Dr Graeme Manson
BEng(Hons), PhD
School of Mechanical, Aerospace and Civil Engineering
Senior Lecturer
Final Year BEng and MEng Tutor and Project Co-ordinator
Graeme.Manson@sheffield.ac.uk
+44 114 222 7790
+44 114 222 7790
Sir Frederick Mappin Building
Full contact details
Dr Graeme Manson
School of Mechanical, Aerospace and Civil Engineering
Sir Frederick Mappin Building
Mappin Street
Sheffield
S1 3JD
School of Mechanical, Aerospace and Civil Engineering
Sir Frederick Mappin Building
Mappin Street
Sheffield
S1 3JD
- Profile
-
Dr Manson received his BEng(Hons) in Mechanical Engineering from Heriot-Watt University in 1992 before completing a PhD in Mechanical Engineering at the University of Manchester which was awarded in 1996. He joined the Department of Mechanical Engineering at the University of Sheffield in 1995 as a Research Assistant before becoming a Research Associate in 1997.
Dr Manson was awarded an EPSRC Advanced Research Fellowship in 2002 and upon completion in 2007 become a member of academic staff in the department in the role of Lecturer. Since 2008, he has been a Senior Lecturer in the department. He is also the Course Director for all of the department´s MSc courses.
- Research interests
-
The main concern of Dr Manson´s research has been, throughout, the development of robust structural health monitoring strategies for the purposes of damage identification. Over the years, this has taken on various approaches beginning with the examination of the response of nonlinear mechanical systems before moving into the fields of signal processing, pattern recognition, machine learning and multivariate statistics for damage identification.
More recently, with the questions of damage prognosis and robustness of structural health monitoring systems, the research has led toward the investigation of the propagation of uncertainty through systems and structures.
Current activities
- Uncertainty Analysis: Investigation of the effects on a system's response of propagating uncertainty (due to lack of knowledge or environmental effects) through that system. Also, employing uncertainty analysis to enhance robustness of damage identification techniques.
- Hybrid and Robust Optimisation: Utilisation of uncertainty analysis tools within genetic and emergent optimisation techniques to make the process more efficient and to tackle the issue of optimising functions where parameters are not fully known.
- Advanced Signal Processing: Feature selection methods for robust damage identification insensitive to operational and environmental variations. Genetic-based methods for optimal feature selection and sensor placement.
- Nonlinear Systems: Using functional series to represent the response of nonlinear systems.
Research Projects
- Self-assembly of diagnostic systems for Structural Health Monitoring
- Pattern recognition for Healthcare diagnostics
- Robust Structural Health Monitoring techniques to bridge the gap between laboratory and working platforms.
- Publications
-
Journal articles
- On the use of the generating series to compute impulse response functions for systems with polynomial nonlinearities. Mechanical Systems and Signal Processing, 240, 113268-113268.
- 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.
- Damage Detection of the Jabiru’s Aircraft Wing under Operational Fuel Loading Conditions using Neural Network. Journal of Aeronautics Astronautics and Aviation, 56(1), 1-7.
- Hierarchical verification and validation in a forward model-driven structural health monitoring strategy. Structural Health Monitoring, 23(4), 2358-2390. View this article in WRRO
- Fatigue-crack detection in a multi-riveted strap-joint aluminium aircraft panel using amplitude characteristics of diffuse Lamb wave field. Materials, 16(4). View this article in WRRO
- Kernel principal component analysis for structural health monitoring and damage detection of an engineering structure under operational loading variations. Journal of Failure Analysis and Prevention, 21(6), 1981-1990.
- Outlier ensembles: A robust method for damage detection and unsupervised feature extraction from high-dimensional data. Journal of Sound and Vibration, 453, 126-150. 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
- On multi-site damage identification using single-site training data. Journal of Sound and Vibration, 409, 43-64. View this article in WRRO
- 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
- 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.
- Damage detection in RAPTOR telescope systems using time-frequency analysis methods. Key Engineering Materials, 588, 43-53.
- Advanced tools for damage detection in wind turbines. Key Engineering Materials, 569-570, 547-554.
- Non-destructive inspection of adhesively bonded patch repairs using Lamb waves. PLASTICS RUBBER AND COMPOSITES, 41(2), 61-68.
- 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.
- 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.
- Some experimental observations on the detection of composite damage using lamb waves. Strain, 47(SUPPL. 1), e254-e268.
- Bayesian sensitivity analysis of a model of the aortic valve. Journal of Biomechanics, 44(8), 1499-1506.
- Analysis of advanced feature selection within the damage identification framework. Proceedings of the 5th European Workshop Structural Health Monitoring 2010, 376-381.
- The use of pseudo-faults for novelty detection in SHM. J SOUND VIB, 329(12), 2349-2366.
- Vibration-based structural health monitoring using large sensor networks. SMART STRUCTURES AND SYSTEMS, 6(3), 335-347.
- Fuzzy stability analysis of regenerative chatter in milling. J SOUND VIB, 329(8), 1025-1041.
- Advanced feature selection for simplified pattern recognition within the damage identification framework. SHOCK AND VIBRATION, 17(4-5), 589-599.
- An evidence-based approach to damage location on an aircraft structure. MECH SYST SIGNAL PR, 23(6), 1792-1804.
- The use of uncertainty analysis as a food waste estimation tool.. Waste Manag Res, 27(3), 199-206.
- Genetic optimisation of a neural network damage diagnostic. AERONAUTICAL JOURNAL, 112(1131), 267-274.
- Genetic optimisation of a neural damage locator. J SOUND VIB, 309(3-5), 529-544.
- Prognosis under uncertainty - An idealised computational case study. SHOCK AND VIBRATION, 15(3-4), 231-243.
- Damage location in an isotropic plate using a vector of novelty indices. MECH SYST SIGNAL PR, 21(4), 1885-1906.
- The fundamental axioms of structural health monitoring. P R SOC A, 463(2082), 1639-1664.
- Damage detection using stress waves and multivariate statistics: An experimental case study of an aircraft component. STRAIN, 43(1), 47-53.
- EFFECT OF STUD PARAMETERS ON TRACTION. Journal of Biomechanics, 40, S55-S55.
- 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.
- Abstracts from the 6th International Conference on the Engineering of Sport, 10–14 July 2006, Olympic Hall, Munich, Germany. Sports Engineering, 9(4), 229-249.
- Evaluation of neural network robust reliability using information-gap theory. IEEE T NEURAL NETWOR, 17(6), 1349-1361.
- A novel information-gap technique to assess reliability of neural network-based damage detection. J SOUND VIB, 293(1-2), 96-111.
- An application of interval-valued neural networks to a regression problem. P R SOC A, 462(2074), 3097-3114.
- The use of uncertainty analysis for the design of container closures. PACKAG TECHNOL SCI, 19(3), 139-147.
- Using neural networks to understand relationships in the traction of studded footwear on sports surfaces. Journal of Biomechanics, 39, S183-S183.
- 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.
- Fuzzy finite element analysis using the transformation method. 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.
- A Volterra series approximation to the coherence of the Duffing oscillator. J SOUND VIB, 286(3), 529-547.
- Structural health monitoring of an annular component using a statistical approach. STRAIN, 41(3), 117-127.
- Identification of pre-sliding friction dynamics. CHAOS, 14(2), 420-430.
- A theoretical framework for core material properties identification in cellular solids using novelty detection. STRAIN, 40(1), 5-12.
- 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.
- Experimental validation of a structural health monitoring methodology. Part II. Novelty detection on a Gnat aircraft. J SOUND VIB, 259(2), 345-363.
- <title>Damage assessment in smart composite structures: the DAMASCOS program</title>. SPIE Proceedings, 4327, 223-233.
- Visualisation and Dimension Reduction of Acoustic Emission Data for Damage Detection. Journal of Intelligent Materials Systems and Structures, 12(8), 529-536.
- Damage assessment in smart composite structures: the DAMASCOS programme. Air & Space Europe, 3(3-4), 132-138.
- Visualisation and dimension reduction of acoustic emission data for damage detection. JOURNAL OF INTELLIGENT MATERIAL SYSTEMS AND STRUCTURES, 12(8), 529-536.
- Detection of defects in composite plates using Lamb waves and novelty detection. INT J SYST SCI, 31(11), 1397-1409.
- Damage identification using multivariate statistics: Kernel discriminant analysis. INVERSE PROBLEMS IN ENGINEERING, 8(1), 25-46.
- Damage detection using outlier analysis. J SOUND VIB, 229(3), 647-667.
- Random vibrations of a multi-degree-of-freedom non-linear system using the Volterra series. J SOUND VIB, 226(2), 397-405.
- Random vibrations of a Duffing oscillator using the Volterra series. J SOUND VIB, 217(4), 781-789.
- A harmonic probing algorithm for the multi-input Volterra series. J SOUND VIB, 201(1), 67-84.
- A simple criterion for establishing an upper limit to the harmonic excitation level of the duffing oscillator using the Volterra series. J SOUND VIB, 190(5), 751-762.
- PSEUDO-FAULT INDUCTION IN ENGINEERING STRUCTURES - MULTIINPUT MULTIOUTPUT CONTROL. NONLINEAR DYNAM, 8(3), 367-384.
- PSEUDO-NONLINEARITIES IN ENGINEERING STRUCTURES. P ROY SOC LOND A MAT, 445(1923), 193-220.
- Time‐optimal control of an overhead crane model. Optimal Control Applications and Methods, 3(2), 115-120.
- Data Clustering based on Gaussian Mixture Model and Expectation- Maximization Algorithm for Data-driven Structural Health Monitoring System. International Journal of Integrated Engineering, 13(7).
- On the identification of hysteretic systems. Part I: Fitness landscapes and evolutionary identification. Mechanical Systems and Signal Processing.
Book chapters
- State-of-the-Art and Future Directions for Predictive Modelling of Offshore Structure Dynamics Using Machine Learning, Dynamics of Civil Structures, Volume 2 (pp. 223-233). River Publishers
- On the Use of the Generating Series for the Impulse Response of Duffing's Equation, Nonlinear Structures & Systems, Vol. 1 (pp. 125-135). River Publishers
- Higher-Order Frequency Response Functions for Hysteretic Systems, Nonlinear Dynamics, Volume 1 (pp. 191-201). River Publishers
- 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).
- Optimization Techniques for Damage Detection Wiley
- Uncertainty Analysis Wiley
Conference proceedings
- Periodic Response Prediction for Hybrid and Piecewise Linear Systems (pp 41-50)
- On the Selection and Validation of Component Damage Models for Prediction of Damage-State Behavior of a Truss Bridge (pp 181-188)
- Active Learning Approaches to Structural Health Monitoring (pp 157-159)
- On the Behaviour of Structures with Many Nonlinear Elements (pp 509-520)
- Analysis of Nonlinear System Response to an Impulse Excitation (pp 297-308)
- Multiple-site Damage Location Using Single-site Training Data (pp 195-201)
- On the use of synthetic data for SHM: a short investigation on a laboratory structure. Proceedings of ISMA 2024 International Conference on Noise and Vibration Engineering and Usd 2024 International Conference on Uncertainty in Structural Dynamics (pp 3369-3376)
- Hierarchical model verification and validation for structural health monitoring using dynamic substructuring. European Workshop on Structural Health Monitoring: EWSHM 2022 - Volume 1, Vol. LNCE 253 (pp 533-542). Palermo, Italy, 4 July 2022 - 4 July 2022. View this article in WRRO
- The role of features in a hierarchical modelling strategy for forward model-driven structural health monitoring. Proceedings of ISMA 2022 International Conference on Noise and Vibration Engineering and Usd 2022 International Conference on Uncertainty in Structural Dynamics (pp 4925-4933)
- Predicting nonlinear system responses without a single simulation. Proceedings of ISMA 2018 International Conference on Noise and Vibration Engineering and Usd 2018 International Conference on Uncertainty in Structural Dynamics (pp 2631-2645)
- 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)
- 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)
- Higher-Order Frequency Response Functions for Hysteretic Systems (pp 191-201)
- Linear and Nonlinear System Identification Using Evolutionary Optimisation (pp 325-345)
- 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)
- A forward-looking approach to nonlinear systems. Proceedings of ISMA 2016 International Conference on Noise and Vibration Engineering and Usd2016 International Conference on Uncertainty in Structural Dynamics (pp 2697-2708)
- On Gaussian Process NARX Models and Their Higher-Order Frequency Response Functions (pp 315-335)
- Analysis of Reciprocity Breakdown in Nonlinear Systems. MODERN PRACTICE IN STRESS AND VIBRATION ANALYSIS 2012 (MPSVA 2012), Vol. 382
- On damage detection in wind turbine gearboxes using outlier analysis. Proceedings of SPIE the International Society for Optical Engineering, Vol. 8343
- 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)
- SHM Feature Selection using damage metaphors. PROCEEDINGS OF INTERNATIONAL CONFERENCE ON NOISE AND VIBRATION ENGINEERING (ISMA2012) / INTERNATIONAL CONFERENCE ON UNCERTAINTY IN STRUCTURAL DYNAMICS (USD2012) (pp 3345-3358)
- 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)
- 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)
- Damage detection in gearboxes considering intermittent faults and time-varying loads. Key Engineering Materials, Vol. 518 (pp 76-86)
- On the identification of hysteretic systems, part I: An extended evolutionary scheme. Conference Proceedings of the Society for Experimental Mechanics Series, Vol. 2 (pp 67-75)
- Analysis of instantaneous characteristics of guided ultrasonic waves in metallic structures with aluminium repair patches. Proceedings of SPIE the International Society for Optical Engineering, Vol. 7984
- Classification of Multi-Site Damage using Support Vector Machines. 9th International Conference on Damage Assessment of Structures. Oxford, UK
- Damage location using added masses in a Piper Tomahawk aircraft wing. Proceedings of ISMA 2010: International Conference on Noise and Vibration Engineering. Leuven, Belgium
- 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)
- Fatigue crack detection in a multi-riveted strap joint aluminium panel. Proceedings of SPIE the International Society for Optical Engineering, Vol. 7295
- 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)
- 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)
- Selecting Features for Damage Identification without Damaging the Structure. IWSHM2009, 7th International Workshop on Structural Engineering Dynamics. Stanford, CA
- Smart sensing for structural health monitoring (S3HM). Proceedings of the World Forum on Smart Materials and Smart Structures Technology Smsst 07 (pp 156)
- Training damage classifiers in the absence of damage data. Conference Proceedings of the Society for Experimental Mechanics Series
- Uncertain models of bifurcating chaotic systems. Conference Proceedings of the Society for Experimental Mechanics Series
- 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)
- 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)
- 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)
- Fuzzy stability analysis of milling processes. PROCEEDINGS OF ISMA 2008: INTERNATIONAL CONFERENCE ON NOISE AND VIBRATION ENGINEERING, VOLS. 1-8 (pp 2993-3005)
- Optimisation of Neural Network Weights for Robustness to Data Uncertainty. IMAC-XXV Conference and Exposition on Structural Dynamics. Orlando, Florida
- Genetic optimisation of a damage locator II. Conference Proceedings of the Society for Experimental Mechanics Series
- Aspects of novelty detection. Damage Assessment of Structures VII, Vol. 347 (pp 3-16)
- 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)
- Modelling traction of studded footwear on sports surfaces using neural networks, Vol. 3 (pp 403-408)
- A fresh approach to sports equipment design: Evolving hockey sticks using genetic algorithms, Vol. 3 (pp 81-86)
- 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)
- Calculating frequency response functions for uncertain systems using complex affine analysis. JOURNAL OF SOUND AND VIBRATION, Vol. 288(3) (pp 487-521)
- On replacing a nonlinear system with an uncertain linear model: Part I - The time domain. Conference Proceedings of the Society for Experimental Mechanics Series
- Considerations for practical neural network application to a damage detection problem. DAMAGE ASSESSMENT OF STRUCTURES VI, Vol. 293-294 (pp 151-158)
- Classification using radial basis function networks with uncertain weights. DAMAGE ASSESSMENT OF STRUCTURES VI, Vol. 293-294 (pp 135-142)
- Classification using linear models with uncertain weights. Structural Dynamics - EURODYN 2005, Vols 1-3 (pp 969-974)
- Uncertainty propagation through radial basis function networks. Part I: Regression networks. Structural Dynamics - EURODYN 2005, Vols 1-3 (pp 923-928)
- Uncertainty propagation through radial basis function networks. Part II: Classification networks. Structural Dynamics - EURODYN 2005, Vols 1-3 (pp 929-934)
- Eliminating environmental effects from Lamb wave-based structural health monitoring. Proceedings of ISMA 2004: International Conference on Noise and Vibration Engineering, Vols 1-8 (pp 471-484)
- 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)
- Environmental effects on lamb wave responses from piezoceramic sensors. MODERN PRACTICE IN STRESS AND VIBRATION ANALYSIS, Vol. 440-4 (pp 195-202)
- Frequency response functions for uncertain nonlinear systems. MODERN PRACTICE IN STRESS AND VIBRATION ANALYSIS, Vol. 440-4 (pp 37-44)
- Novelty detection technique with SLV for identification of core properties in honeycombs and cellular solids. NONDESTRUCTIVE EVALUATION AND HEALTH MONITORING OF AEROSPACE MATERIALS AND COMPOSITES II, Vol. 5046 (pp 191-199)
- DAMASCOS damage location demonstrator for structural health monitoring. EUROPEAN WORKSHOP ON SMART STRUCTURES IN ENGINEERING AND TECHNOLOGY, Vol. 4763 (pp 141-148)
- 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 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)
- Damage localisation in a plate structure using novelty indices. NOISE AND VIBRATION ENGINEERING, VOLS 1 - 3, PROCEEDINGS (pp 201-207)
- 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)
- 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)
- 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)
- Application of ultrasonic Lamb wave techniques to the evaluation of advanced composite structures. SPIE Proceedings
- Spectral response of a nonlinear system. Proceedings of SPIE the International Society for Optical Engineering, Vol. 4062
- Damage localisation using novelty indices. STRUCTURAL DYNAMICS: RECENT ADVANCES, VOLS 1 & 2, PROCEEDINGS (pp 965-977)
- Spectral response of a nonlinear system. IMAC-XVIII: A CONFERENCE ON STRUCTURAL DYNAMICS, VOLS 1 AND 2, PROCEEDINGS, Vol. 4062 (pp 1710-1716)
- Visualisation and dimension reduction of acoustic emission data for damage detection. DAMAS 99: DAMAGE ASSESSMENT OF STRUCTURES, Vol. 167-1 (pp 64-75)
- Experimental validation of two structural health monitoring methods. STRUCTURAL HEALTH MONTORING 2000 (pp 784-799)
- 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)
- Damage detection using multivariate statistics. Part I: Outlier analysis. Proceedings of the 23rd International Conference on Noise and Vibration Engineering ISMA (pp 189-195)
- 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)
- Higher-order FRFs for multi-input nonlinear systems: A case study. NEW ADVANCES IN MODAL SYNTHESIS OF LARGE STRUCTURES (pp 549-561)
- PSEUDO-FAULT INDUCTION AND HARMONIC SUPPRESSION IN ENGINEERING STRUCTURES. SMART SENSING, PROCESSING, AND INSTRUMENTATION, Vol. 2191 (pp 499-510)
- Pseudo-fault induction in engineering structures. American Society of Mechanical Engineers Aerospace Division Publication AD, Vol. 35 (pp 449-455)
- 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.
- On the Choice of Optimisation Scheme for Gaussian Process Hyperparameters in SHM Problems. Structural Health Monitoring 2017, 12 September 2017 - 14 September 2017.
- On the use of the generating series to compute impulse response functions for systems with polynomial nonlinearities. Mechanical Systems and Signal Processing, 240, 113268-113268.
- Grants
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- Uncertainty, Propagation in Structures, Systems and Processes, funded by EPSRC, 11/2006 – 10/2011; £734193 (25%)
- Smart Sensing for Structural Health Monitoring, funded by EPSRC, £230400
- Teaching activities
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- MEC319 – Sensors, Actuators and Controllers
- MEC415 – Condition Monitoring