- Rossetti, Damiano and Squartini, Stefano and Collura, Stefano and Zhang, Yu (2018) Power plant condition monitoring by means of coal powder granulometry classification. Measurement . ISSN 0263-2241
- Zhang, Zeyu and Mehmood, Amjad and Shu, Lei and Huo, Zhiqiang and Zhang, Yu and Mukherjee, Mithun (2018) A survey on fault diagnosis in wireless sensor networks. IEEE Access . ISSN 2169-3536
- Cruz-Manzo, Samuel and Panov, Vili and Zhang, Yu (2018) Gas Path Fault and Degradation Modelling in Twin-Shaft Gas Turbines. Machines, 4 (6). ISSN 2075-1702
- Zhang, Yu and Gordon, Timothy and Martinez, Miguel and Bingham, Chris (2018) Steering measurement decomposition for vehicle lane keeping: a study of driver behaviour. Measurement, 121 . pp. 26-38. ISSN 0263-2241
- Zhang, Yu (2018) A brief review of condition monitoring techniques for gas turbines. Power Engineer . pp. 15-21. ISSN 1367-191X
- Huo, Zhiqiang and Zhang, Yu and Francq, Pierre and Shu, Lei and Huang, Jianfeng (2017) Incipient fault diagnosis of roller bearing using optimized wavelet transform based multi-speed vibration signatures. IEEE Access, 5 . pp. 19442-19456. ISSN 2169-3536
- Zhang, Yu and Bingham, Chris and Garlick, Mike and Gallimore, Michael (2017) Applied fault detection and diagnosis for industrial gas turbine systems. International Journal of Automation and Computing, 14 (4). pp. 463-473. ISSN 1476-8186
- Zhang, Yu and Bingham, Chris and Martinez-Garcia, Miguel and Cox, Darren (2017) Detection of emerging faults on industrial gas turbines using extended Gaussian mixture models. International Journal of Rotating Machinery . p. 5435794. ISSN 1542-3034
- Zhang, Yu and Gallimore, Michael and Bingham, Chris and Chen, Jun and Xu, Yong (2016) Hybrid hierarchical clustering: piecewise aggregate approximation, with applications. International Journal of Computational Intelligence and Applications, 15 (4). ISSN 1469-0268
- Martinez-Garcia, Miguel and Zhang, Yu and Gordon, Timothy (2016) Modelling lane keeping by a hybrid open-closed-loop pulse control scheme. IEEE Transactions on Industrial Informatics, 12 (6). pp. 2256-2265. ISSN 1551-3203
- Huang, Jianfeng and Chen, Guohua and Shu, Lei and Chen, Yuanfang and Zhang, Yu (2016) Impact of fouling on flow-induced vibration characteristics in fluid-conveying pipelines. IEEE Access, 4 . pp. 6631-6644. ISSN 2169-3536
- Maleki, Sepehr and Bingham, Chris and Zhang, Yu (2016) Development and realisation of changepoint analysis for the detection of emerging faults on industrial systems. IEEE Transactions on Industrial Informatics, 12 (3). pp. 1180-1187. ISSN 1551-3203
- Huang, Jianfeng and Chen, Guohua and Shu, Lei and Wang, Shihua and Zhang, Yu (2016) An experimental study of clogging fault diagnosis in heat exchangers based on vibration signals. IEEE Access, 4 . pp. 1800-1809. ISSN 2169-3536
- Maleki, Sepehr and Bingham, Chris and Zhang, Yu (2016) 2-D online changepoint detection algorithm for sensor-based fault detection. International Journal of Advances in Computer Science & Its Applications, 6 (1). pp. 109-114. ISSN 2250-3765
- Maleki, Sepehr and Bingham, Chris and Zhang, Yu (2016) An online changepoint detection algorithm for highly correlated dat. International Journal of Advances in Computer Science & Its Applications, 6 (1). pp. 188-192. ISSN 2250-3765
- Zhang, Yu and Bingham, Chris and Maleki, Sepehr (2016) Measurement reconstruction in sensor networks for industrial systems. International Journal of Advances in Computer Science & Its Applications, 6 (1). pp. 105-108. ISSN 2250-376
- Zhang, Qinghua and Zhao, Guangchang and Shu, Lei and Qin, Aisong and Zhang, Yu (2016) Research of dimensionless index for fault diagnosis positioning based on EMD. Journal of Computers, 27 (1). pp. 62-73. ISSN 1991-1599
- Shukla, Pratik and Lawrence, Jonathan and Zhang, Yu (2015) Understanding laser beam brightness: a review and new prospective in material processing. Optics & Laser Technology, 75 . pp. 40-51. ISSN 0030-3992
- Shu, Lei and Zhu, Xufeng and Huang, Xiwei and Zhou, Zhangbing and Zhang, Yu and Wang, Xiaolei (2015) A review of research on acoustic detection of heat exchanger tube. EAI Endorsed Transactions on Industrial Networks and Intelligent Systems, 15 (5). pp. 1-13. ISSN 2410-0218
- Zhang, Yu and Liu, Hua and Bingham, Chris (2015) Integrated evaluation of soil fertility based on grey correlation analysis at regional scales. African Journal of Agricultural Research, 10 (12). pp. 1450-1456. ISSN 1991-637X
- Zhang, Yu and Bingham, Chris and Yang, Zhijing and Ling, Wing-Kuen and Gallimore, Michael (2014) Machine fault detection by signal denoising—with application to industrial gas turbines. Measurement, 58 . pp. 230-240. ISSN 0263-2241
- Zhang, Yu and Bingham, Chris and Gallimore, Michael (2013) Applied Sensor Fault Detection, Identification and Data Reconstruction. Advances in Military Technology, 8 (2). pp. 13-26. ISSN 1802-2308
- Zhang, Yu and Bingham, Chris and Gallimore, Michael (2013) Fault detection and diagnosis based on extensions of PCA. Advances in Military Technology, 8 (2). pp. 27-41. ISSN 1802-2308
Staff Directory
- Last Updated
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19/03/2018
- yzhang@lincoln.ac.uk
- Telephone
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University of Lincoln
Brayford Pool
Lincoln
Lincolnshire
LN6 7TS
United Kingdom
Dr Yu Zhang
Senior Lecturer
School of Engineering
College of Science
About Yu Zhang
Dr. Yu Zhang is a Senior Lecturer in the School of Engineering, University of Lincoln. She has a broad Engineering background, complemented with specific mathematical and computing skills. Her current research interests focus on the development of data analysis techniques and novel modelling approaches, especially with efficacy in industrial applications, such as clustering analysis, artificial neural networks and grey-box modelling techniques. Her future research will focus on Intelligent Industrial Systems and Advanced Materials Modelling.
Department Responsibilities
International Collaborations (Engineering) Module Leader: Solid Body Mechanics (EGR2012M) Module Leader: Materials Science and Engineering (EGR3025M) Module Leader: Intelligent Systems and Control (EGR9033M) Supervisor of Undergraduate Individual Projects (EGR3024M) Personal Tutor (EGR1018M, MEC3001M)
Subject Specialism
Remote Condition Monitoring, Intelligent Systems, Data Analysis, Advanced Materials Modelling
Qualifications
- PhD — Department of Civil Engineering, University of Nottingham, Nottingham, U.K., 2011
- MSc — Department of Civil Engineering, University of Nottingham, Nottingham, U.K., 2005
- BEng — School of Aerospace Engineering and Applied Mechanics, Tongji University, Shanghai, China, 2004
Awards
- Academic Champion for Visiting Professor Scheme Award — Royal Academy of Engineering,
- MSc Civil Engineering: Balfour Beatty Civil Engineering Prize — Balfour Beatty,
- Outstanding University Graduate of Shanghai, China 2004 — Shanghai city government, China,
Orcid ID
0000-0002-2842-6340
Research Interests
Advanced Materials
Data Analysis
Fault Detection and Diagnosis
Research Projects
- Evolutionary Virtual Expert System (EP/R029741/1) — awarded £96359 by EPSRC in 2018
- Phase 2: Dynamic Modelling of Industrial Gas Turbines for Fault Diagnosis, PI — awarded £60000 by Siemens Industrial Turbomachinery Ltd. in 2017
- Remote Condition Monitoring of Power Converters and Traction Drives for Railway Applications, PI — awarded £10153 by Dynex Semiconductor Limited in 2017
- Daily Monitoring Agent Development, Consultancy — awarded £11998 by Siemens Industrial Turbomachinery Ltd. in 2017
- Intelligent Sensor System for Engine Test of Industrial Gas Turbines, PI — awarded £148494 by Innovate UK (KTP), Siemens Industrial Turbomachinery Ltd. in 2016
- Phase 1: Dynamic Modelling of Industrial Gas Turbines for Fault Diagnosis, PI — awarded £124526 by Siemens Industrial Turbomachinery Ltd., Siemens, Germany in 2016
- Research on Industrial Networks and Equipment Fault Diagnosis, Major International Cooperation Projects of Colleges in Guangdong Province (No.2015KGJHZ026), CI — awarded £174955 by Department of Education of Guangdong Province, China in 2016
- Phase 2: The Development of a Dynamic Energy Control Systems for Food Retailing Refrigeration Systems, CI — awarded £830099 by Innovate UK in 2016
- Phase 1: The Development of a Dynamic Energy Control Systems for Food Retailing Refrigeration Systems, Feasibility Study, CI — awarded £15924 by Innovate UK in 2015
Research in the Lincoln Repository
- Huo, Zhiqiang and Zhang, Yu and Shu, Lei (2018) Fine-to-coarse multiscale permutation entropy for rolling bearing fault diagnosis. In: IEEE Conference on International Wireless Communications & Mobile Computing Conference (IWCMC 2018), June, 25-29, 2018, Limassol, Cyprus.
- Cruz-Manzo, Samuel and Maleki, Sepehr and Panov, Vili and Agbonzikilo, Festus and Zhang, Yu (2018) ANALYSIS OF PERFORMANCE OF A TWIN-SHAFT GAS TURBINE DURING HOT-END DAMAGE IN THE GAS GENERATOR TURBINE. In: Turbomachinery Technical Conference and Exposition, June 11-15, 2018, Oslo, Norway.
- Zhang, Xuhui and Shu, Lei and Huo, Zhiqiang and Mukherjee, Mithun and Zhang, Yu (2017) A short review of constructing noise map using crowdsensing technology. In: 13th EAI International Conference on Collaborative Computing: Networking, Applications and Worksharing, December 11-13, 2017, Edinburgh, Great Britain.
- Clifford, Tyler and Cruz-Manzo, Samuel and Zhang, Yu and Panov, Vili and Latimer, Anthony (2017) Development of a steady-state thermodynamic model in Microsoft Excel for performance analysis of industrial gas turbines. In: IECON 2017, October 29 - November 1, 2017, Beijing, China.
- Huo, Zhiqiang and Zhang, Yu and Sath, Richard and Shu, Lei (2017) Self-adaptive fault diagnosis of roller bearings using infrared thermal images. In: 43rd Annual Conference of the IEEE Industrial Electronics Society (IECON 2017), 29 Oct - 01 Nov 2017, Beijing, China.
- Huo, Zhiqiang and Zhang, Yu and Shu, Lei (2017) A comparative study of WPD and EMD for shaft fault diagnosis. In: 43rd Annual Conference of the IEEE Industrial Electronics Society (IECON 2017), 29 Oct - 01 Nov 2017, Beijing, China.
- Zhang, Yu and Martinez-Garcia, Miguel and Latimer, Anthony (2017) Estimating gas turbine compressor discharge temperature using Bayesian neuro-fuzzy modelling. In: 2017 IEEE International Conference on Systems, Man, and Cybernetics (SMC2017), 5 - 8 October, 2017, Banff, Canada..
- Huo, Zhiqiang and Zhang, Yu and Zhou, Zhangbing and Huang, Jianfeng (2017) Crack detection in rotating shafts using wavelet analysis, Shannon entropy and multi-class SVM. In: 3rd EAI International Conference on Industrial Networks and Intelligent Systems, 4 September 2017, Ho Chi Minh City, Vietnam.
- Cruz-Manzo, Samuel and Panov, Vili and Zhang, Yu and Latimer, Anthony and Agbonzikilo, Festus (2017) A thermodynamic transient model for performance analysis of a twin shaft Industrial Gas Turbine. In: Proceedings of ASME Turbo Expo 2017: Turbomachinery Technical Conference and Exposition, 26-30 June 2017, Charlotte, NC, USA.
- Zhang, Yu and Martinez, Miguel and Garlick, Mike and Latimer, Anthony and Cruz-Manzo, Samuel (2017) Condition monitoring of combustion system on industrial gas turbines based on trend and noise analysis. In: ASME TURBO EXPO 2017: Turbomachinery Technical Conference & Exposition, 26-30 June, 2017, Charlotte, NC USA.
- Huo, Zhiqiang and Zhang, Yu and Shu, Lei (2017) A short survey on fault diagnosis of rotating machinery using entropy techniques. In: 3rd EAI International Conference on Industrial Networks and Intelligent Systems, 4 September 2017, Ho Chi Minh City, Vietnam.
- Cruz-Manzo, Samuel and Maleki, Sepehr and Zhang, Yu and Panov, Vili and Latimer, Anthony (2017) Performance analysis of a twin shaft Industrial Gas Turbine at fouling conditions. In: 2017 IEEE International Conference on Prognostics and Health Management (ICPHM), 19-21 June 2017, Dallas, Texas.
- Zhang, Zeyu and Shu, Lei and Mehmood, Amjad and Yan, Li and Zhang, Yu (2016) A short survey on fault diagnosis in wireless sensor networks. In: 9th EAI International Wireless Internet Conference, 19 - 20 December 2016, Haikou, People's Republic of China.
- Rossetti, Damiano and Zhang, Yu and Squartini, Stefano and Collura, Stefano (2016) Classification of bearing faults through time-frequency analysis and image processing. In: 17th International Conference on Mechatronics – Mechatronika 2016, 7-9 December 2016, Prague, Czech Republic.
- Rossetti, Damiano and Squartini, Stefano and Collura, Stefano and Zhang, Yu (2016) Exploiting heterogeneous data for the estimation of particles size distribution in industrial plants. In: 17th International Conference on Mechatronics – Mechatronika 2016, 7-9 December 2016, Prague, Czech Republic.
- Grebenik, Jarek and Zhang, Yu and Bingham, Chris and Srivastava, Saket (2016) Roller element bearing acoustic fault detection using smartphone and consumer microphones. In: 17th International Conference on Mechatronics - Mechatronika (ME), 2016, 7 - 9 December 2016, Prague, Czech Republic.
- Zhang, Yu and Cruz-Manzo, Samuel and Latimer, Anthony (2016) Start-up vibration analysis for novelty detection on industrial gas turbines. In: XI International Symposium on Industrial Electronics - INDEL 2016, 3-5 November 2016, Banja Luka, Bosnia and Herzegovina.
- Maleki, Sepehr and Bingham, Chris and Zhang, Yu (2015) An online changepoint detection algorithm for highly correlated data. In: 3rd International Conference on Advances in Information Processing and Communication Technology - IPCT, 10 - 11 Dec 2015, Rome, Italy.
- Maleki, Sepehr and Bingham, Chris and Zhang, Yu (2015) 2-D online changepoint detection algorithm for sensor-based fault detection. In: Third International Conference on Advances in Computing, Electronics and Communication, 10 - 11 October 2015, Zurich, Switzerland.
- Zhang, Yu and Bingham, Chris and Maleki, Sepehr (2015) Measurement reconstruction in sensor networks for industrial systems. In: Third International Conference on Advances in Computing, Electronics and Communication, 10 - 11 October 2015, Zurich, Switzerland.
- Zhang, Yu and Bingham, Chris and Gallimore, Michael and Cox, Darren (2015) Novelty detection based on extensions of GMMs for industrial gas turbines. In: IEEE international conference on Computational Intelligence and Virtual Environments for Measurement Systems and Applications (CIVEMSA), 12-14 June, 2015, Shenzhen, China.
- Zhang, Yu and Bingham, Chris and Gallimore, Michael and Maleki, Sepehr (2015) Operational pattern analysis for predictive maintenance scheduling of industrial systems. In: IEEE international conference on Computational Intelligence and Virtual Environments for Measurement Systems and Applications (CIVEMSA), 12-14 June, 2015, Shenzhen, China.
- Zhang, Yu and Chen, Jun and Bingham, Chris (2015) Variational Bayesian modified adaptive Mamdani Fuzzy Modelling for use in condition monitoring. In: IEEE international conference on Computational Intelligence and Virtual Environments for Measurement Systems and Applications (CIVEMSA), 12-14 June, 2015, Shenzhen, China.
- Zhang, Yu and Gordon, Timothy (2014) Decomposition of steering angle measurements inspired by pulse control model for lane keeping. In: 16th International Conference on Mechatronics - Mechatronika (ME) 2014, 3-5 December 2014, Brno, Czech Republic.
- Zhang, Yu and Chen, Jun and Gallimore, Michael (2014) Hybrid HC-PAA-G3K for novelty detection on industrial systems. In: International Conference on Advanced Technology & Sciences (ICAT'14), 12-15 August, 2014, Antalya, Turkey.
- Zhang, Yu and Bingham, Chris and Gallimore, Michael (2014) Applied sensor fault detection and identification during steady-state and transient system operation. In: International Conference on Advanced Technology & Sciences (ICAT'14), 12-15 August, 2014, Antalya, Turkey.
- Zhang, Yu and Chen, Jun and Bingham, Chris and Mahfouf, Mahdi (2014) A new adaptive Mamdani-type fuzzy modeling strategy for industrial gas turbines. In: 2014 IEEE International Conference on Fuzzy Systems, 6-11 July, 2014, Beijing, China.
- Zhang, Yu and Bingham, Chris and Gallimore, Michael and Chen, Jun (2013) Steady-state and transient operation discrimination by Variational Bayesian Gaussian Mixture Models. In: IEEE International Workshop on Machine Learning for Signal Processing (MLSP 2013), 22-25 September 2013, Southampton, UK.
- Zhang, Yu and Bingham, Chris and Gallimore, Michael and Yang, Zhijing and Chen, Jun (2013) Machine fault detection during transient operation using measurement denoising. In: IEEE International Conference on Computational Intelligence and Virtual Environments for Measurement Systems and Applications (CIVEMSA), 15-17 July 2013, Milan, Italy.
- Zhang, Yu and Bingham, Chris and Gallimore, Michael and Yang, Zhijing and Chen, Jun (2013) Sensor fault detection and diagnosis based on SOMNNs for steady-state and transient operation. In: IEEE International Conference on Computational Intelligence and Virtual Environments for Measurement Systems and Applications (CIVEMSA), 15-17 July 2013, Milan, Italy.
- Gallimore, Michael and Riley, Mike and Bingham, Chris and Yang, Zhijing and Zhang, Yu (2013) Intelligent diagnostics and prognostics for industrial machines using an optimization approach. In: 4th International Conference on Integrity, Reliability & Failure, 23-27 June 2013, Funchal, Portugal.
- Zhang, Yu and Bingham, Chris and Gallimore, Michael and Yang, Zhijing and Stewart, Paul (2013) Applied sensor fault detection, identification and data reconstruction based on PCA and SOMNN for industrial systems. In: 12th WSEAS International Conference on Applications of Electrical Engineering (AEE '13), January 30th - February 1st 2013, Cambridge, Mass..
- Zhang, Yu and Sansour, Carlo and Bingham, Chris (2013) Single-walled carbon nanotube modelling based on Cosserat surface theory. In: 12th WSEAS International Conference on Applications of Electrical Engineering (AEE '13), January 30th - February 1st 2013, Cambridge, Mass..
- Zhang, Yu and Bingham, Chris and Gallimore, Michael and Yang, Zhijing and Stewart, Jill (2012) Fault detection and diagnosis based on y-indices and Residual Errors. In: 15th International Symposium on Mechatronics, MECHATRONIKA 2012, 5-7 December 2012, Prague, Czech Republic.
- Zhang, Yu and Bingham, Chris and Yang, Zhijing and Gallimore, Michael and Stewart, Paul (2012) Applied sensor fault detection and identification using hierarchical clustering and SOMNNs, with faulted-signal reconstruction. In: 15th International Symposium on Mechatronics - MECHATRONIKA 2012, 5-7 December 2012, Prague, Czech Republic.
- Yang, Zhijing and Bingham, Chris and Ling, Wing-Kuen and Zhang, Yu and Gallimore, Michael and Stewart, Jill (2012) Unit operational pattern analysis and forecasting using EMD and SSA for industrial systems. In: 11th International Symposium, IDA 2012, October 25-27, 2012, Helsinki, Finland.
- Chen, Jun and Mahfouf, Mahdi and Bingham, Chris and Zhang, Yu and Yang, Zhijing and Gallimore, Michael (2012) An evolutionary based clustering algorithm applied to Dada compression for industrial systems. In: 11th International Symposium, IDA 2012, October 25-27, 2012, Helsinki, Finland.
- Zhang, Yu and Bingham, Chris and Gallimore, Michael and Yang, Zhijing and Chen, Jun (2012) Applied sensor fault detection and validation using transposed input data PCA and ANNs. In: IEEE Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI), 13-15 September 2012, Hamburg, Germany.
- Zhang, Yu and Bingham, Chris and Gallimore, Michael and Yang, Zhijing and Chen, Jun (2012) Sensor fault detection for industrial systems using a hierarchical clustering-based graphical user interface. In: IEEE Conference on Multisensor Fusion and Integration for Intelligent Systems (MFI), 13-15 September 2012, Hamburg, Germany.
- Zhang, Yu and Bingham, Chris and Yang, Zhijing and Gallimore, Michael and Ling, Wing-Kuen (2012) Sensor fault detection for industrial gas turbine system by using principal component analysis based y-distance indexes. In: 8th IEEE, IET International Symposium on Communication Systems, Networks & Digital Signal Processing (CSNDSP), 18–20 July 2012, Poznan University of Technology, Poznan, Poland.