRUCTURAL DYNAMICS, VOLS 1 AND 2, Vol. 4359 (pp 1226-1233)
- Damage detection in an aircraft component model. PROCEEDINGS OF IMAC-XIX: A CONFERENCE ON STRUCTURAL DYNAMICS, VOLS 1 AND 2, Vol. 4359 (pp 1234-1241)
- Experimental validation of a health monitoring method. PROCEEDINGS OF IMAC-XIX: A CONFERENCE ON STRUCTURAL DYNAMICS, VOLS 1 AND 2, Vol. 4359 (pp 221-230)
- Damage localisation in a plate structure using novelty indices. Proceedings of the 25th International Conference on Noise and Vibration Engineering, ISMA (pp 223-229)
- Spectral response of a nonlinear system. Proceedings of SPIE - The International Society for Optical Engineering, Vol. 4062
- Identification of SDOF nonlinear systems using kernel density estimation. Proceedings of SPIE - The International Society for Optical Engineering, Vol. 4062
- Application of ultrasonic Lamb wave techniques to the evaluation of advanced composite structures. Smart Structures and Materials 2000: Sensory Phenomena and Measurement Instrumentation for Smart Structures and Materials
- Nonlinear motions of a vibration separator system. STRUCTURAL DYNAMICS: RECENT ADVANCES, VOLS 1 & 2, PROCEEDINGS (pp 427-439)
- Damage localisation using novelty indices. STRUCTURAL DYNAMICS: RECENT ADVANCES, VOLS 1 & 2, PROCEEDINGS (pp 965-977)
- On perturbation expansion and the Volterra series. STRUCTURAL DYNAMICS: RECENT ADVANCES, VOLS 1 & 2, PROCEEDINGS (pp 415-425)
- Long-term stability of normal condition data for novelty detection. SMART STRUCTURES AND MATERIAL 2000: SMART STRUCTURES AND INTEGRATED SYSTEMS, Vol. 3985 (pp 323-334)
- Identification of SDOF nonlinear systems using kernel density estimation. IMAC-XVIII: A CONFERENCE ON STRUCTURAL DYNAMICS, VOLS 1 AND 2, PROCEEDINGS, Vol. 4062 (pp 1685-1691)
- Spectral response of a nonlinear system. IMAC-XVIII: A CONFERENCE ON STRUCTURAL DYNAMICS, VOLS 1 AND 2, PROCEEDINGS, Vol. 4062 (pp 1710-1716)
- Experimental Identification of Hysteretic Systems Using the Differential Evolution Algorithm. Volume 7B: 17th Biennial Conference on Mechanical Vibration and Noise, 12 September 1999 - 16 September 1999.
- Application of two damage detection techniques to an offshore platform. Proceedings of the International Modal Analysis Conference - IMAC, Vol. 1 (pp 882-886)
Lamb wave sensing for composite materials evaluation . Smart Structures and Materials 1999: Sensory Phenomena and Measurement Instrumentation for Smart Structures and MaterialsStructural damage monitoring based on an actuator-sensor system . Smart Structures and Materials 1999: Smart Structures and Integrated Systems- Nonlinear motions of a model vibration separator system. INTEGRATING DYNAMICS, CONDITION MONITORING AND CONTROL FOR THE 21ST CENTURY - DYMAC 99 (pp 267-275)
- Experimental validation of two structural health monitoring methods. STRUCTURAL HEALTH MONTORING 2000 (pp 784-799)
- Visualisation and dimension reduction of acoustic emission data for damage detection. DAMAS 99: DAMAGE ASSESSMENT OF STRUCTURES, Vol. 167-1 (pp 64-75)
- Cross-wavelet analysis for Lamb wave damage detection in composite materials using optical fibres. DAMAS 99: DAMAGE ASSESSMENT OF STRUCTURES, Vol. 167-1 (pp 373-380)
- Visualisation and dimension reduction of high-dimensional data for damage detection. IMAC - PROCEEDINGS OF THE 17TH INTERNATIONAL MODAL ANALYSIS CONFERENCE, VOLS I AND II, Vol. 3727 (pp 1576-1585)
- Experimental identification of hysteretic systems using the differential evolution algorithm.. Proceedings of the ASME Design Engineering Technical Conference, Vol. 7B-1999 (pp 2171-2195)
- Using novelty detection to diagnose damage in structures with time-varying parameters. Proceedings of the International Conference on Damage and Fracture Mechanics (pp 287-296)
- Novelty detection method to diagnose damage in structures: an application to an offshore platform. Proceedings of the International Offshore and Polar Engineering Conference, Vol. 4 (pp 64-70)
- Broadband Lamb wave measurements for materials characterization. Proceedings of SPIE - The International Society for Optical Engineering, Vol. 3330 (pp 92-102)
- Case study of nonlinear inverse problems: Mammography and nondestructive evaluation. Proceedings of SPIE - The International Society for Optical Engineering, Vol. 3459 (pp 128-135)
- Damage detection using multivariate statistics. Part II: Kernel density estimation. Proceedings of the 23rd International Conference on Noise and Vibration Engineering, ISMA (pp 197-205)
- Damage detection in machines using neural networks. Proceedings of the 23rd International Conference on Noise and Vibration Engineering, ISMA (pp 207-214)
- Identification of hysteretic systems using the differential evolution algorithm. Proceedings of the 23rd International Conference on Noise and Vibration Engineering, ISMA (pp 557-568)
- Damage detection using multivariate statistics. Part I: Outlier analysis. Proceedings of the 23rd International Conference on Noise and Vibration Engineering, ISMA (pp 189-195)
- Detection of impacts in composite materials using piezoceramic sensors and neural networks. SMART STRUCTURES AND MATERIALS 1998: SMART STRUCTURES AND INTEGRATED SYSTEMS, PTS 1 AND 2, Vol. 3329 (pp 491-497)
- Detection of defects in a metal plate using Lamb waves and piezoelectric sensors. EXPERIMENTAL MECHANICS, VOLS 1 AND 2 (pp 767-772)
- Random vibrations of a multidegree-of-freedom nonlinear system. IMAC - PROCEEDINGS OF THE 16TH INTERNATIONAL MODAL ANALYSIS CONFERENCE, VOLS 1 AND 2, Vol. 3243 (pp 711-717)
- Novelty detection approach to diagnose damage in a cracked beam. Proceedings of the International Modal Analysis Conference - IMAC, Vol. 1 (pp 947-953)
- Higher-order FRFs for multi-input nonlinear systems: A case study. NEW ADVANCES IN MODAL SYNTHESIS OF LARGE STRUCTURES (pp 549-561)
- Identification of a multi-degree-of-freedom nonlinear system. PROCEEDINGS OF THE 15TH INTERNATIONAL MODAL ANALYSIS CONFERENCE - IMAC, VOLS I AND II, Vol. 3089 (pp 1023-1028)
Ultrasonic condition monitoring of composite structures using a low-profile acoustic source and an embedded optical fiber sensor . Smart Structures and Materials 1997: Smart Structures and Integrated Systems- Random vibration analysis of a nonlinear system using the Volterra series. PROCEEDINGS OF THE 15TH INTERNATIONAL MODAL ANALYSIS CONFERENCE - IMAC, VOLS I AND II, Vol. 3089 (pp 1003-1011)
- Damage detection using a novelty measure. PROCEEDINGS OF THE 15TH INTERNATIONAL MODAL ANALYSIS CONFERENCE - IMAC, VOLS I AND II, Vol. 3089 (pp 631-637)
- Classification of nonlinearities using neural networks. PROCEEDINGS OF THE 15TH INTERNATIONAL MODAL ANALYSIS CONFERENCE - IMAC, VOLS I AND II, Vol. 3089 (pp 980-986)
- Detection of faults in carbon fibre reinforced plates using Lamb wave based novelty detection. MODERN PRACTICE IN STRESS AND VIBRATION ANALYSIS (pp 45-50)
- Higher-order frequency response functions, for nonlinear systems from neural networks. PROCEEDINGS OF THE 14TH INTERNATIONAL MODAL ANALYSIS CONFERENCE, VOLS I & II, Vol. 2768 (pp 1027-1033)
- A COMBINED NEURAL AND GENETIC APPROACH TO SENSOR PLACEMENT. PROCEEDINGS OF THE 13TH INTERNATIONAL MODAL ANALYSIS CONFERENCE, VOLS 1 AND 2, Vol. 2460 (pp 1727-1736)
- PROCESSING SIGNALS FOR DAMAGE DETECTION IN STRUCTURES USING NEURAL NETWORKS. SMART SENSING, PROCESSING, AND INSTRUMENTATION, Vol. 2191 (pp 187-198)
- FAULT DETECTION EMPLOYING TRANSDUCER OPTIMISATION PROCEDURES. SECOND EUROPEAN CONFERENCE ON SMART STRUCTURES AND MATERIALS, Vol. 2361 (pp 36-46)
- A SIMPLIFIED APPROACH TO THE NUMERICAL AND EXPERIMENTAL MODELING OF THE DYNAMICS OF A CRACKED BEAM. PROCEEDINGS OF THE 12TH INTERNATIONAL MODAL ANALYSIS CONFERENCE, VOLS 1 AND 2, Vol. 2251 (pp 778-785)
- PSEUDO-FAULT INDUCTION AND HARMONIC SUPPRESSION IN ENGINEERING STRUCTURES. SMART SENSING, PROCESSING, AND INSTRUMENTATION, Vol. 2191 (pp 499-510)
- AN EXPANSION TECHNIQUE FOR CALCULATING HILBERT TRANSFORMS. STRUCTURAL DYNAMICS: RECENT ADVANCES - PROCEEDINGS OF THE 5TH INTERNATIONAL CONFERENCE, VOLS I AND II (pp 1056-1065)
- EXPERIMENTAL EVALUATION OF ADAPTIVE FORGETTING FACTORS FOR ON-LINE IDENTIFICATION. STRUCTURAL DYNAMICS: RECENT ADVANCES - PROCEEDINGS OF THE 5TH INTERNATIONAL CONFERENCE, VOLS I AND II (pp 563-572)
- Neural networks for fault location. Proceedings of SPIE - The International Society for Optical Engineering, Vol. 1923(pt 1) (pp 47-54)
- Pseudo-fault induction in engineering structures. American Society of Mechanical Engineers, Aerospace Division (Publication) AD, Vol. 35 (pp 449-455)
- CLASSIFICATION OF FAULTS IN SPUR GEARS. WCNN'93 - PORTLAND, WORLD CONGRESS ON NEURAL NETWORKS, VOL I (pp 169-173)
- Experimental study of a number of nonlinear SDOF systems using the restoring force surface method. Proceedings of the International Modal Analysis Conference - IMAC, Vol. 1 (pp 757-764)
- Towards an improved wave force equation. 1st Int Offshore and Polar Eng Conf, Vol. 3 (pp 128-134). Edinburgh, UK, 11 August 1991 - 16 August 1991.
- View this article in WRRO A risk-based active learning approach to inspection scheduling. Proceedings of the 10th International Conference on Structural Health Monitoring of Intelligent Infrastructure
- Gaussian Processes for Structural Health Monitoring of Wind Turbine Blades. Structural Health Monitoring 2019, 24 October 2018 - 26 October 2018. View this article in WRRO
- A Compressed Sensing Approach to Operational Modal Analysis Using Phase-Based Video Motion Magnification. Structural Health Monitoring 2019, 24 October 2018 - 26 October 2018.
- A General Representation for Assessing the Similarity of Structures. Structural Health Monitoring 2019, 24 October 2018 - 26 October 2018.
- On the Application of Domain Adaptation for Aiding Supervised SHM Methods. Structural Health Monitoring 2019, 24 October 2018 - 26 October 2018. View this article in WRRO
- On an Application of Probabilistic Risk Assessment to Structural Health Monitoring. Structural Health Monitoring 2019, 24 October 2018 - 26 October 2018.
- Applying the Concept of Complexity to Structural Health Monitoring. Structural Health Monitoring 2019, 24 October 2018 - 26 October 2018.
- Experimental Validation of the Population-Form to Represent Nominally-Identical Systems. Structural Health Monitoring 2019, 24 October 2018 - 26 October 2018.
- Automated Fault Diagnosis with Calibrated Artefact Probing. Structural Health Monitoring 2019, 24 October 2018 - 26 October 2018.
- Structural Health Monitoring: A Review of Uncertainty Quantification Methods in Wind Turbine Systems. Structural Health Monitoring 2019, 24 October 2018 - 26 October 2018.
- Damage Classification Using Labelled and Unlabelled Measurements. Structural Health Monitoring 2019, 24 October 2018 - 26 October 2018.
- Assessing the Likelihood of Damage at the Start of a Structural Health Monitoring Campaign. Structural Health Monitoring 2019, 24 October 2018 - 26 October 2018.
- Output-only Identification of Loading and Modal Parameters in Dynamic Systems with Non-Gaussian Inputs. Structural Health Monitoring 2019, 24 October 2018 - 26 October 2018.
- Health Monitoring of Composite Structures by Combining Ultrasonic Wave Data. Structural Health Monitoring 2019, 24 October 2018 - 26 October 2018.
- Principal Component Analysis and Artificial Neural Network Framework for Damage Detection Strategy under Varying Operational Loading Conditions. Structural Health Monitoring 2017, 12 September 2017 - 14 September 2017.
- A Time Series Decomposition Method For Heteroskedastic Data In Structural Health Monitoring. Structural Health Monitoring 2017, 12 September 2017 - 14 September 2017.
- Compressive Sensing for Direct Time of Flight Estimation in Ultrasound-based NDT. Structural Health Monitoring 2017, 12 September 2017 - 14 September 2017.
- A Simplified Treed Gaussian Process Approach to the Modelling of Bridge Data for Structural Health Monitoring. Structural Health Monitoring 2017, 12 September 2017 - 14 September 2017.
- Clustering-based Crack Growth Characterisation using Synchronised Vibration and Acoustic Emission Measurements. Structural Health Monitoring 2017, 12 September 2017 - 14 September 2017.
- Extreme Function Theory for SHM: A Case Study for Wind Turbines. Structural Health Monitoring 2015
- Multiple Damage Identification Using the Reversible Jump Markov Chain Monte Carlo. Structural Health Monitoring 2015
- Towards a Population-based SHM: A Case Study on an Offshore Wind Farm. Structural Health Monitoring 2015
- View this article in WRRO A Gaussian Process Form for Population-Based Structural Health Monitoring. DAMAS 2019
- EACS 2016 paper - TOOL WEAR STATE CLUSTERING IN MILLING BASED ON RECORDED ACOUSTIC EMISSION
- EACS 2016 paper - ON CORRELATION AND CAUSALITY IN STRUCTURAL DYNAMICS
- On the Structural Health Monitoring of Operational Wind Turbine Blades. Structural Health Monitoring 2017, 12 September 2017 - 14 September 2017. View this article in WRRO
- Performance of linear and nonlinear resonant frequency energy harvesters under uncertain loading conditions. PROCEEDINGS OF ISMA2010 - INTERNATIONAL CONFERENCE ON NOISE AND VIBRATION ENGINEERING INCLUDING USD2010 (pp 4775-4789). Leuven, BELGIUM, 20 September 2010 - 22 September 2010.
- Performance of linear and nonlinear resonant frequency energy harvesters under uncertain loading conditions. International Conference on Noise and Vibration Engineering, September 2010.
Presentations
- Structural Dynamics Research in Mechanical Engineering at the University of Sheffield. The Octagon Centre, University of Sheffield. View this article in WRRO
- Recent Advances in Approximate Bayesian Computation Methodology (Application in structural dynamics)..
Preprints
- Monitoring-Supported Value Generation for Managing Structures and Infrastructure Systems.
- Quantifying the value of information transfer in population-based SHM, arXiv.
- Population-based wind farm monitoring based on a spatial autoregressive approach.
- Sharing Information Between Machine Tools to Improve Surface Finish Forecasting, arXiv.
- Towards a population-informed approach to the definition of data-driven models for structural dynamics, arXiv.
- A decision framework for selecting information-transfer strategies in population-based SHM, arXiv.
- On the hierarchical Bayesian modelling of frequency response functions, arXiv.
- When is an SHM problem a Multi-Task-Learning problem?, arXiv.
- Better Together: Using Multi-task Learning to Improve Feature Selection within Structural Datasets, arXiv.
- A Meta-Learning Approach to Population-Based Modelling of Structures, arXiv.
- Towards a Population-Informed Approach to the Definition of Data-Driven Models for Structural Dynamics, Elsevier BV.
- On topological data analysis for structural dynamics: an introduction to persistent homology, arXiv.
- On the application of topological data analysis: a Z24 Bridge case study.
- On the application of the generating series for nonlinear systems with polynomial stiffness, arXiv.
- A topological analysis of cointegrated data: a Z24 Bridge case study, arXiv.
- A Bayesian Method for Material Identification of Composite Plates via Dispersion Curves, arXiv.
- On an Application of Generative Adversarial Networks on Remaining Lifetime Estimation, arXiv.
- Mitigating sampling bias in risk-based active learning via an EM algorithm.
- Improving decision-making via risk-based active learning: Probabilistic discriminative classifiers.
- A generalised form for a homogeneous population of structures using an overlapping mixture of Gaussian processes.
- On statistic alignment for domain adaptation in structural health monitoring.
- Informative Bayesian Tools for Damage Localisation by Decomposition of Lamb Wave Signals.
- A Bayesian Approach for Shaft Centre Localisation in Journal Bearings, arXiv.
- Modelling variability in vibration-based PBSHM via a generalised population form, arXiv.
- On generative models as the basis for digital twins, arXiv.
- On partitioning of an SHM problem and parallels with transfer learning.
- On generating parametrised structural data using conditional generative adversarial networks.
- On an application of graph neural networks in population based SHM.
- On the application of generative adversarial networks for nonlinear modal analysis.
- View this article in WRRO On robust risk-based active-learning algorithms for enhanced decision support, arXiv.
- Bayesian Modelling of Multivalued Power Curves from an Operational Wind Farm, arXiv.
- On sensor optimisation for structural health monitoring robust to environmental variations, Copernicus GmbH.
- On risk-based active learning for structural health monitoring, arXiv.
- Foundations of Population-Based SHM, Part IV: The Geometry of Spaces of Structures and their Feature Spaces, arXiv.
- Probabilistic Inference for Structural Health Monitoring: New Modes of Learning from Data, arXiv.
- Damage detection in operational wind turbine blades using a new approach based on machine learning, arXiv.
- Structured Machine Learning Tools for Modelling Characteristics of Guided Waves, arXiv.
- A probabilistic risk-based decision framework for structural health monitoring, arXiv.
- Bayesian graph neural networks for strain-based crack localization, arXiv.
- A Bayesian Method for Material Identification of Composite Plates Via Dispersion Curves.
- Grants
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- ARTIMA, funded by European Commission, 12/2004 - 11/2007; £291022 (50%)
- "Characterisation of damage in Complex Structures by Acoustic Emission During Fatigue Testing", funded by EPSRC, 07/2005 - 06/2008; £78,492 (50%)
- Smart Sensing for Structural Health Monitoring, funded by ESPRC, 11/2006 - 10/2009, £230,400
- Uncertainty Propagation in Structures, Systems and Processes, funded by ESPRC, 11/2006 - 10/2011; £734193 (25%)
- Teaching activities
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- MEC113 Solids, Liquids and Gases
- MEC409 Signal Processing and Instrumentation
- MEC415 Condition Monitoring