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《Acta Aeronautica Et Astronautica Sinica》 2005-06
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Some Studies in Aero-engine Fault Diagnosis Using Support Vector Machines

XU Qi-hua~1,SHI Jun~2(1.Electronic Engineering Department,Huaihai Institute of Technology,Lianyungang 222005,China)(2.College of Automatic Control,Northwestern Polytechnical University,Xi′an 710072,China)  
Support vector machines can avoid over-fitting and have better generalization ability as compared with neural networks.In this paper,the support vector machines based fault diagnosis algorithms are developed for aero-engines.The influence of kernel function is discussed and the chunking algorithms are analyzed.The methods are presented to select normalized parameter and kernel parameter.With the proposed algorithms,the support vector machines can give correct fault diagnosis results for the gas path components of an aero-engine.The results show that the fault diagnosis algorithms are also able to meet the application requirements and can keep robust when the measurement inputs are disturbed by noises.
【Fund】: 江苏省高校自然科学研究计划(04KJD510018);; 连云港市科技计划(GY200401)资助项目
【CateGory Index】: V263.6;
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Chinese Journal Full-text Database 7 Hits
1 XU Qi-hua1,GENG Shuai1,SHI Jun2 (1.College of Electronic Engineering, Huaihai Institute of Technology,Lianyungang Jiangsu 222005,China; 2.No.365 Institute,Northwestern Polytechnical University,Xi'an 710072,China);Fault diagnosis method for aero-engine based on SVM with large-scale training set[J];Journal of Aerospace Power;2011-12
2 FEI Cheng-wei AI Yan-ting WAN Lei LI Chuan(Liaoning Key Lab of Digital Technology Simulation and Test Technique,Shenyang Institute of Aeronautical Engineering,Liaoning Shenyang 110136);Fault diagnosis research on aero-engine whole-body vibration based on support vector machine[J];Journal of Shenyang Institute of Aeronautical Engineering;2010-02
3 XU Qi-hua1,SHI Jun2 (1. Electronic Engineering Department, Huaihai Institute of Technology, Lianyungang 222005,China) (2. College of Automatic Control, Northwestern Polytechnical University, Xi′an 710072,China);Fault Diagnosis for Aero-engine Applying a New Multi-class Support Vector Algorithm[J];中国航空学报(英文版);2006-03
4 Liu Zehua,Gao Yakui(First Aircraft Institute of AVIC,Xi'an 710089,China);Research of Fault Classification Based on Wavelet Packet-Characteristic Entropy and Support Vector Machines[J];Computer Measurement & Control;2010-09
5 XU Feng,ZHANG Shusheng The Key Lab of Contemporary Design and Integrated Manufacturing Technology,Ministry of Education,Northwestern Polytechnic University,Xi'an 710072,China;Semantic SOA framework orient to aviation repair[J];Computer Engineering and Applications;2013-02
6 TAN Wei;XU Jian;ZHANG Rui;Flight Theory Department,Naval Aviation Academy;Navy Station in Shenyang Military Representative Office on Engine;Mechanical and Electrical Engineering Shenyang Aerospace University;;Research on the assessment of engine performance deterioration based on KPCA[J];Journal of Shenyang Aerospace University;2014-03
7 GUAN Jiao-yue;AI Yan-ting;TIAN Jing;WANG Shuai;ZHOU Hai-lun;SUN Dan;GAO Hong-chi;Faculty of Aerospace Engineering,Shenyang Aerospace University;PLA Unit 75752 Element 76;;Diagnosis method for rolling bearing faults based on integration of information entropy distance[J];Journal of Shenyang Aerospace University;2015-04
Chinese Journal Full-text Database 4 Hits
1 XU Qi-hua~1,SHI Jun~2(1.Electronic Engineering Department, Huaihai Institute of Technology,Lianyungang222005;2.Automatic Control Department,Northwestern Polytechnical University,Xi'an710072,China);Aero-Engine Fault Diagnosis Based on Support Vector Machine[J];Journal of Aerospace Power;2005-02
2 CHEN Tian 1, SUN Jian guo 1, YANG Wei hua 1 , QIN Hai bo 2 , ZHUO Gang 1 (1.The College of Energy and Power Engineering, Nangjing University of Aeronantics and Astronantics, Nanjing 210016, China) (2. 614 Research Institute, Wuxi 214063, China);Self-Organizing Neural Network Based Fault Diagnosis for Aeroengine Gas Path[J];Acta Aeronautica Et Astronautica Sinica;2003-01
3 WANG Xiao-dan, WANG Ji-qin (The Missile Institute, Air Force Engineering University, Sanyuan, Shaanxi 713800, China);Research and Application of Support Vector Machine[J];Journal of Air Force Engineering University(Natural Science Edition);2004-03
4 XU Jian-hua~1, ZHANG Xue-gong~2, LI Yan-da~2 (1.School of Mathematical and Computer Science, Nanjing Normal University, Nanjing 210097, China; 2.Department of Automation, Tsinghua University, Beijing 100084, China.);Advances in support vector machines[J];Control and Decision;2004-05
Chinese Journal Full-text Database 10 Hits
1 Yang Bo1,Zheng Yingren1,Tang Xiaosong1,Li Anhong2(1.Department of Civil Engineering,Chongqing Geological Hazard Prevention and Treatment Center,Chongqing 400041,China;2.China Railway Eryuan Engineering Group Co.Ltd,Chengdn 610031,China);Application of Artificial Intelligence in the Design of Full-length Anti-slide Pile[J];Chinese Journal of Underground Space and Engineering;2010-02
2 Tang Xiaosong1,ZhengYingren1,Duan Yongsheng2,Li Anhong3 (1.Department of Civil Engineering,Logistical Engineering University,Chongqing 400041,China;2.Chongqing ExpresswayConstruction Group Company Ltd,Yudong Branch,Chongqing 401147,China;3.China Railway Eryuan EngineeringGroup Co.Ltd,Chengdu 610081,China);Application of Artificial Intelligence in the Design of Embedded Anti-slide Piles[J];Chinese Journal of Underground Space and Engineering;2010-02
3 LUO Ting-ting1,FAN Tai-hua2(College of Computer Science & Technology,Southwest University of Science & Technology,Mianyang 621010,China);Survey of SVM Kernel Function and Optimum[J];Ordnance Industry Automation;2007-10
4 DAI Hong-de1,CHEN Ming1,ZHOU Shao-lei2,LI Juan31.College of Automation,Northwestern Polytechnical University,Xi'an 710072,China;2.Department of Control Engineering,NAEI,Yantai Shandong 264001,China;3.College of Mathematics and Information,Lu Dong University,yantai Shandong 264025,China;Nonlinear Initial Alignment of Strapdown Inertial Navigation System Using LS-SVM[J];Chinese Journal of Sensors and Actuators;2007-07
5 TAN Kun,DU Pei-jun,ZHENG Hui(Department of Remote Sensing and Geographical Information Science,China University of Mining and Technology,Xuzhou 221008,China;Yanzhou Mining Bureau JiShan Coal Mine,Jining 272043,China);The application and research progress of SVM in spatial information processing[J];Science of Surveying and Mapping;2007-02
6 WANG Xiao-mei①,PANG Yun-feng②,Dup ei-jun①,TAN Kun①,LI Guang-li①(①Key Laboratory for Land Environment and Disaster Monitoring of SBSM,China University of Mining and Technology,Jiangsu Xuzhou 22116,China;②Department of Production,Longkou Mining Group,Shangdong Longkou 265700,China);Impacts of noises on the performance of support vector machine classifier for hyperspectral remote sensing image[J];Science of Surveying and Mapping;2011-02
7 ZHOU Yun-long,GU Yang-yang(Energy Resources and Power Engineering College,Northeast Dianli University,Jilin Jilin 132012);A New Approach to Identify the Two-phase Flow Patterns by Combined ICA with SVM[J];Journal of Northeast Dianli University;2012-01
8 Han Qingtian1,Yang Xinggen1, Zhang Zhenjia2(1. Department of Mechanical Engineering of NAEI, Yantai, 264001; 2.Beijing Power Generating Machinery Institute, Beijing, 100074);A Review of Neural Network Applied to Engine Status Monitoring and Fault Diagnosis[J];Missiles and Space Vehicles;2004-05
9 Han Quandong,Hu Xiaoping(College of Aerospace and Material Engineering,National University of Defense Technology,Changsha,410073);Application of Support Vector Machine in Steady State Fault Detection and Diagnosis of Liquid-propellant Rocket Engine[J];Missiles and Space Vehicles;2007-04
10 WANG Wei~1,LIU Yue~2,LI Guo-zheng~2,WU Geng-feng~2LIN Ming-zhou~1,MA Qin-zhong~1,ZHAO Li-fei~1(1.Earthquake Administration!of Shanghai Municipality,Shanghai 200062;2.School of Computer Engineering and Science,Shanghai University,Shanghai 200072,China);The support vector machine method for time sequence forecasting of strong earthquakes in China′s mainland[J];Earthquake;2005-04
China Proceedings of conference Full-text Database 10 Hits
1 Song Haiying ,Gui Weihua ,Yang Chunhua School of Information Science and Engineering,Central South University,Changsha,410083,P.R.China;Reduced Least Squares Support Vector Based on Kernel Partial Least Squares and Its Application Research[A];[C];2007
2 YUAN Conggui~(1,2),ZHANG Xinzheng~(1,2),CHEN Xu~3 1.Automation Department,Guangdong University of Technology,Guangzhou 511442,P.R.China 2.Guangzhou Vocational College of Technology & Business,Guangzhou 511442,P.R.China 3.School of Information and Electrical Engineering,Shandong University of Science and Technology,Qingdao 265510,P.R.China;Model for Prediction of Saltwater Intrusion Based on Partial Mutual Information and Fixed Size Least Squares Support Vector Machine[A];[C];2011
3 Chen Zhi-ming is with the Department of Electronic Science,Huizhou University,Huizhou,China.Hu Jue is with the Department of Electronic Science,Huizhou University,Huizhou,China.;Wastewater Treatment Prediction Based on Chaos-GA Optimized LS-SVM[A];[C];2011
4 ;Application of Decision Tree and SVM Methods in Fault Diagnosis of Liquid Rocket Engine[A];[C];2006
5 DONG Ze,JI Guo-rui,WANG Dong-feng,HAN Pu,XU Da-ping School of Control Science and Engineering,North China Electric Power University,Baoding,Hebei 071003,China;Wind speed forecasting error compensation based on confidence machine in wind farm[A];[C];2008
6 DONG Ze,JI Guo-rui,WANG Dong-feng,HAN Pu,XU Da-ping School of Control Science and Engineering,North China Electric Power University,Baoding,Hebei 071003,China;Wind speed tolerance intervals prediction based on inductive confidence machine in wind farm[A];[C];2008
7 Liu Bisen~1 Yao Yu~2 ~1(School of Application Mathematics, UEST of China, Chengdu 610054, China) ~2(Department of Computer Science, Sichuan Normal University, Chengdu 610016, China);RSVM Theory and Application on Tax Forecasting[A];[C];2005
8 He Peng,Wang Yalin,Gui Weihua,Yang Chunhua (School of Information Science and Engineering,Central South University,Changsha 410083,China);SVM Prediction for Compositions of Alumina Returns Based on Chaos Optimization[A];[C];2010
9 ZHANG Guo-yong, TIAN Jin-sin, GUO Zhi-da (School of Management,Harbin Institute of Technology,Harbin 150001 ,China);Study on the Improved Method of VaR Based on Support Vector Machine Imitation[A];[C];2006
10 Haipeng Pan Bo Chen Institute of Automation, Zhejiang Sci-Tech University Hangzhou, 310018, China;Intelligent Fault Diagnosis Based on ANN: A Review[A];[C];2012
Chinese Journal Full-text Database 10 Hits
1 ZHANG Yan-jun1,ZHANG Yan-bin1,CHENG Juan-juan2(1.Dept.of Artillery Engineering,Ordnance Engineering College,Shijiazhuang 050003,China;2.Shanxi Beifang Huifeng Electromechanical co.,Ltd,Changzhi,046012,China);Large-Scale Simulation Circuit Fault Diagnosis Method Based on Artificial Neural Network[J];Ordnance Industry Automation;2007-04
2 LIU Yu-jie, TAN Ye-shuang (Dept. of Optical & Electrical Engineering, Ordnance Engineering College, Shijiazhuang 050003, China);Study on Auto-Test Technology for Radio Station Circuit Board Based on VXI Bus[J];Ordnance Industry Automation;2008-09
3 JIA Zhi-yu,KANG Rui(Dept.of System Engineering of Engineering Technology,Beihang University,Beijing 100191,China);Forecasting Method of Spare Parts Consumption Based on ARIMA Model[J];Ordnance Industry Automation;2009-06
4 Chi Xiaozhu  Wang Jinsong  Jin Hongzhang  Wang Daming  (College of Automation, Harbin Engineering University, Harbin, 150001 ) (49th Research Institute, China Electronics Technology Group Corporation );A STUDY ON THE DYNAMIC CHARACTERISTICS OF ACCELEROMETERS WORKING ON GYRO FREE MICRO INERTIAL MEASUREMENT UNITS[J];Acta Armamentarii;2004-03
5 ZHAO Jian-yin,LIU Fang,SUN Quan,ZHOU Jing-lun(School of Information System and Management,National University of Defense Technology,Changsha 410073,Hunan,China);On-line Reliability Estimation and Performance Prediction for Metallized Film Pulse Capacitor[J];Acta Armamentarii;2006-02
6 WANG Xiao-na,WANG Shu-zong,ZHU Hua-bing(Department of Weaponry Engineering,Naval University of Engineering,Wuhan 430033,Hubei,China);Study on Models of Gyroscope-free Strap-down Inertial Navigation System[J];Acta Armamentarii;2006-02
7 HONG Jie ZHANG Da jun HAN Ji bin (Beijing University of Aeronautics and Astronautics,Dept. of Jet Propulsion);Design of Life Usage Monitoring System of Aeroengine Critical Part[J];JOURNAL OF BEIJING UNIVERSITY OF AERONAUTICS AND ASTRONAUTICS;2000-01
8 Liu Qiang Yin Li (School of Mechanical Engineering and Automation, Beijing University of Aeronautics and Astronautics, Beijing 100083, China);Study on an improved recursive partial least-squares modeling approach and application[J];Journal of Beijing University of Aeronautics and Astronautics;2003-07
9 Li XiaobaiCui XiulingLang Rongling(School of Electronics and Information Engineering,Beijing University of Aeronautics and Astronautics,Beijing 100083,China);Forecasting method for aeroengine performance parameters[J];Journal of Beijing University of Aeronautics and Astronautics;2008-03
10 Lü Yongle Lang Rongling Lu Hui Tan Zhanzhong(School of Electronics and Information Engineering,Beijing University of Aeronautics and Astronautics,Beijing 100191,China);Prediction of aeroengine's performance parameter combining RBFPN and FAR[J];Journal of Beijing University of Aeronautics and Astronautics;2010-02
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 MENG Fei,YANG Ji-en(Department of Aeronautics,The First Aeronautic Institute of Air Force,Xinyang 464000,China);Diagnosis and Troubleshooting of "No Fault Found" in Aviation Equipment[J];Telecommunication Engineering;2012-06
2 XIANG Fengtao,WANG Zhengzhi,YUE Da,WU Dimin(College of Mechatronic Engineering and Automation,NUDT,Changsha 410073,China);The Research on Error Separation Model of SINS Using Quaternion[J];Journal of Projectiles,Rockets,Missiles and Guidance;2011-01
3 DUAN Xiao-min;LI Jie;LIU Jun;Key Laboratory of Instrumentation Science and Dynamic Measurement,Ministry of Education,North University of China;;Influence of Air Lift on the Stability of Passive Partial Strapdown Platform[J];Acta Armamentarii;2014-11
4 CAI Wei;HU Min;DAI Xiu-jian;FENG Jun;Transportation College, Wuhan University of Technology;CIMC Ocean Engineering Design &Research Institute Co., Ltd.;;Application of Credibility of Knowledge Rule on Yacht Product Configuration System[J];Ship Engineering;2015-01
5 Zhang Jinchun;Zhang Jiabin;Li Chaoya;Li Rihua;Department of Basic, Naval Aeronautical & Astronautical University;Brigade of Postgraduate, Naval Aeronautical & Astronautical University;;Methods of Fault Diagnosis and Prevention of Equipment Based on Extenics and Data Mining Technology[J];Ordnance Industry Automation;2015-05
6 WANG Bing;ZHANG Hong-quan;SONG Kai;ZHANG Zhen-yu;College of Information and Communication Engineering,Harbin Engineering University;The 49th Research Institute,China Electron Technology Group Corporation;College of Automation,Harbin Engineering University;School of Electrical Engineering and Automation,Harbin Institute of Technology;The 703th Research Institute of China Shipbuilding Industry Corporation;;Fault diagnosis based on knowledge pushing in multi-sensor integration hydrogen detection system[J];Optics and Precision Engineering;2015-06
7 ZHANG Meng;ZHOU Dengji;ZHANG Huisheng;SU Ming;School of Mechanical Engineering,Shanghai Jiaotong University;;A Method to Diagnose the Performance Degradation of a Gas Turbine Based on Transient Process[J];Journal of Chinese Society of Power Engineering;2015-10
8 ZHANG Qiang,ZHANG Yong-feng,MA Shuang-yuan (China Flight Test Establishment,Shanxi Xi′an,710089);Modal analysis of high bypass turboengine fan blade[J];Journal of Shenyang Aerospace University;2011-03
9 WANG Jin-yu,SHENG Wen-wen(School of Economics and Management,Shenyang Aerospace University,Liaoning,Shenyang 110136);Correspondence analysis on the main causes of aircraft maintenance errors[J];Journal of Shenyang Aerospace University;2011-04
10 WANG Jian-feng,ZHANG Tian-hong,ZHU Chen-yu(School of Energy and Power Engineering,Nanjing University of Aeronautics and Astronautics,Nanjing 210016,China);Rapid Development of Control Algorithms for Aeroengine Digital Control System Based on Matlab[J];Measurement & Control Technology;2012-02
China Proceedings of conference Full-text Database 2 Hits
1 Chen Jiao,Wang Yonghong,Weng Shilie (Turbomachinary Institute,Shanghai Jiao Tong University,Minhang District,Shanghai 200240,China);Research on wavelet energy entropy in fault detection of sensor on gas turbines[A];[C];2010
2 GU Liang;ZHANG Di;GU Guo-hua;AVIC Shenyang Liming Aero-Engine(Group) Corporation Ltd.;Liaoning GEO-Engineering Group Corporation;;Research on Finding Reasons of Vibartion Fault Based on Projected Distance[A];[C];2014
【Secondary Citations】
Chinese Journal Full-text Database 6 Hits
1 Huang Xianghua and Sun Jianguo (2nd Dept.Nanjing University of Aeronautics and Astronautics,Nanjing 210016) Ilyasov B.G. and Vasilyev V.I. (UFA State Aviation Technical University);ANALYTICAL REDUNDANCY BASED ON AUTOASSOCIATIVE NEURAL NETWORK FOR AEROENGINE SENSORS[J];JOURNAL OF AEROSPACE POWER;1999-04
2 JIANG Dong-xiang,WANNG Feng-yu,ZHOU Ming,NI Wei-dou (Dept.of Thermal Engineering,Tsinghua University,Beijing100084,China);Application of Fuzzy Self-Organizing Neural Network to Aeroengine Fault Diagnosis[J];Journal of Aerospace Power;2001-01
3 ZHU Jiayuan1,DENG Zhenting2,ZHANG Hengxi1,QU Yuan1(1.Air Force Engineering University,Xi′an71038,China;2.Department of Air Force Military Acquirement in Chengdu,Chengdu610041,China);Aeroengine Fault Diagnosis Based on Self-Organizing Topology Maps[J];Journal of Aerospace Power;2002-05
4 CHEN Tian 1, SUN Jian guo 1, YANG Wei hua 1 , QIN Hai bo 2 , ZHUO Gang 1 (1.The College of Energy and Power Engineering, Nangjing University of Aeronantics and Astronantics, Nanjing 210016, China) (2. 614 Research Institute, Wuxi 214063, China);Self-Organizing Neural Network Based Fault Diagnosis for Aeroengine Gas Path[J];Acta Aeronautica Et Astronautica Sinica;2003-01
5 Yang Yun 1 Zhu Jiayuan 2 Zhang Hengxi 21 (Dept.of System Engineering,Beijing University of Aeronautics and Astronautics,Beijing100083) 2 (Dept.of Aircraft and Engine Engineering,Air Force Engineering University,Xi'an710038);Electronic Equipment Systems Intelligent Fault Diagnosis Based on New Machine Learning Approach[J];Computer Engineering and Applications;2003-22
6 LI Xiao Li LIU Ji Min SHI Zhong Zhi (Institute of Computing Technology, Chinese Academy of Sciences, Beijing 100080);A Chinese Web Page Classifier Based on Support Vector Machine and Unsupervised Clustering[J];Chinese Journal of Computers;2001-01
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