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个人简介

教育背景 2008.9-2013.7 清华大学热能工程系 动力工程及工程热物理 博士 2004.9-2008.7 华中科技大学能源与动力工程学院 热能与动力工程 学士 工作履历 2023.1-至今 清华大学,能源与动力工程系 副研究员 2017.8-2022.12 清华大学,能源与动力工程系 助理研究员 2015.8-2017.8 Iowa State University, Department of Mechanical Engineering, Postdoctoral Researcher 2013.7-2015.7 清华大学,机械工程系,博士后 奖励与荣誉 2013年清华大学优秀博士学位论文 2010年IEEE PHM Best Paper Award

研究领域

旋转机械结构动力学、失效机理与预防 动力系统预测诊断与健康管理 信息物理系统(CPS)数据挖掘、时间序列分析、概率图模型与机器学习

近期论文

查看导师最新文章 (温馨提示:请注意重名现象,建议点开原文通过作者单位确认)

A planetary gearbox fault diagnosis method based on time-series imaging feature fusion and a transformer model MEASUREMENT SCIENCE AND TECHNOLOGY[0957-0233], Published 2023, Volume 34, Issue 2, Unsupervised anomaly detection using graph neural networks integrated with physical-statistical feature fusion and local-global learning RENEWABLE ENERGY[0960-1481], Published 2023, Volume 206, Pages 309-323 Modeling and optimization of a hybrid renewable energy system integrated with gas turbine and energy storage ENERGY CONVERSION AND MANAGEMENT[0196-8904], Published 2023, Volume 279, Trans-scale rough surface contact model based on molecular dynamics method: Simulation, modeling and experimental verification European Journal of Mechanics, A/Solids[0997-7538], Published 2023, Volume 100, The Stochastic Augmented Lagrangian method for domain adaptation KNOWLEDGE-BASED SYSTEMS[0950-7051], Published 2022, Volume 235, Multi-step forecasting of ocean wave height using gate recurrent unit networks with multivariate time series OCEAN ENGINEERING[0029-8018], Published 2022, Volume 248, Numerical and Experimental Study on Rod-Fastened Rotor Dynamics Using Semi-Analytical Elastic-Plastic Model Journal of Engineering for Gas Turbines and Power[0742-4795], Published 2022, Volume 144, Issue 6, A hierarchical scheme for remaining useful life prediction with long short-term memory networks Neurocomputing[0925-2312], Published 2022, Volume 487, Pages 22-33 The Research of Civil Aero-Engine Remaining Useful Life Estimation Based on Gaussian Process Lecture Notes in Mechanical Engineering[2195-4356], Published 2022, Pages 12-23 A low-frequency fault detection method for low-speed planetary gearbox based on acoustic signals APPLIED ACOUSTICS[0003-682X], Published 2022, Volume 195, Nano-sized single-asperity friction behavior: Insight from molecular dynamics simulations European Journal of Mechanics, A/Solids[0997-7538], Published 2022, Volume 96, Single-asperity failure mechanism driven by morphology and multiaxial loading using molecular dynamics simulation Computational Materials Science[0927-0256], Published 2022, Volume 213, Cost Benefit Analysis for Maintenance Strategy of Gas Turbine Inlet Filtration System Power Generation Technology[2096-4528], Published 2022, Volume 43, Issue 1, Pages 119-125 Normal contact stiffness model for fractal surfaces considering scale dependence and friction behavior PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART J-JOURNAL OF ENGINEERING TRIBOLOGY[1350-6501], Published 2022, Volume 237, Issue 3, Pages 527-540 Bidirectional Attention LSTM Networks for Non-instructive Load Monitoring 2022 PROGNOSTICS AND HEALTH MANAGEMENT CONFERENCE, PHM-LONDON 2022, Published 2022, Pages 399-404 A Supervised Early Anomaly Detection Procedure for Industrial Process Using Pseudo System State to Bypass Manual Labeling 2022 6th International Conference on Power and Energy Engineering, ICPEE 2022, Published 2022, Pages 254-258 Root-cause analysis for time-series anomalies via spatiotemporal graphical modeling in distributed complex systems  KNOWLEDGE-BASED SYSTEMS[0950-7051], Published 2021, Volume 211, Experimental analysis of dual-rotor-support-casing system with blade-casing rubbing ENGINEERING FAILURE ANALYSIS[1350-6307], Published 2021, Volume 123, Deep transfer learning with limited data for machinery fault diagnosis  APPLIED SOFT COMPUTING[1568-4946], Published 2021, Volume 103, Collaborative deep learning framework for fault diagnosis in distributed complex systems Mechanical Systems and Signal Processing[0888-3270], Published 2021, Volume 156, Fault detection of complex planetary gearbox using acoustic signals Measurement: Journal of the International Measurement Confederation[0263-2241], Published 2021, Volume 178, Damage identification of wind turbine blades with deep convolutional neural networks RENEWABLE ENERGY[0960-1481], Published 2021, Volume 174, Pages 122-133 Fault diagnosis of planetary gearbox based on acoustic signals APPLIED ACOUSTICS[0003-682X], Published 2021, Volume 181, Inelastic contact behaviors of nanosized single-asperity and multi-asperity on alpha-Fe surface: Molecular dynamic simulations INTERNATIONAL JOURNAL OF MECHANICAL SCIENCES[0020-7403], Published 2021, Volume 204, A novel integrated modeling approach for filter diagnosis in gas turbine air intake system Proceedings of the Institution of Mechanical Engineers, Part A: Journal of Power and Energy[0957-6509], Published 2021, Volume 236, Issue 3, Pages 435-449 A hybrid model of LSTM neural networks with a thermodynamic model for condition-based maintenance of compressor fouling MEASUREMENT SCIENCE AND TECHNOLOGY[0957-0233], Published 2021, Volume 32, Issue 12, Numerical and experimental analysis of rubbing–misalignment mixed fault in a dual-rotor system Proceedings of the Institution of Mechanical Engineers, Part C: Journal of Mechanical Engineering Science[0954-4062], Published 2021, Volume 235, Issue 17, Pages 3179-3198 Research on performance prediction of gas turbine air filtration system based on transformation-gated LSTM method Proceedings - 2021 2nd International Conference on Electronics, Communications and Information Technology, CECIT 2021, Published 2021, Pages 1031-1035 An air filtration performance prediction method of gas turbine based on Dynamic Neural Network Proceedings - 2021 2nd International Conference on Electronics, Communications and Information Technology, CECIT 2021, Published 2021, Pages 191-195 Methods for Gas Turbine's Compressor General Characteristic Curve Prediction Proceedings - 2021 International Conference on Power System Technology: Carbon Neutrality and New Type of Power System, POWERCON 2021, Published 2021, Pages 1936-1940 Realization of data-driven virtual sensors for gas turbine air filter pressure difference Proceedings - 2021 International Conference on Power System Technology: Carbon Neutrality and New Type of Power System, POWERCON 2021, Published 2021, Pages 2059-2063 Torsional vibration characteristics and experimental study of cracked rotor system with torsional oscillation Engineering Failure Analysis[1350-6307], Published 2020, Volume 116, Nonlinear vibration signatures for localized fault of rolling element bearing in rotor-bearing-casing system International Journal of Mechanical Sciences[0020-7403], Published 2020, Volume 173, Data-Driven Performance Monitoring of Dynamical Systems Using Granger Causal Graphical Models JOURNAL OF DYNAMIC SYSTEMS MEASUREMENT AND CONTROL-TRANSACTIONS OF THE ASME[0022-0434], Published 2020, Volume 142, Issue 8, Predicting county-scale maize yields with publicly available data  SCIENTIFIC REPORTS[2045-2322], Published 2020, Volume 10, Issue 1, Fault Prognostics for Photovoltaic Inverter Based on Fast Clustering Algorithm and Gaussian Mixture Model  ENERGIES, Published 2020, Volume 13, Issue 18, An adaptive spatiotemporal feature learning approach for fault diagnosis in complex systems  MECHANICAL SYSTEMS AND SIGNAL PROCESSING[0888-3270], Published 2019, Volume 117, Pages 170-187 Fault diagnosis of wind turbine based on Long Short-term memory networks  RENEWABLE ENERGY[0960-1481], Published 2019, Volume 133, Pages 422-432 A novel adversarial learning framework in deep convolutional neural network for intelligent diagnosis of mechanical faults  KNOWLEDGE-BASED SYSTEMS[0950-7051], Published 2019, Volume 165, Pages 474-487 Vibration propagation identification of rotor-bearing-casing system using spatiotemporal graphical modeling MECHANISM AND MACHINE THEORY[0094-114X], Published 2019, Volume 134, Pages 24-38 Casing vibration response prediction of dual-rotor-blade-casing system with blade-casing rubbing Mechanical Systems and Signal Processing[0888-3270], Published 2019, Volume 118, Pages 61-77 Exploring Granger causality in dynamical systems modeling and performance monitoring Proceedings of the IEEE Conference on Decision and Control[0743-1546], Published 2019, Volume 2018-December, Pages 2537-2542 Prediction of transient vibration response of dual-rotor-blade-casing system with blade off PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART G-JOURNAL OF AEROSPACE ENGINEERING[0954-4100], Published 2019, Volume 233, Issue 14, Pages 5164-5176 Deep transfer network with joint distribution adaptation: A new intelligent fault diagnosis framework for industry application  ISA Transactions[0019-0578], Published 2019, Volume 97, Pages 269-281 Learning transferable features in deep convolutional neural networks for diagnosing unseen machine conditions ISA Transactions[0019-0578], Published 2019, Volume 93, Pages 341-353 Simulation and feature extraction of inter-shaft bearing fault in rotor-bearing-casing system Proceedings of the 26th International Congress on Sound and Vibration, ICSV 2019, Published 2019, An unsupervised spatiotemporal graphical modeling approach for wind turbine condition monitoring RENEWABLE ENERGY[0960-1481], Published 2018, Volume 127, Pages 230-241 Multivariate exploration of non-intrusive load monitoring via spatiotemporal pattern network  APPLIED ENERGY[0306-2619], Published 2018, Volume 211, Pages 1106-1122 Linked read technology for assembling large complex and polyploid genomes BMC GENOMICS[1471-2164], Published 2018, Volume 19, Issue 1, Building Energy Disaggregation using Spatiotemporal Pattern Network Proceedings of the American Control Conference[0743-1619], Published 2018, Volume 2018-June, Pages 1052-1057 Traffic system anomaly detection using spatiotemporal pattern networks International Journal of Prognostics and Health Management[2153-2648], Published 2018, Volume 9, Issue 1, Pages 3 Modeling and simulation analysis of dual-rotor vibration system with multiple faults MFPT 2018 - Intelligent Technologies for Equipment and Human Performance Monitoring, Proceedings, Published 2018, Pages 165-179 Dynamics of Slant Cracked Rotor for a Steam Turbine Generator System JOURNAL OF ENGINEERING FOR GAS TURBINES AND POWER-TRANSACTIONS OF THE ASME[0742-4795], Published 2017, Volume 139, Issue 6, Influence Analysis of Nonlinear Stress-Strain Behavior in Pulverizing Wheel of Fan Mill JOURNAL OF FAILURE ANALYSIS AND PREVENTION[1547-7029], Published 2017, Volume 17, Issue 3, Pages 571-580 An unsupervised anomaly detection approach using energy-based spatiotemporal graphical modeling Cyber-Physical Systems, Published 2017, Volume 3, Issue 1, Pages 1-37 Bridge damage detection using spatiotemporal patterns extracted from dense sensor network  MEASUREMENT SCIENCE AND TECHNOLOGY[0957-0233], Published 2017, Volume 28, Issue 1, DAMAGE DETECTION OF BRIDGE NETWORK WITH SPATIOTEMPORAL PATTERN NETWORK PROCEEDINGS OF THE ASME 9TH ANNUAL DYNAMIC SYSTEMS AND CONTROL CONFERENCE, 2016, VOL 1, Published 2017, Energy prediction using spatiotemporal pattern networks  APPLIED ENERGY[0306-2619], Published 2017, Volume 206, Pages 1022-1039 Data-driven root-cause analysis for distributed system anomalies 2017 IEEE 56TH ANNUAL CONFERENCE ON DECISION AND CONTROL (CDC)[0743-1546], Published 2017, Continuous-Mass-Model-Based Mechanical and Electrical Co-Simulation of SSR and Its Application to a Practical Shaft Failure Event IEEE TRANSACTIONS ON POWER SYSTEMS[0885-8950], Published 2016, Volume 31, Issue 6, Pages 5172-5180 An unsupervised spatiotemporal graphical modeling approach to anomaly detection in distributed CPS 2016 ACM/IEEE 7TH INTERNATIONAL CONFERENCE ON CYBER-PHYSICAL SYSTEMS (ICCPS)[2375-8317], Published 2016, Pages 1-10 Data Driven Exploration of Traffic Network System Dynamics using High Resolution Probe Data 2016 IEEE 55TH CONFERENCE ON DECISION AND CONTROL (CDC)[0743-1546], Published 2016, Pages 7629-7634 Fault Analysis and Optimal Balancing of Bowing of Steam Turbine Rotor Under Long-Term Service JOURNAL OF ENGINEERING FOR GAS TURBINES AND POWER-TRANSACTIONS OF THE ASME[0742-4795], Published 2015, Volume 137, Issue 11, Overview concerning the study of the prediction, diagnosis and health management (PHM) of heavy-duty gas turbines Reneng Dongli Gongcheng/Journal of Engineering for Thermal Energy and Power[1001-2060], Published 2015, Volume 30, Issue 2, Pages 173-179 Feature extraction in machine degradation with variational mode decomposition Joint Conference: MFPT 2015 and ISA's 61st International Instrumentation Symposium - Technology Evolution: Sensors to Systems for Failure Prevention, Published 2015, Influence of alternating loads on nonlinear vibration characteristics of cracked blade in rotor system JOURNAL OF SOUND AND VIBRATION[0022-460X], Published 2015, Volume 353, Pages 205-219 Global geometric similarity scheme for feature selection in fault diagnosis EXPERT SYSTEMS WITH APPLICATIONS[0957-4174], Published 2014, Volume 41, Issue 8, Pages 3585-3595 Crack cause analysis of pulverizing wheel in fan mill of 600 MW steam turbine unit ENGINEERING FAILURE ANALYSIS[1350-6307], Published 2014, Volume 42, Pages 60-73 Coupled Torsional Vibration and Fatigue Damage of Turbine Generator Due to Grid Disturbance JOURNAL OF ENGINEERING FOR GAS TURBINES AND POWER-TRANSACTIONS OF THE ASME[0742-4795], Published 2014, Volume 136, Issue 6, Failure analysis of fan mill in thermal power plant MFPT 2014 Conference: Technology Solutions for Affordable Sustainment, Published 2014, Crack modeling of rotating blades with cracked hexahedral finite element method MECHANICAL SYSTEMS AND SIGNAL PROCESSING[0888-3270], Published 2014, Volume 46, Issue 2, Pages 406-423 Identification of multi-concurrent fault in a steam turbine rotor system using model-based method Proceedings of the ASME Turbo Expo, Published 2013, Volume 7, Experimental study on lateral and torsional vibration of cracked rotor with torsional excitation Proceedings of the ASME Turbo Expo, Published 2013, Volume 7, Short-term prediction of wind power using EMD and chaotic theory COMMUNICATIONS IN NONLINEAR SCIENCE AND NUMERICAL SIMULATION[1007-5704], Published 2012, Volume 17, Issue 2, Pages 1036-1042 Application of the intrinsic time-scale decomposition method to fault diagnosis of wind turbine bearing JOURNAL OF VIBRATION AND CONTROL[1077-5463], Published 2012, Volume 18, Issue 2, Pages 240-245 Torsional vibration and fatigue evaluation in repairing the worn shafting of the steam turbine ENGINEERING FAILURE ANALYSIS[1350-6307], Published 2012, Volume 26, Pages 1-11 Improved blade tip timing in blade vibration monitoring with torsional vibration of the rotor Journal of Physics: Conference Series[1742-6588], Published 2012, Volume 364, Issue 1, Bearing fault feature extraction of wind turbine based on intrinsic time-scale decomposition Dianli Xitong Zidonghua/Automation of Electric Power Systems[1000-1026], Published 2012, Volume 36, Issue 5, Pages 41-102 Fault classification rules extraction of wind turbine with C4.5 algorithm Technical Program for MFPT 2012, The Prognostics and Health Management Solutions Conference - PHM: Driving Efficient Operations and Maintenance, Published 2012, Failure mechanism and fault diagnosis of power equipment Technical Program for MFPT 2012, The Prognostics and Health Management Solutions Conference - PHM: Driving Efficient Operations and Maintenance, Published 2012, Degradation based condition classification and prediction in rotating machinery prognostics Diagnostics and Prognostics of Engineering Systems: Methods and Techniques, Published 2012, Pages 189-203 Machine Condition Classification Using Deterioration Feature Extraction and Anomaly Determination IEEE TRANSACTIONS ON RELIABILITY[0018-9529], Published 2011, Volume 60, Issue 1, Pages 41-48 Wind farm power prediction based on wavelet decomposition and chaotic time series EXPERT SYSTEMS WITH APPLICATIONS[0957-4174], Published 2011, Volume 38, Issue 9, Pages 11280-11285 Crack growth prediction of the steam turbine generator shaft Journal of Physics: Conference Series[1742-6588], Published 2011, Volume 305, Issue 1, Bearing fault diagnosis based on ITD and LS-SVM for wind turbine Dianli Zidonghua Shebei/Electric Power Automation Equipment[1006-6047], Published 2011, Volume 31, Issue 9, Pages 10-13 Dimensionality reduction analysis in condition classification of prognostics Technical Program for MFPT: The Applied Systems Health Management Conference 2011: Enabling Sustainable Systems, Published 2011, Numerical analysis of coupled lateral and torsional vibrations of a vertical unbalanced rotor Applied Mechanics and Materials[1660-9336], Published 2010, Volume 20-23, Pages 352-357 The influence of damping coefficient on vibration characteristic of a rub-impact rotor under axial thrust Applied Mechanics and Materials[1660-9336], Published 2010, Volume 20-23, Pages 358-363 Condition classification and tendency prediction for prognostics using feature extraction and reconstruction 2010 Prognostics and System Health Management Conference, PHM '10, Published 2010, The strength design and check of turbine generator based on FEA and fatigue evaluation Advanced Materials Research[1022-6680], Published 2010, Volume 97-101, Pages 3165-3168 Fatigue damage of turbine generator shafting caused by subsynchronous oscillations Dianli Xitong Zidonghua/Automation of Electric Power Systems[1000-1026], Published 2010, Volume 34, Issue 15, Pages 19-22 Study on stress and strain for fatigue cumulation evaluation in turbine generator shafts due to torsional vibration COMADEM 2010 - Advances in Maintenance and Condition Diagnosis Technologies Towards Sustainable Society, Proc. 23rd Int. Congr. Condition Monitoring and Diagnostic Engineering Management, Published 2010, Pages 441-447 Nonlinear dynamic characteristic analysis of a vertical mass unbalanced rotor COMADEM 2010 - Advances in Maintenance and Condition Diagnosis Technologies Towards Sustainable Society, Proc. 23rd Int. Congr. Condition Monitoring and Diagnostic Engineering Management, Published 2010, Pages 401-407 Vibration characteristics on a wind turbine rotor using modal and harmonic analysis of FEM Proceedings of 2010 World Non-Grid-Connected Wind Power and Energy Conference, WNWEC 2010, Published 2010, Pages 112-116 Correlation analysis of oil temperature trend for wind turbine gearbox Proceedings of the ASME Design Engineering Technical Conference, Published 2010, Volume 3, Pages 719-722 Fatigue damage evaluation of turbine generator due to multi-mode subsynchronous oscillation Proceedings of the ASME Design Engineering Technical Conference, Published 2010, Volume 3, Pages 711-718 Condition classification and tendency prediction using Learning Vector Quantization neural network and feature mapping method 6th International Conference on Condition Monitoring and Machinery Failure Prevention Technologies 2009, Published 2009, Volume 1, Pages 202-212 Application of RBF and Elman Neural Networks on condition prediction in CBM Advances in Intelligent and Soft Computing[1867-5662], Published 2009, Volume 56, Pages 847-855

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