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An Unsupervised Method for Rolling Bearing Fault Diagnosis Based On 2018 International Conference on Sensing, Diagnostics, Prognostics, and Control (SDPC 2018) Xi'an, China 15 – 17 August 2018 IEEE Catalog Number: CFP18L29-POD ISBN: 978-1-5386-6058-4 Copyright © 2018 by the Institute of Electrical and Electronics Engineers, Inc. All Rights Reserved Copyright and Reprint Permissions: Abstracting is permitted with credit to the source. Libraries are permitted to photocopy beyond the limit of U.S. copyright law for private use of patrons those articles in this volume that carry a code at the bottom of the first page, provided the per-copy fee indicated in the code is paid through Copyright Clearance Center, 222 Rosewood Drive, Danvers, MA 01923. For other copying, reprint or republication permission, write to IEEE Copyrights Manager, IEEE Service Center, 445 Hoes Lane, Piscataway, NJ 08854. All rights reserved. *** This is a print representation of what appears in the IEEE Digital Library. Some format issues inherent in the e-media version may also appear in this print version. IEEE Catalog Number: CFP18L29-POD ISBN (Print-On-Demand): 978-1-5386-6058-4 ISBN (Online): 978-1-5386-6057-7 Additional Copies of This Publication Are Available From: Curran Associates, Inc 57 Morehouse Lane Red Hook, NY 12571 USA Phone: (845) 758-0400 Fax: (845) 758-2633 E-mail: [email protected] Web: www.proceedings.com 2018 International Conference on Sensing, Diagnostics, Prognostics, and Control SDPC 2018 Table of Contents Message from the SDPC 2018 General Chairs xxi SDPC 2018 Organizing Committee xxii SDPC 2018 Technical Program Committee xxv SDPC 2018 Reviewers xxvi SDPC 2018 Sponsors xxx Technical Papers An Unsupervised Method for Rolling Bearing Fault Diagnosis Based on Clustering and Stacked Auto-Encoder 1 Jinghua Zhang (Soochow University), Liang Chen (Soochow University), Qi Li (Soochow University), and Yuxuan Zhuang (Soochow University) Dynamic Modeling of Gear Tooth Pitting Propagation to Neighbouring and Mating Teeth 6 Xihui Liang (University of Manitoba), Zhiliang Liu (University of Electronic Science and Technology of China), Jun Pan (Zhejiang Sci-Tech University), and Ming J. Zuo (University of Alberta) The Gearbox Health State Monitoring Based on Wear Debris Analysis 13 Wei Cao (Xi'an Technological University), Dong Wang (Shaanxi Province Institute of Water Resources and Electric Power Investigation and Design), Ning Wang (Xi’an Technological University), Han Zhang (Xi’an Technological University), and Haiwen Wang (Mechanical Design Institute of Shaanxi Province) Cuckoo Search Optimized NN-Based Fault Diagnosis Approach for Power Transformer PHM 19 Anyi Li (Nanchang University), Huanyu Dong (Nanchang University), Xiaohui Yang (Nanchang University), and Chunsheng Yang (National Research Council Canada) Research on Servo Control System of Electromechanical Actuators with Compound Control and Three Closed-Loop 26 Maogui Niu (Northwestern Polytechnical University), Yong Hou (Northwestern Polytechnical University), Long Chen (Northwestern Polytechnical University), Yanting Han (Northwestern Polytechnical University), Yanzhao Mi (Northwestern Polytechnical University), and Chao Zhang (Northwestern Polytechnical University) v A Fault Diagnosis Method for Rotating Machinery under Variable Speed Condition Based on Infrared Thermography 30 Xianzhi Wang (Northwestern Polytechnical University), Shubin Si (Northwestern Polytechnical University), Yongbo Li (Northwestern Polytechnical University), and Yifan Li (Northwestern Polytechnical University) A Transfer Learning Method for Intelligent Fault Diagnosis from Laboratory Machines to Real-Case Machines 35 Bin Yang (Xi'an Jiaotong University), Yaguo Lei (Xi'an Jiaotong University), Feng Jia (Xi'an Jiaotong University), and Saibo Xing (Xi'an Jiaotong University) Approximate Entropy Based on Hilbert Transform and Its Application in Bearing Fault Diagnosis 41 Yongqiang Liu (Shijiazhuang Tiedao University) and Jing Zhao (Shijiazhuang Tiedao University) Structural Change Detection Using Cyclic Analysis and Time Synchronous Averaging for Condition Monitoring of Rotating Machines 45 Xiaofeng Wang (Shandong University), Guoliang Lu (Shandong University), and Peng Yan (Shandong University) Application of Modified Morphological Pattern Spectrum and LSSVM for Fault Diagnosis of Train Wheelset Bearings 50 Yifan Li (Southwest Jiaotong University), Mingjian Zuo (University of Alberta), and Yongbo Li (Northwestern Polytechnical University) Research of Features for Electrostatic Sensors on Tribological System 56 Ruochen Liu (Jiangsu University of Technology), Jing Zhou (Jiangsu University of Technology), Shaoyi Bei (Jiangsu University of Technology), and Jianzhong Sun (Nanjing University of Aeronautics and Astronautics) A Multi-Factor Weight Analysis Method of Lithium Ion Batteries Based on Module Topology 61 Hanyu Zou (Beijing Key Laboratory of High Voltage & Electromagnetic Compatibility North China Electric Power University), Huamao Zhan (Beijing Key Laboratory of High Voltage & Electromagnetic Compatibility North China Electric Power University), and Zhong Zheng (Beijing Key Laboratory of High Voltage & Electromagnetic Compatibility North China Electric Power University) Intelligent Fault Diagnosis of Rotating Machinery Based on Deep Recurrent Neural Network 67 Xingqiu Li (Northwestern Polytechnical University), Hongkai Jiang (Northwestern Polytechnical University), Yanan Hu (Xi’an Research Institution of Hi-Technology), and Xiong Xiong (Northwestern Polytechnical University) Terminal Sliding Mode Autopilot Design for a High Maneuver UAV 73 Juan Tan (Northwestern Polytechnical University), Yonghua Fan (Northwestern Polytechnical University), Chuanxiang Zhu (Northwestern Polytechnical University), Zhao Liu (China Petroleum Jilin Chemical Engineering & Constructure Co. Ltd.), and Pengpeng Yan (Northwestern Polytechnical University) vi Rolling Bearing Fault Feature Extraction Using Chirplet Decomposition Based on Genetic Algorithm 79 Ying Lin (Northwestern Polytechnical University), Hongkai Jiang (Northwestern Polytechnical University), Yanan Hu (Xi’an Research Institution of Hi-Technology), and Dongdong Wei (Northwestern Polytechnical University) The Prediction of CO2 Emissions from Chongqing’s Manufacturing Industry Based on GM(1,N) Model and SVM 85 Yu Wang (Chongqing Technology and Business University), Shuai Yang (Chongqing Technology and Business University), and Daoyi Fu (CSIC Sea Loading Wind Power Equipment Co. Ltd.) Bearing Fault Diagnosis Based on Improved Stagewise Orthogonal Matching Pursuit 90 Liu Song (Southeast University) and Ruqiang Yan (Southeast University) Smokestack Emission Prediction Based on LHS and SVM 95 Wei-gang An (Northwestern Polytechnical University), Ming Jiang (Northwestern Polytechnical University), Xu Han (Northwestern Polytechnical University), and Yifan Fu (Northwestern Polytechnical University) Model Predictive Control for Unmanned Tracked Vehicle Path Following 101 Hao Yan (The Ohio State University), Fuwei Yang (SAIC Motor Corp. Ltd.), and Zhixiang Wang (SAIC Motor Corp. Ltd.) A GPS/Gyroscope Real Time Heading Fusion Algorithm for Unmanned Ground Vehicle 107 Meng Zhang (State Grid Shandong Electric Power Research Institute), Zhe Li (State Grid Shandong Electric Power Company), Qing Wang (State Grid Shandong Electric Power Research Institute), Jian Yang (State Grid Shandong Electric Power Research Institute), and Yanjie Dai (State Grid Shandong Electric Power Research Institute) Fault Vibration Features of Heavy-Haul Locomotive with Tooth Root Crack in Gear Transmissions 113 Jianzheng Jiang (State Key Laboratory of Traction Power), Zaigang Chen (State Key Laboratory of Traction Power), Chunyan He (State Key Laboratory of Traction Power), Cheng Pan (State Key Laboratory of Traction Power), and Xia Hua (Purdue University) Maintenance Optimization of Two-Units System with General Time Distributions 119 Mingyuan Li (Beihang University), Naichao Wang (Beihang University), Boping Xiao (Beihang University), and Lin Ma (Beihang University) Residual Life Prediction of Satellite Lithium-Ion Batteries in Orbital Environment 125 Bin Yu (National University of Defense Technology), Lei Yao (National University of Defense Technology), and Tao Zhang (National University of Defense Technology) Health Assessment for Piston Pump Using LSTM Neural Network 131 Dengyu Xiao (Shanghai Jiao Tong University), Yixiang Huang (Shanghai Jiao Tong University), Haoren Wang (Shanghai Jiao Tong University), Haotian Shi (Shanghai Jiao Tong University), and Chengliang Liu (Shanghai Jiao Tong University) vii An Automatic Recognition Method for PCB Visual Defects 138 Zhongqiu Zhang (Northwestern Polytechnical University), Xiaodong Wang (Northwestern Polytechnical University), Shan Liu (Northwestern Polytechnical University), Li Sun (Northwestern Polytechnical University), Liye Cheng (Science and Technology on Reliability Physics and Application Technology of Electronic Component Laboratory), and Yangming Guo (Northwestern Polytechnical University) Electro-Thermal Coupling Power Flow Calculation Considering Meteorological Distribution along Overhead Transmission Lines 143 Zhiqing Wei (State Grid Shandong Electric Power Company), Xiangjian Lin (State Grid Shandong Electric Power Company), Chunxu Zhang (State Grid Shandong Electric Power Company), Yingcheng Li (State Grid Shandong Electric Power Company), and Fanhao Xu (State Grid Shandong Electric Power Company) Rolling Bearing Fault Diagnosis Using Enhanced Convolutional Neural Network with Compressed Sensing 148 Tianchen
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