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Fault mode recognition of planetary gears based on CNN and transfer learning

Jiangen Tang  Yingyong Zou  Jun Yu  Yongde Zhang  
【摘要】:Due to the advantages of high running accuracy,small space requirement and large transmission efficiency,planetary gearboxes have been extensive used in industry.The vibration signal obtained by the vibration acceleration sensor is unstable at high temperature and severe environment.To solve this problem,a fault diagnosis method of planetary gears using CNN and transfer learning is suggested in this paperto transfer fault recognition knowledge of planetary gears.First,source domain datas are used as input to the network in order to obtain training parameters.The training parameters are used as the starting parameters of the target domain.Domain adaptation is used to narrow the domain difference of feature migration.After model training,this method uses softmax classifier to identify states of planetary gear among target domain data.The effectiveness of this method is verified by the results of fault diagnosis experiments.

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1 Qiang Zhang;Rong He;Yudong Zhang;Jin Xu;;Analysis of the Relationship Between the Meshing Stiffness and the Inherent Characteristics of Planetary Gear Transmission Mechanism[J];Journal of Beijing Institute of Technology;2019年04期
2 Chao Liu;Sheng-Ping Gong;Jun-Feng Li;;Stability of the coplanar planetary four-body system[J];Research in Astronomy and Astrophysics;2020年09期
3 Su-Fang Hu;Yong Wei;;Chinese Academy of Sciences' recent activities in boosting Chinese planetary science research[J];Earth and Planetary Physics;2019年05期
4 刘鑫;贾云献;范智滕;周杰;邹效;;Analysis and Simulation for Planetary Gear Fault of Helicopter Based on Vibration Signal[J];Journal of Donghua University(English Edition);2015年01期
5 ;Implementation of the Earth-based planetary radio occultation inversion technique[J];Science China(Physics,Mechanics & Astronomy);2011年07期
6 朱才朝;肖宁;;Backlash analysis of a new planetary gearing with internal gear ring[J];Journal of Chongqing University(English Edition);2010年03期
7 杨照山 ,陈明;The Mesh Efficiency of the Planetary Mechanism of 2K-H[D] Style[J];"Journal of China Textile University(English Edition) J";1998年03期
8 ;In memory of professor Weixing Wan[J];Earth and Planetary Physics;2020年04期
9 TAL Ezer;Zonal distribution features of high frequency planetary waves in the oceans derived from satellite altimeter data[J];Acta Oceanologica Sinica;2004年01期
10 Yong Wei;XinAn Yue;ZhaoJin Rong;YongXin Pan;WeiXing Wan;RiXiang Zhu;;A planetary perspective on Earth's space environment evolution[J];Earth and Planetary Physics;2017年01期
11 Qiguo Tian;Peng Jiang;Fujia Du;Jian Wang;Zhengyang Li;Xiaoyan Li;Zhiyong Zhang;Haiping Lu;Xiangyan Yuan;Huigen Liu;Hui Zhang;Luming Sun;Liang Chang;Jianguo Wang;Shaohua Zhang;Tuo Ji;Xiheng Shi;Jie Chen;Guangyu Zhang;Minghao Jia;Jiajing Liu;Junyan Zhou;Xiang Pan;Shucheng Dong;Fengxin Jiang;Hongfei Zhang;Jilin Zhou;Lifan Wang;Hongyan Zhou;;The bright star survey telescope for the planetary transit survey in Antarctica[J];Science Bulletin;2016年05期
12 盛冬平;朱如鹏;靳广虎;陆凤霞;鲍和云;;Dynamic load sharing characteristics and sun gear radial orbits of double-row planetary gear train[J];Journal of Central South University;2015年10期
13 QIN KongJian;WANG EnHua;ZHAO Hang;SHI GuangKui;WANG RenGuang;KONG ZhiGuo;WANG Wei;;Development and experimental validation of a novel hybrid powertrain with dual planetary gear sets for transit bus applications[J];Science China(Technological Sciences);2015年12期
14 Bun’ei Sato;Hiroyasu Ando;;A planetary companion orbiting the intermediate-mass G Giant HD 173416[J];Research in Astronomy and Astrophysics;2009年01期
15 ;Numerical analysis of grinding power consumption of a vertical planetary mill[J];Journal of China University of Mining & Technology;2008年02期
16 谢永春;CAD/CAE system for the ring planetary reducer with small tooth number difference[J];Journal of Chongqing University;2002年02期
17 孙锦,孙艳春;New detected CO (1-0) emission from planetary nebulae[J];Science in China,Ser.A;2000年02期
18 刘振州;张俊;BIAN Shi-yuan;;Translational-torsional coupled model based nonlinear dynamic analysis of an NGW planetary gear train[J];Journal of Chongqing University(English Edition);2016年04期
19 Fan Lei;Wang Shaoping;Wang Xingjian;Han Feng;Lyu Huawei;;Nonlinear dynamic modeling of a helicopter planetary gear train for carrier plate crack fault diagnosis[J];Chinese Journal of Aeronautics;2016年03期
20 ;Determination of the extragalactic-planetary frame tie from Earth orientation parameters[J];Chinese Science Bulletin;1997年04期
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