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《JOURNAL OF AEROSPACE POWER》 2000-02
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An Identification Model of Aeroengine Based on the RBF Network

Ding Kaifeng, Fan Siqi (7th Dept.Northwest Polytechnic University,Xi'an 710072,China)  
The identification model of aeroengine based on the Radial Basis Function network is set up by using the measured flight tests data as learning stylebook.The parameters of engine are identified at different flight heights by this method.The network is also compared with several Back Propagation networks.The results show that this method has the advantage of faster learning rate,higher identifying precision and better real time ability.It can be used on the engine on line identification.
【CateGory Index】: V233.7
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【References】
Chinese Journal Full-text Database 10 Hits
1 LI Yong-jin;ZHANG Hai-bo;ZHANG Tian-hong;Nanjing University of Aeronautics and Astronautics,Jiangsu Province Key Laboratory of Aerospace Power System;;Establishment and Application in Performance Seeking Control of an On-Board Adaptive Aero-Engine Model Considering Nonlinear Remainders[J];推进技术;2016-01
2 LEI Jie;PAN Pengfei;XU Yanzhi;Ma Mingming;Chinese Flight Test Establishment;;Rotor Speed Prediction Model on Acceleration of Turbofan Engine[J];航空科学技术;2015-06
3 SHI Hong 1,ZHANG Wei-liang 1,2,TIAN Zhong-xiao 2,LI Nan 1,2(Faculty of Aerospace Engineering,Shenyang Aerospace University 1,Shenyang 110136,P.R.China;93057 Troop of PLA 2,Jilin 132000,P.R.China);Research on Aero-engine Blades Damage Image Recognition Based on D-S Evidential Theory and RBF Network[J];科学技术与工程;2013-22
4 ZHANG Wei-liang,LI Nan,LI Ang,SHI Hong(Faculty of Aerospace Engineering,Shenyang Aerospace University,Shenyang 110136);Segmentation of blade damage image of aero-engine based on probabilistic neural networks[J];沈阳航空航天大学学报;2013-02
5 LI Xunliang1,MEN Lu2,ZHOU Shan2(1.Jiangsu Automation Research Institute,Lianyungang 222006,China;2.The No.91467 of PLA,Qingdao 266311,China);Application Research of GA-BP Neural Network in Condition Monitoring of Aero-engine[J];计测技术;2011-04
6 WANG Hai-tao,XIE Shou-sheng,HU Jin-hai,PENG Jing-bo(The Engineering Institute,Air Force Engineering University,Xi'an 710038,China);Dynamic acceleration process identification for turbofan engine using Volterra-Laguerre expansion model[J];航空动力学报;2009-02
7 WANG Zheng(Postgraduate Company 1,the Air Force Engineering University Engineering Institute,Xi'an 710038,China);A New Radial Basis Function Neural Network Application for Identification Model[J];机床与液压;2005-12
8 DING Jian, HU Jin-hai, XIE Shou-sheng, QIAN Kun (The Engineering Institute, Air Force Engineering University, Xi′an Shaanxi 710038, China);An Identification Model of Aeroengine Starting Process Based on RBF Network[J];空军工程大学学报(自然科学版);2005-04
9 WEI Xun-kai,LI Ying-hong,WANG Jian-ying,ZHANG Pu,LU Jian-ming(Engineering Institute,Air Force Engineering University,Xi'an710038,China);A Novel Aero-Engine Identification Model Based on Support Vector Machines[J];航空动力学报;2004-05
10 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];导弹与航天运载技术;2004-05
【Citations】
Chinese Journal Full-text Database 2 Hits
1 Liu Xiaoyong and Fan Siqi (7th Dept.Nothwestern Politechnical University,Xi′an 710072);AEROENGINE MODEL IDENTIFICATION WITH BACK-PROPAGATION NEURAL NETWORKS[J];航空动力学报;1996-02
2 Chen daguang and liu fusheng (4th Dept.,Beijing University of Aeronautics and Astronautics,Beijing 100083);AN ARTIFICIAL NEURAL NETWORK APPLIED TO AIRCRAFT GAS TURBINE DIAGNOSIS[J];航空动力学报;1994-04
【Co-citations】
Chinese Journal Full-text Database 10 Hits
1 GUO Zhengbo;WANG Jia;YIN Wenqiang;YAO Shanghong;SU Sanmai;Engine Department,Chinese Flight Test Establishment;School of Power and Energy, Northwestern Polytechnical University;;Identification of Aero-engine Starting Process Mathematical Model Based on NARMAX[J];航空科学技术;2016-05
2 LI Yong-jin;ZHANG Hai-bo;ZHANG Tian-hong;Nanjing University of Aeronautics and Astronautics,Jiangsu Province Key Laboratory of Aerospace Power System;;Establishment and Application in Performance Seeking Control of an On-Board Adaptive Aero-Engine Model Considering Nonlinear Remainders[J];推进技术;2016-01
3 ZHANG Wei-liang,LI Nan,LI Ang,SHI Hong(Faculty of Aerospace Engineering,Shenyang Aerospace University,Shenyang 110136);Segmentation of blade damage image of aero-engine based on probabilistic neural networks[J];沈阳航空航天大学学报;2013-02
4 WANG Hai-tao,XIE Shou-sheng,WU Wei,MIAO Zhuo-guang,WU Yong(Aircraft Propulsion System Laboratory,The Engineering Institute,Air Force Engineering University,Xi'an 710038,China);Dynamic process identification of aircraft engine based on a novel sparse least square support vector machines[J];航空动力学报;2010-09
5 WEI Xun-kai,LI Ying-hong(School of Engineering,Air Force Engineering University,Xi'an 710038,China);Aero-engine nonlinear dynamic starting model based on parsimonious genetic programming[J];航空动力学报;2006-04
6 WANG Zheng(Postgraduate Company 1,the Air Force Engineering University Engineering Institute,Xi'an 710038,China);A New Radial Basis Function Neural Network Application for Identification Model[J];机床与液压;2005-12
7 DING Jian, HU Jin-hai, XIE Shou-sheng, QIAN Kun (The Engineering Institute, Air Force Engineering University, Xi′an Shaanxi 710038, China);An Identification Model of Aeroengine Starting Process Based on RBF Network[J];空军工程大学学报(自然科学版);2005-04
8 LIU Yulong, ZHENG Dongliang (Engineering Institute,Air Force Engineering University,Xi′an,710038, China);Aero Engine Fault Diagnosis Based on BPHP Networks[J];现代电子技术;2005-12
9 WEI Xun-kai,LI Ying-hong,WANG Jian-ying,ZHANG Pu,LU Jian-ming(Engineering Institute,Air Force Engineering University,Xi'an710038,China);A Novel Aero-Engine Identification Model Based on Support Vector Machines[J];航空动力学报;2004-05
10 DING Wei,ZHOU Xin-li (Engineering Institute of The Air Force Engineering University,Xi'an Shanxi 710038);Aeroengine Fault Diagnosis Based on Improved Internal Recurrent Neural Networks[J];长沙航空职业技术学院学报;2004-01
【Co-references】
Chinese Journal Full-text Database 10 Hits
1 ZHANG Kui,ZHU Daqi(Information Engineering College,Shanghai Maritime Univ.,Shanghai 201306,China);Image information fusion recognition based on D-S evidence theory[J];上海海事大学学报;2012-03
2 Li Li1,Zhang Lieping2(1.Department of Physics and Information Technology,Guilin Normal College,Guilin 541002,China; 2.School of Mechanical and Control Engineering,Guilin University of Technology,Guilin 541004,China);Fault Diagnosis of Induction Motor Rotor Based on Gray Correlation and D-S Evidence Theory[J];计算机测量与控制;2012-06
3 Wu Yahui Li Xinliang Zhang Dazhi(Key Laboratory of Science and Technology on Metrology and Calibration,AVIC Changcheng Institute of Metrology and Measurement,Beijing 100095,China);ANALYSIS OF AEROENGINE VIBRATION FAULT BASED ON D-S EVIDENCE THEORY[J];计算机应用与软件;2012-06
4 Wang Jiankang,Zhang Haibo,Sun Jianguo,Li Yongjin(College of Energy and Power Engineering,Nanjing University of Aeronautics and Astronautics,Nanjing,210016,P.R.China);APPLICATION OF HYBRID AERO-ENGINE MODEL FOR INTEGRATED FLIGHT/PROPULSION OPTIMAL CONTROL[J];Transactions of Nanjing University of Aeronautics & Astronautics;2012-01
5 ZHANG Hai-bo,CHEN Ting-hao,SUN Jian-guo,WU Wei-chao(Coll.of Energy and Power,Nanjing Univ.of Aeronautics and Astronautics,Nanjing 210016,China);Design and simulation of a new novel engine adaptive model[J];推进技术;2011-04
6 CHEN Li-wan(School of Applied Technology, Chongqing Three Gorges University,WanZhou,Chongqing,404000,China);Application of Genetic Optimizing BPNN to Rock Fracture Image Segmentation[J];微计算机信息;2010-23
7 ZHOU Shan1,LI Xunliang2(1.The No.91467 of PLA,Qingdao 266311,China;2.Jiangsu Institute of Automation,Lianyungang 222006,China);Application of CNN to Evaluate Flight Missing Data[J];计测技术;2010-01
8 REN Yuan,BAI Guang-chen School of Jet Propulsion,Beijing University of Aeronautics and Astronautics,Beijing 100083,China;New NN training algorithm and its application in optimization design[J];计算机工程与应用;2009-08
9 LI Jun-wei,GUO Ying-qing,YUAN Xiao-chuan(Northwestern Polytechnical University,Xi'an Shanxi 710072,China);Turbofan Engine Modeling of Piece-wise Linear Model[J];计算机仿真;2007-12
10 CHEN Guo(College of Civil Aviation, Nanjing University of Aeronautics and Astronautics, Nanjing 210016, China);Forecasting Engine Performance Trend by Using Structure Self-Adaptive Neural Network[J];航空学报;2007-03
【Secondary References】
Chinese Journal Full-text Database 10 Hits
1 Gao Jiayi;Wu Yitian;Xu Wenbin;Chen Haipeng;Beijing Institute of Astronautical Systems Engineering;;Research of Space Transfer Vehicle Failure Diagnosis System Structure[J];计算机测量与控制;2016-05
2 LI Ben-wei;ZHU Fei-xiang;SONG Han-qiang;ZHAO Yong;Department of Airborne Vehicle Engineering,Naval Aeronautical and Astronautical University;Graduate Students' Brigade,Naval Aeronautical and Astronautical University;;Aero-Engine Gas Path Health Parameters Estimation and Correction Method Research Based on Inverse Track Control[J];推进技术;2016-05
3 YU Qing-hai;College of Information Engineering,Eastern Liaoning University;;A DSP- based Glass Impurity Detection System[J];辽东学院学报(自然科学版);2015-02
4 LI Hua;CHEN Guo;CHEN Xin-bo;WANG Hong-min;College of Civil Aviation, Nanjing University of Aeronautics and Astronautics;Qingdao Campus, Naval Aeronautical Engineering Institute;;Diagnosis Method Research of Aeroengine Endoscopic Images Based on Rule[J];航空发动机;2015-03
5 WANG Li-guo;DENG Luo-quan;LIU Zhuo-wei;ZHENG Tie-jun;CHENG Li;College of Aeronautics and Astronautics Engineering,Air Force Engineering University;;Inertial compensation study of temperature sensor in aeroengine[J];传感器与微系统;2015-03
6 Shi Hong;Zhang Weiliang;Tian Zhongxiao;Li Nan;Li Bo;Faculty of Aerospace Engineering,Shenyang Aerospace University;93057 Troop of PLA;;Segmentation of Blade Damage Image of Aero-Engine Based on Combined-Optimization Neural Networks[J];计算机测量与控制;2014-05
7 LU Wenzhong;LIU Bingjie;JI Haiyan;Navy Submarine Academy;;Missile Platform Shifting Process Model Identification Based on Support Vector Regression[J];弹箭与制导学报;2014-02
8 SHI Hong;ZHANG Wei-liang;TIAN Zhong-xiao;ZHU Ning;Faculty of Aerospace Engineering,Shenyang Aerospace University;93057 Troop of PLA;;Aero-engine Blades Damage Image Recognition Based on RBF Network Optimized by Improved Genetic Algorithms[J];科学技术与工程;2013-28
9 WANG Jun,SUI Yan-feng(Shenyang Engine Design and Research Institute, Aviation Industry Corporation of China,Shenyang 110015,China);Identification of component characteristic parameter for whole turbofan engine[J];航空动力学报;2013-03
10 WEI Song-jiang,LI Shu-ming(Civil Aviation University of China College of Aeronautical Engineering,Tianjin 300300,China);Application Research of the BP Neural Networks in Civil Aviation Engine Real-time Monitoring[J];装备制造技术;2013-02
【Secondary Citations】
Chinese Journal Full-text Database 1 Hits
1 Chen Daguang,Han Fengxue,Tang Genglin (4th Dept.,Beijing University of Aeronautics and Astronautics,Beijing 100083);A MULTI-OPERATING POINTS GPA METHOD FOR ENGINE FAULT DIAGNOSIS[J];航空动力学报;1994-04
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