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个人简介

教育背景 1979.09-1983.07,沈阳机电学院(沈阳工业大学)电子工程系,工学学士 1986.09-1989.01,哈尔滨工业大学电气工程系,工学硕士 1991.09-1994.11,哈尔滨工业大学航天工程与力学系,工学博士 工作履历 1983.07-1986.08,哈尔滨电工仪表研究所,技术员、助理工程师 1989.01-1991.08,哈尔滨电工仪表研究所,工程师 1994.12-1996.12,清华大学热能工程系,博士后 1997.01-1997.06,清华大学热能工程系,讲师 1997.07-2005.12,清华大学热能工程系,副教授 2001.10-2001.12,法国国家科研中心CNRS(Nancy)合作研究 2005.12- 现在, 清华大学热能工程系,教授 学术兼职 1998.10- 现在,中国振动工程学会故障诊断专业委员会,常务理事 2005.09- 现在,联合国工业发展组织(UNIDO)中国投资与技术促进处第六届绿色产业专家委员会委员 2007.11- 现在,中国可再生能源学会风能专业委员会(中国风能协会)会员 2008.12-现在,中国振动工程学会转子动力学专业委员会委员 2009.10- 现在,美国机械工程师协会(ASME)会员 奖励与荣誉 “大型机组性能与振动远程在线监测与诊断系统”获1998年度国家科学技术进步二等奖,主要完成者 “大型机组性能与振动远程在线监测与诊断系统”获1997年度电力部科学技术进步一等奖,主要完成者 “汽轮发电机组监测与诊断系统”获1992年度机电部科学技术进步一等奖,主要完成者 “高空模拟试车台监控系统”获2000年度中国燃气涡轮研究院科技进步三等奖,主要完成者 “350MW火电机组全工况实时仿真与多功能在线综合研究系统”获1999年度教育部科学技术进步三等奖,主要完成者 1998年度清华大学优秀博士后奖

研究领域

动力系统故障诊断、风力发电技术

近期论文

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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, 深度嵌入度量学习的机械跨工况故障识别方法 振动工程学报[1004-4523], Published 2023, Volume 36, Issue 2, Pages 565-573 基于LSTM-BO和SPRT的风电机组故障演化过程分析 风机技术[1006-8155], Published 2023, Volume 65, Issue 2, Pages 76-84 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, A hierarchical scheme for remaining useful life prediction with long short-term memory networks Neurocomputing[0925-2312], Published 2022, Volume 487, Pages 22-33 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, A low-frequency fault detection method for low-speed planetary gearbox based on acoustic signals Applied Acoustics[0003-682X], Published 2022, Volume 195, Numerical and Experimental Study on Rod-Fastened Rotor Dynamics Using Semi-Analytical Elastic-Plastic Model JOURNAL OF ENGINEERING FOR GAS TURBINES AND POWER-TRANSACTIONS OF THE ASME[0742-4795], Published 2022, Volume 144, Issue 6, 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 基于Ebsilon的槽式光热发电回热循环性能分析 热科学与技术[1671-8097], Published 2022, Volume 21, Issue 4, Pages 364-372 An Ultra-Short-Term and Short-Term Wind Power Forecasting Approach Based on Optimized Artificial Neural Network with Time Series Reconstruction 2022 4th International Conference on Smart Power and Internet Energy Systems, SPIES 2022, Published 2022, Pages 2068-2073 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 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, Fault detection of complex planetary gearbox using acoustic signals Measurement: Journal of the International Measurement Confederation[0263-2241], Published 2021, Volume 178, 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 α-Fe surface: Molecular dynamic simulations International Journal of Mechanical Sciences[0020-7403], Published 2021, Volume 204, Damage identification of wind turbine blades with deep convolutional neural networks Renewable Energy[0960-1481], Published 2021, Volume 174, Pages 122-133 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, 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 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, Dynamic characteristics analysis of a dual-rotor system with inter-shaft bearing PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART G-JOURNAL OF AEROSPACE ENGINEERING[0954-4100], Published 2019, Volume 233, Issue 3, Pages 1147-1158 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 Fault diagnosis of wind turbine based on Long Short-term memory networks  Renewable Energy[0960-1481], Published 2019, Volume 133, Pages 422-432 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 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 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 Application of Variational Mode Decomposition to Feature Isolation and Diagnosis in a Wind Turbine Journal of Vibrational Engineering and Technologies[2523-3920], Published 2019, Volume 7, Issue 6, Pages 639-646 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 FAULT DIAGNOSIS OF MULTISTAGE CENTRIFUGAL PUMP UNIT USING NON-LOCAL MEANS-BASED VIBRATION SIGNAL DENOISING  EKSPLOATACJA I NIEZAWODNOSC-MAINTENANCE AND RELIABILITY[1507-2711], Published 2019, Volume 21, Issue 4, Pages 539-545 Deep learning approach considering imbalanced data for health condition monitoring in wind turbine Proceedings of the 26th International Congress on Sound and Vibration, ICSV 2019, Published 2019, 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, Vibration modelling and verification for rotor-support-casing coupling system with misalignment fault International Journal of Acoustics and Vibrations[1027-5851], Published 2019, Volume 24, Issue 3, Pages 511-519 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 A Novel Framework for Machine Remaining Useful Life Prediction Based on Time Series Analysis 2019 Prognostics and System Health Management Conference, PHM-Qingdao 2019, Published 2019, Dual-Tree Complex Wavelet Transform and SVD-Based Acceleration Signals Denoising and its Application in Fault Features Enhancement for Wind Turbine Journal of Vibrational Engineering and Technologies[2523-3920], Published 2019, Volume 7, Issue 4, Pages 311-320 Effects of Rub-Impact on Vibration Response of a Dual-Rotor System-Theoretical and Experimental Investigation Experimental Techniques[0732-8818], Published 2019, Vibration response characteristics of a dual-rotor with unbalance-misalignment coupling faults: Theoretical analysis and experimental study Mechanism and Machine Theory[0094-114X], Published 2018, Volume 125, Pages 207-219 Intelligent fault diagnosis method for rotating machinery via dictionary learning and sparse representation-based classification Measurement: Journal of the International Measurement Confederation[0263-2241], Published 2018, Volume 118, Pages 181-193 Comparison of random forest, artificial neural networks and support vector machine for intelligent diagnosis of rotating machinery  TRANSACTIONS OF THE INSTITUTE OF MEASUREMENT AND CONTROL[0142-3312], Published 2018, Volume 40, Issue 8, Pages 2681-2693 An unsupervised spatiotemporal graphical modeling approach for wind turbine condition monitoring RENEWABLE ENERGY[0960-1481], Published 2018, Volume 127, Pages 230-241 Simulation and experimental analysis of rolling element bearing fault in rotor-bearing-casing system Engineering Failure Analysis[1350-6307], Published 2018, Volume 92, Pages 205-221 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 Screw Remaining Life Prediction Based on Quantum Genetic Algorithm and Support Vector Machine  SHOCK AND VIBRATION[1070-9622], Published 2017, Volume 2017, Casing Vibration Fault Diagnosis Based on Variational Mode Decomposition, Local Linear Embedding, and Support Vector Machine  SHOCK AND VIBRATION[1070-9622], Published 2017, Volume 2017, 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, Intelligent Diagnosis Method for Rotating Machinery Using Dictionary Learning and Singular Value Decomposition  SENSORS[1424-8220], Published 2017, Volume 17, Issue 4, Rotating machinery fault diagnosis for imbalanced data based on decision tree and fast clustering algorithm  JOURNAL OF VIBROENGINEERING[1392-8716], Published 2017, Volume 19, Issue 6, Pages 4247-4259 Vibration response analysis of rubbing faults on a dual-rotor bearing system ARCHIVE OF APPLIED MECHANICS[0939-1533], Published 2017, Volume 87, Issue 11, Pages 1891-1907 基于云平台的动力设备远程故障诊断系统研究 制造业自动化[1009-0134], Published 2017, Issue 07, Pages 6-9+14 Study of the Dynamics of the Planetary Gear with Typical Tooth Break Faults Zhendong Ceshi Yu Zhenduan/Journal of Vibration, Measurement and Diagnosis[1004-6801], Published 2017, Volume 37, Issue 4, Pages 756-762 Dynamics of rub-impact of dual-rotor systems and the experimental verification based on vibration accelerations measurement Zhendong yu Chongji/Journal of Vibration and Shock[1000-3835], Published 2017, Volume 36, Issue 14, Effects of tooth breakage size and rotational speed on the vibration response of a planetary gearbox Applied Sciences (Switzerland)[2076-3417], Published 2017, Volume 7, Issue 7, Feature dimension reduction method of rolling bearing based on quantum genetic algorithm Proceedings of 2016 Prognostics and System Health Management Conference, PHM-Chengdu 2016, Published 2017, Degradation state assessment of rolling bearing based on variational mode decomposition and energy distribution Key Engineering Materials[1013-9826], Published 2017, Volume 754 KEM, Pages 371-374 Misalignment fault detection in dual-rotor system based on time frequency techniques MFPT 2017 Annual Conference: 50 Years of Failure Prevention Technology Innovation, Published 2017, Rotating Machinery Fault Diagnosis for Imbalanced Data Based on Fast Clustering Algorithm and Support Vector Machine Journal of Sensors[1687-725X], Published 2017, Volume 2017, An Improved Rigid Multibody Model for the Dynamic Analysis of the Planetary Gearbox in a Wind Turbine  SHOCK AND VIBRATION[1070-9622], Published 2016, The Fault Feature Extraction of Rolling Bearing Based on EMD and Difference Spectrum of Singular Value  SHOCK AND VIBRATION[1070-9622], Published 2016, Prediction of Vibration in Steam Turbine Shafting with Support Vector Machine PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON COMPUTER SCIENCE AND ENGINEERING TECHNOLOGY (CSET2015), MEDICAL SCIENCE AND BIOLOGICAL ENGINEERING (MSBE2015), Published 2016, Pages 47-52 Dynamic characteristics of rotor system and rub-impact fault feature research based on casing acceleration  JOURNAL OF VIBROENGINEERING[1392-8716], Published 2016, Volume 18, Issue 3, Pages 1525-1539 Dynamic Model and Fault Feature Research of Dual-Rotor System with Bearing Pedestal Looseness  MATHEMATICAL PROBLEMS IN ENGINEERING[1024-123X], Published 2016, Dynamic Characteristics and Experimental Research of Dual-Rotor System with Rub-Impact Fault  SHOCK AND VIBRATION[1070-9622], Published 2016, Rolling Bearing Fault Diagnostic Method Based on VMD-AR Model and Random Forest Classifier  SHOCK AND VIBRATION[1070-9622], Published 2016, Dynamic response of rub caused by a shedding annular component happening in a steam turbine  SHOCK AND VIBRATION[1070-9622], Published 2015, 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, 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 Study on the Prediction Methods of Aero Engine Fault Parameters PROCEEDINGS OF THE 2015 INTERNATIONAL POWER, ELECTRONICS AND MATERIALS ENGINEERING CONFERENCE[2352-5401], Published 2015, Volume 17, Pages 441-446 Numerical Integration and Complex Trend Term Elimination of Acceleration Signal in Fault Diagnosis PROCEEDINGS OF THE 2015 INTERNATIONAL POWER, ELECTRONICS AND MATERIALS ENGINEERING CONFERENCE[2352-5401], Published 2015, Volume 17, Pages 501-506 Wind Turbine Fault Diagnosis System Based on A Fuzzy Expert System PROCEEDINGS OF THE 2015 INTERNATIONAL POWER, ELECTRONICS AND MATERIALS ENGINEERING CONFERENCE[2352-5401], Published 2015, Volume 17, Pages 530-535 Natural Frequency and Dynamic Response of Rotor System of Steam Turbine Modelled with Euler-Bernoulli Beam PROCEEDINGS OF THE 2015 INTERNATIONAL POWER, ELECTRONICS AND MATERIALS ENGINEERING CONFERENCE[2352-5401], Published 2015, Volume 17, Pages 602-607 Dynamic Response of Rubbing Happening in a Flexible Rotor-Bearing System PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON ELECTRICAL, AUTOMATION AND MECHANICAL ENGINEERING (EAME 2015)[2352-5401], Published 2015, Volume 13, Pages 168-171 Bearing fault diagnosis of wind turbine based on intrinsic time-scale decomposition frequency spectrum PROCEEDINGS OF THE INSTITUTION OF MECHANICAL ENGINEERS PART O-JOURNAL OF RISK AND RELIABILITY[1748-006X], Published 2014, Volume 228, Issue 6, Pages 558-566 Coupled torsional vibration and fatigue damage of turbine generator due to grid disturbance Journal of Engineering for Gas Turbines and Power[0742-4795], Published 2014, Volume 136, Issue 6, 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 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 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 Degradation based condition classification and prediction in rotating machinery prognostics Published 2013, Design of distributed energy system based on artificial neural network approach PROCEEDINGS OF THE 2013 FOURTH INTERNATIONAL CONFERENCE ON INTELLIGENT CONTROL AND INFORMATION PROCESSING (ICICIP), Published 2013, Pages 437-442 Experimental study on lateral and torsional vibration of cracked rotor with torsional excitation Proceedings of the ASME Turbo Expo, Published 2013, Volume 7 A, 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 A, Short-term wind speed and power prediction using fuzzy information granulation-support vector machine PROGRESS IN RENEWABLE AND SUSTAINABLE ENERGY, PTS 1 AND 2[1022-6680], Published 2013, Volume 608-609, Pages 814-817 Transient dynamics analysis on main shaft of wind turbine Proceedings of the ASME Turbo Expo, Published 2013, Volume 8, 超临界600mw机组汽轮机转子蠕变特性研究 热力发电, Published 2013, Issue 12, 基于决策树分类算法和专家系统的风力发电机齿轮箱故障识别方法 广东电力[1007-290X], Published 2013, Issue 4, 基于模型的双转子-支撑系统快速故障识别方法 航空动力学报, Published 2013, Issue 12, 鱼刺图分析法在汽轮机超速事故预防中的应用 广东电力[1007-290X], Published 2013, Issue 2, Application of fuzzy-rough set theory and improved SMO algorithm in aircraft engine vibration fault diagnosis Proceedings of IEEE 2012 Prognostics and System Health Management Conference, PHM-2012, Published 2012, 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 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 41-44+102 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, Fault classification rules extraction of wind turbine based on C4.5 algorithm Technical Program for MFPT 2012, The Prognostics and Health Management Solutions Conference - PHM: Driving Efficient Operations and Maintenance, Published 2012, 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, Finite element analysis for MW wind turbine tower Applied Mechanics and Materials[1660-9336], Published 2012, Volume 130-134, Pages 124-127 Improved blade tip timing in blade vibration monitoring with torsional vibration of the rotor  25TH INTERNATIONAL CONGRESS ON CONDITION MONITORING AND DIAGNOSTIC ENGINEERING (COMADEM 2012)[1742-6588], Published 2012, Volume 364, Pages - Numerical simulation on small scale Straight-blade and Twisted-blade vertical axis wind t FUTURE MATERIAL RESEARCH AND INDUSTRY APPLICATION, PTS 1 AND 2[1022-6680], Published 2012, Volume 455-456, Pages 334-338 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 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 大型汽轮机保安系统故障树分析 - failure tree analysis of security system in large steam turbine 华东电力[1001-9529], Published 2012, Volume 40, Issue 1, 航空发动机故障特征仿真研究 - fault analysis and simulation for Aero-Engine 计算机仿真[1006-9348], Published 2012, Volume 29, Issue 4, 基于mw级风力机齿轮啮合的有限元分析 机械设计与制造[1001-3997], Published 2012, Issue 6, 基于固有时间尺度分解的风电机组轴承故障特征提取 - bearing fault feature extraction of wind turbine based on intrinsic Time-scale decomposition 电力系统自动化[1000-1026], Published 2012, Volume 36, Issue 5, 基于灰色理论的汽轮机振动预测 热力发电[1002-3364], Published 2012, Issue 10, Application of the ensemble empirical mode decomposition and Hilbert transform to pedestal looseness study of direct-drive wind turbine ENERGY[0360-5442], Published 2011, Volume 36, Issue 9, Pages 5508-5520 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 Crack growth prediction of the steam turbine generator shaft  9TH INTERNATIONAL CONFERENCE ON DAMAGE ASSESSMENT OF STRUCTURES (DAMAS 2011)[1742-6588], Published 2011, Volume 305, Pages - Dimensionality reduction analysis in condition classification of prognostics Technical Program for MFPT: The Applied Systems Health Management Conference 2011: Enabling Sustainable Systems, Published 2011, Direct-drive wind turbine fault diagnosis based on support vector machine and multi-source information Dianwang Jishu/Power System Technology[1000-3673], Published 2011, Volume 35, Issue 4, Pages 117-122 Fault diagnosis of direct-drive wind turbine based on support vector machine  9TH INTERNATIONAL CONFERENCE ON DAMAGE ASSESSMENT OF STRUCTURES (DAMAS 2011)[1742-6588], Published 2011, Volume 305, Pages - Fault diagnosis of spherical roller bearing of direct-drive wind turbine based on decision fusion Dianwang Jishu/Power System Technology[1000-3673], Published 2011, Volume 35, Issue 7, Pages 36-41 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 基于ITD和LS-SVM的风力发电机组轴承故障诊断 - bearing fault diagnosis based on itd and LS-SVM for wind turbine 电力自动化设备[1006-6047], Published 2011, Volume 31, Issue 9, 基于mw级风力发电机塔架的有限元分析 - finite element analysis for mw wind turbine tower 机械设计与制造[1001-3997], Published 2011, Issue 5, 基于决策融合的直驱风力发电机组轴承故障诊断 - fault diagnosis of spherical roller bearing of Direct-Drive wind turbine based on decision fusion 电网技术[1000-3673], Published 2011, Volume 35, Issue 7, 基于支持向量机和多源信息的直驱风力发电机组故障诊断 - Direct-Drive wind turbine fault diagnosis based on support vector machine and Multi-Source information 电网技术[1000-3673], Published 2011, Volume 35, Issue 4, Application of back propagation neural network to fault diagnosis of direct-drive wind turbine Proceedings of 2010 World Non-Grid-Connected Wind Power and Energy Conference, WNWEC 2010, Published 2010, Pages 101-105 Condition classification and tendency prediction for prognostics using feature extraction and reconstruction 2010 PROGNOSTICS AND SYSTEM HEALTH MANAGEMENT CONFERENCE, Published 2010, Pages 64-70 Correlation analysis of oil temperature trend for wind turbine gearbox PROCEEDINGS OF THE ASME INTERNATIONAL DESIGN ENGINEERING TECHNICAL CONFERENCES AND COMPUTERS AND INFORMATION IN ENGINEERING CONFERENCE, DETC 2010, VOL 3, A AND B, Published 2010, Pages 719-722 Experimental investigation and analysis for gearbox fault Proceedings of 2010 World Non-Grid-Connected Wind Power and Energy Conference, WNWEC 2010, Published 2010, Pages 91-96 Fatigue damage evaluation of turbine generator due to MULTI-MODE subsynchronous oscillation PROCEEDINGS OF THE ASME INTERNATIONAL DESIGN ENGINEERING TECHNICAL CONFERENCES AND COMPUTERS AND INFORMATION IN ENGINEERING CONFERENCE, DETC 2010, VOL 3, A AND B, Published 2010, Pages 711-718 Modal analysis of wind turbine tower Proceedings of 2010 World Non-Grid-Connected Wind Power and Energy Conference, WNWEC 2010, Published 2010, Pages 170-172 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 Numerical analysis of coupled lateral and torsional vibrations of a vertical unbalanced rotor INFORMATION TECHNOLOGY FOR MANUFACTURING SYSTEMS, PTS 1 AND 2, Published 2010, Pages 352-357 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 The influence of damping coefficient on vibration characteristic of a rub-impact rotor under axial thrust INFORMATION TECHNOLOGY FOR MANUFACTURING SYSTEMS, PTS 1 AND 2, Published 2010, Pages 358-363 The strength design and check of turbine generator based on fea and fatigue evaluation MANUFACTURING SCIENCE AND ENGINEERING, PTS 1-5[1022-6680], Published 2010, Volume 97-101, Pages 3165-3168 Torsional vibration analysis and stress calculation for the fault 600mw steam turbine generator shaft system PROCEEDINGS OF THE ASME INTERNATIONAL DESIGN ENGINEERING TECHNICAL CONFERENCES AND COMPUTERS AND INFORMATION IN ENGINEERING CONFERENCE, VOL 1, PTS A AND B, Published 2010, Pages 103-110 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 次同步振荡引起的发电机组轴系疲劳损伤 - fatigue damage of turbine generator shafting caused by subsynchronous oscillations 电力系统自动化[1000-1026], Published 2010, Issue 15, 发电设备运行参数预测方法研究 Published 2010, 风力发电机组远程监测与诊断系统研究与开发 Published 2010, 风力发电机组运行状态的混沌特性识别及其趋势预测 - chaotic characteristics identification and trend prediction of running state for wind turbine 电力自动化设备[1006-6047], Published 2010, Issue 3, 风力机圆柱齿轮动态特性研究 Published 2010, 航空发动机常见气路故障和振动故障特征分析 Published 2010, 小波变换在风力机齿轮箱故障特征提取中的应用 Published 2010, Application of Hilbert-Huang Transform Method on Fault Diagnosis for Wind Turbine Rotor DAMAGE ASSESSMENT OF STRUCTURES VIII[1013-9826], Published 2009, Volume 413-414, Pages 159-166 Application of RBF and Elman Neural Networks on Condition Prediction in CBM SIXTH INTERNATIONAL SYMPOSIUM ON NEURAL NETWORKS (ISNN 2009)[1867-5662], Published 2009, Volume 56, Pages 847-855 Research on Fault Mechanism of Icing of Wind Turbine Blades 2009 WORLD NON-GRID-CONNECTED WIND POWER AND ENERGY CONFERENCE, Published 2009, Pages 356-359 Research on wind power forecasting method using phase space reconstruction and artificial neural network 2009 INTERNATIONAL CONFERENCE ON SUSTAINABLE POWER GENERATION AND SUPPLY, VOLS 1-4, Published 2009, Pages 1107-1111 Shaft crack analysis and diagnosis for the 600mw steam turbine generator DAMAGE ASSESSMENT OF STRUCTURES VIII[1013-9826], Published 2009, Volume 413-414, Pages 591-598 Study on Modeling and Simulation of Non-grid-connected Wind Turbine 2009 WORLD NON-GRID-CONNECTED WIND POWER AND ENERGY CONFERENCE, Published 2009, Pages 292-296 Test system of a small wind turbine under laboratory conditions 2009 WORLD NON-GRID-CONNECTED WIND POWER AND ENERGY CONFERENCE, Published 2009, Pages 283-286 The influence of Wind Characteristic on Aeroelastic stability for wind turbine blades ICEET: 2009 INTERNATIONAL CONFERENCE ON ENERGY AND ENVIRONMENT TECHNOLOGY, VOL 1, PROCEEDINGS, Published 2009, Pages 888-892 The study of Aeroelastic stability for wind turbine blades 2009 INTERNATIONAL CONFERENCE ON SUSTAINABLE POWER GENERATION AND SUPPLY, VOLS 1-4, Published 2009, Pages 1237-1243 Theoretical and Experimental Study on Wind Wheel Unbalance for A Wind Turbine 2009 WORLD NON-GRID-CONNECTED WIND POWER AND ENERGY CONFERENCE, Published 2009, Pages 351-355 Application of Wavelet Neural Networks on Vibration Fault Diagnosis for Wind Turbine Gearbox ADVANCES IN NEURAL NETWORKS - ISNN 2008, PT 2, PROCEEDINGS[0302-9743], Published 2008, Volume 5264, Pages 313-320 Study on gas turbine thermodynamic component performance degradation assessment based on RBF and SOM Neural Networks Proceedings of the 2008 International Conference on Artificial Intelligence, ICAI 2008 and Proceedings of the 2008 International Conference on Machine Learning; Models, Technologies and Applications, Published 2008, Pages 52-57 风力发电机组常见故障机理分析 Published 2008, 风力发电机组振动监测与智能诊断系统开发 Published 2008, 风力机状态监测与故障诊断技术研究 - condition monitoring and fault diagnostic techniques for wind turbine 电网与清洁能源[1674-0009], Published 2008, Volume 24, Issue 9, Comparison of data mining and neural network methods on aero-engine vibration fault diagnosis FOURTH INTERNATIONAL CONFERENCE ON FUZZY SYSTEMS AND KNOWLEDGE DISCOVERY, VOL 4, PROCEEDINGS, Published 2007, Pages 143-147 Comparison of RBF neural network and support vector machine on aero-engine vibration fault diagnosis Key Engineering Materials[1013-9826], Published 2007, Volume 347, Pages 323-328 The design of vibration testing system based on lab VIEW for wind turbine NGCWP 2007 - Proceedings of 2007 Non-Grid-Connected Wind Power Systems - Wind Power Shanghai 2007 - Symposium on Non-Grid-Connected Wind Power, Published 2007, Pages 152-158 The design of vibration testing system based on LabVIEW for wind turbine PROCEEDINGS OF 2007 NON-GRID-CONNECTED WIND POWER SYSTEMS, Published 2007, Pages 152-158 Application of RBF and SOFM neural networks on vibration fault diagnosis for aero-engines ADVANCES IN NEURAL NETWORKS - ISNN 2006, PT 3, PROCEEDINGS[0302-9743], Published 2006, Volume 3973, Pages 414-419 Application of fuzzy SOFM neural network and rough set theory on fault diagnosis for rotating machinery ADVANCES IN NEURAL NETWORKS - ISNN 2005, PT 3, PROCEEDINGS[0302-9743], Published 2005, Volume 3498, Pages 561-566 Data mining for fault diagnosis and machine learning for rotating machinery DAMAGE ASSESSMENT OF STRUCTURES VI[1013-9826], Published 2005, Volume 293-294, Pages 175-182 基于模糊推理树的可视化知识库管理系统研究 山东电力技术[1007-9904], Published 2005, Issue 5, 基于时频等高图的汽轮发电机组振动故障诊断方法研究 中国电机工程学报[0258-8013], Published 2005, Volume 25, Issue 6, 大型汽轮发电机组高压转子低频振动故障分析 汽轮机技术[1001-5884], Published 2004, Volume 46, Issue 3, 基于粗糙集理论的旋转机械故障诊断方法 动力工程[1000-6761], Published 2004, Volume 24, Issue 1, 基于电厂实时数据平台pi的诊断技术研究 - study on diagnostic technology based on Real-Time database pi for power plants 振动工程学报[1004-4523], Published 2004, Issue z1, 基于小波变换的汽轮发电机组振动故障检测与诊断方法 汽轮机技术[1001-5884], Published 2004, Volume 46, Issue 4, 煤层气发电技术现状及我国煤层气发电存在的问题 中国煤层气[1672-3074], Published 2004, Volume 1, Issue 2, 汽流激振故障的分析及处理 汽轮机技术[1001-5884], Published 2004, Volume 46, Issue 2, 柔性转子-轴承系统的非线性动力学分析 - nonlinear dynamic analysis of flexible rotor supported by short journal bearing 振动工程学报[1004-4523], Published 2004, Issue z1, 信息融合技术在汽轮发电机组故障诊断中的应用 - application of information fusion techniques on faults diagnosis for the stream turbine 振动工程学报[1004-4523], Published 2004, Issue z1, Fractal geometry and its application to vibration faults diagnosis for rotating machinery KEY ENGINEERING MATERIALS[1013-9826], Published 2003, Volume 245-2, Pages 265-272 某电厂200mw机组不稳定振动原因分析及处理 Published 2003, 汽轮发电机组故障特征分析与仿真 汽轮机技术[1001-5884], Published 2003, Volume 45, Issue 1, 小波变换在横向裂纹转子升速过程状态监测中的应用 中国电机工程学报[0258-8013], Published 2003, Volume 23, Issue 5, 旋转机械振动故障诊断知识库的研究与实现 汽轮机技术[1001-5884], Published 2003, Volume 45, Issue 1, 汽轮机组非平衡运行过程振动数据的时间序列分析 机械强度[1001-9669], Published 2002, Volume 24, Issue 2, 汽轮机组非平稳运行过程振动数据的时间序列分析 机械强度[1001-9669], Published 2002, Issue 2, 时频等高图在旋转机械振动故障信号检测中的应用 机械强度[1001-9669], Published 2002, Volume 24, Issue 4, 火电厂安全经济运行综合管理系统的构建 汽轮机技术[1001-5884], Published 2001, Volume 43, Issue 4, 基于intranet的发电机组远程监测与诊断系统 汽轮机技术[1001-5884], Published 2001, Volume 43, Issue 4, 利用最优小波包提取轴心轨迹故障特征 汽轮机技术[1001-5884], Published 2001, Volume 43, Issue 3, 模糊自组织神经网络在航空发动机故障诊断中的应用 航空动力学报[1000-8055], Published 2001, Volume 16, Issue 1, 汽轮机运行参数偏差对经济性能影响的分析方法 汽轮机技术[1001-5884], Published 2001, Volume 43, Issue 3, 汽轮机组平衡运行过程振动数据的ar(p)模型分析 汽轮机技术[1001-5884], Published 2001, Volume 43, Issue 1, 汽轮机组平稳运行过程振动数据的AR(p)模型分析 汽轮机技术[1001-5884], Published 2001, Issue 1, 电站热力系统远程在线监测与诊断网络系统 清华大学学报(自然科学版)[11-5154/N], Published 2000, Issue 2, 航空发动机高空试验台状态监测系统 航空发动机[1672-3147], Published 2000, Issue 1, 火电厂回热系统改造对整机热经济性的影响 汽轮机技术[1001-5884], Published 2000, Volume 42, Issue 4, 大型汽轮发电机组远程在线振动监测分析与诊断网络系统 动力工程[1000-6761], Published 1999, Volume 19, Issue 1, 分形几何及其在汽轮机组振动故障征兆提取中的应用 汽轮机技术[1001-5884], Published 1999, Volume 41, Issue 6, 模糊自组织神经网络在汽轮机转子故障诊断中的应用 热能动力工程[1001-2060], Published 1998, Issue 1, 性能监测分析与诊断系统在 350 mw 仿真机中的应用 清华大学学报(自然科学版)[1000-0054], Published 1998, Issue 8, 性能监测分析与诊断系统在35mw仿真机中的应用 清华大学学报:自然科学版[1000-0054], Published 1998, Volume 38, Issue 8, 大型电站锅炉远程监测与故障诊断系统的研究与应用 清华大学学报(自然科学版)[1000-0054], Published 1997, Issue S1, 大型电站性能与振动远程监测、分析与诊断系统 清华大学学报(自然科学版)[1000-0054], Published 1997, Issue S1, 基于windows的旋转机械振动监测分析与诊断软件系统 发电设备[1671-086X], Published 1997, Issue 5,

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