2020 11th International Conference on Prognostics and System Health Management

(PHM-2020 Jinan)

Jinan, 23 – 25 October 2020

IEEE Catalog Number: CFP20W12-POD ISBN: 978-1-7281-5182-3

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2020 11th International Conference on Prognostics and System Health Management (PHM-2020 Jinan) PHM-Jinan 2020

Table of Contents

Message from the General Chair xix Organizing Committee xx Reviewers xxiii

2020 11th International Conference on Prognostics and System Health Management (PHM-2020 Jinan)

Design of Vibration Monitoring and Fault Diagnosis System for Marine Diesel Engine 1 Min Wang ( International Economics University), Guojun Qin (Hunan International Economics University), Jifeng Chen (Hunan International Economics University), and Yifan Liao (Hunan International Economics University) Health State Evaluation for Fuzzy Multi-State Production Systems Based on MPNM 5 Jie Tao (Systems Engineering Research Institute), Xiaodong Wang (Systems Engineering Research Institute), and Xu Liang (Systems Engineering Research Institute) Algebraic Signature Based Data Possession Checking Method with Cloud Storage 11 Xiaodong Wang (Northwestern Polytechnical University), Wenzhe Jiao (Northwestern Polytechnical University), Huan Yang (Northwestern Polytechnical University), Lin Guo (Northwestern Polytechnical University), Xiaoxue Ye (Arizona State University), and Yangming Guo (Northwestern Polytechnical University) The Damage Physical Features Extraction Algorithms Based on Denoising FBG Signal in Aluminum Alloy Structures 17 Meng Zhang (), Weifang Zhang (Beihang University), Yan Zhao (Beihang University), Wei Dai (Beihang University), and Yudong Lan (Beihang University) Path Planning Using an Improved A-Star Algorithm 23 Chunyu Ju ( Institute of Shipbuilding Technology), Qinghua Luo (Shandong Institute of Shipbuilding Technology), and Xiaozhen Yan (Shandong Institute of Shipbuilding Technology)

v Fault Feature Extraction of Rolling Bearing Based on Improved VMD-SVD Joint Denoising and Synchrosqueezing Wavelet Transform 27 Huijie Ma ( of Aeronautics and Astronautics), Shunming Li (Nanjing University of Aeronautics and Astronautics), Zongzhen Zhang (Nanjing University of Aeronautics and Astronautics), and Jiantao Lu (Nanjing University of Aeronautics and Astronautics) A Method of Identifying Pitot Tube Cover Based on Color Histogram Features and SVM 34 Zhirong Zhong (Nanjing University of Aeronautics and Astronautics), Jiachen Guo (Nanjing University of Aeronautics and Astronautics), Hongfu Zuo (Nanjing University of Aeronautics and Astronautics), and Juan Xu (Nanjing University of Aeronautics and Astronautics) Holistic Comparison of Different Kernel Functions for Support Vector Regression Based on State-of-Health Prediction of Lithium-ion Battery 40 Yiting Li ( Normal University), Shuai Wang (Fujian Normal University), Wengxiang Chen (Fujian Normal University), and Wei Han (Fujian Normal University) Analysis of the Inherent Characteristics of the Power Transmission System of the Shearer's Rocker Arm 47 Lisha Zhu (Zhaoqing University), Huanjun Li (Zhaoqing University), Zisheng Lin (Zhaoqing University), Haonan Chen (Zhaoqing University), Wenzhu Wang (China New Building Materials Design & Research Institute), and Hairong Han (China Ship Development and Design Center) Design and Implementation of the Fault Diagnosis and Health Management System of Special Vehicles 51 Lianfeng Li (China Academy of Launch Vehicle Technology), Weiwei Cui (China Academy of Launch Vehicle Technology), Zheng Sun (China Academy of Launch Vehicle Technology), and Jing Wang (China Academy of Launch Vehicle Technology) Review of Artificial Intelligence-Based Bearing Vibration Monitoring 58 Hao Sheng ( of Technology), Zhongsheng Chen (Hunan University of Technology), Yemei Xia (Hunan University of Technology), and Jing He (Hunan University of Technology) A Intermittent Fault Injection Strategy for Electronic Equipment Health Status Recognition 68 Yuxiao Li ( University of Science and Technology), Xinglong Zhou (Jiangxi University of Science and Technology), and Sheng Li (Jiangxi University of Science and Technology) A Novel Approach for Selecting Underlying Variables of a Stochastic Degradation Process 74 R. Jiang (Changsha University of Science and Technology) Experimental Study on Blade-Casing Rubbing Considering Thermal Effect 80 Suwen Yan (), Wenxiu Lu (Tsinghua University), and Xiao Zhang (Tsinghua University)

vi Research on UAV Wing Structure Health Monitoring Technology Based on Finite Element Simulation Analysis 86 Mingjie Chen (China Aeronautical Radio Electronics Research Institute.), Zhen Pan (China Aeronautical Radio Electronics Research Institute.), Chengzhi Chi (China Aeronautical Radio Electronics Research Institute.), Jin Ma (China Aeronautical Radio Electronics Research Institute.), Fei Hu (China Aeronautical Radio Electronics Research Institute.), and Jianmin Wu (China Aeronautical Radio Electronics Research Institute.) Reliably Evaluation Method Considering FM Dependency via Uncertainty Theory 91 Shumin Li (Beihang University) and Yin Chen (Beihang University) Fault Diagnosis with Imbalanced Data Based on Auto-Encoder 97 Zhijun Ren (Xi’an Jiaotong University), Yongsheng Zhu (Xi’an Jiaotong University), Yamin Fu (Xi’an Jiaotong University), Cong Zhang (Xi’an Jiaotong University), Ke Yan (Xi’an Jiaotong University), and Jun Hong (Xi’an Jiaotong University) Data Augmentation Method for Fault Diagnosis of Mechanical Equipment Based on Improved Wasserstein GAN 103 Wenbiao Liu (China University of Petroleum), Lixiang Duan (China University of Petroleum), Yu Tang (China National Petroleum Corporation), and Jialing Yang (China National Petroleum Corporation) Acceleration Life Test Design Method of Electronic Module under Multiple Coupling Stress Condition 112 Zhen Wang (Beihang University), Fengxiang Su ( HAZT Testing Co., Ltd), Zhaofeng Zhang (Beijing HAZT Testing Co., Ltd), and Ying Chen (Beihang University) Architecture Design of Intelligent Diagnosis System for Airborne Electronic Products Based on Big Data 116 Haiming Luo (CETC-10), Tianchen Liang (CETC-10), Jia Wen (CETC-10), and Qingzhou Chen (CETC-10) Health Assessment of Two-Stage Inverter Based on Multiple Evaluation Indexes Feature Optimization Model and Mahalanobis Distance 122 Jisheng Fan (Nanjing University of Aeronautics and Astronautics), Youren Wang (Nanjing University of Aeronautics and Astronautics), Teng Si (Nanjing University of Aeronautics and Astronautics), and Shuo Chang (Nanjing University of Aeronautics and Astronautics) Analysis and Improvement of Chromium Plating Corrosion for Piston Rod in Marine Environment 126 Dehao Dong ( Aerospace Equipments Manufacturer Co. Ltd.), Shanbin Ma (The Third Office of Nanjing Military Representative Bureau of Army Equipment in Shanghai), Xingjiang Zhou (Shanghai Aerospace Equipments Manufacturer Co. Ltd.), Qin Wang (Shanghai Aerospace Equipments Manufacturer Co. Ltd.), Xiao Cao (Shanghai Aerospace Equipments Manufacturer Co. Ltd.), and Fan Yang (Shanghai Aerospace Equipments Manufacturer Co. Ltd.) The Improvement of Remaining Useful Life Prediction for Aero-Engines by Classification and Deep Learning 130 Junxuan Tang () and Lei Xiao (Donghua University)

vii An Intelligent Diagnosis Method of Bearing Fault Based on Acoustic Signal Processing 137 Guowei Zhang ( of Science and Technology), Shanshan Ji (Shandong University of Science and Technology), Baokun Han (Shandong University of Science and Technology), and Sixiang Jia (Shandong University of Science and Technology) Life Prediction Method of Nonlinear Degradation Equipment Based on Adaptive Unscented Particle Filter 141 Lexian Fan (Dalian University of Technology) and Shujie Liu (Dalian University of Technology) The Gradual Reliability and Sensitivity Analysis of Gear Transmission System Considering Strength Degradation 146 Jinrui Zhang (Panda Handa Technology Co., Ltd.), Shujun Nan (Panda Handa Technology Co., Ltd.), Yanyan Wang (Panda Handa Technology Co., Ltd.), and Nanpo Niu (Panda Handa Technology Co., Ltd.) Study on Engine Wear Position Based on Oil Monitoring and Grey Relational Analysis 152 Yingshun Li (Dalian University of Technology), Wan Dong ( University of Science and Technology), Xiaojian Yi (Chinese Academy of Sciences), and Yang Zhang (Shenyang Shunyi Technology Co., LTD) Transmission Box Condition Evaluation Based on Oil Analysis and Fuzzy Comprehensive Evaluation 157 Yingshun Yingshun Li (Dalian University of Technology), Tingyang Li ( of Science and Technology), Xiaojian Yi (Chinese Academy of Sciences), and Haiyang Liu (Technology Co. Technology Department, LTD.) State Evaluation Method of Traction Transformer Based on Variable Weight Coefficient and Bayesian Network 163 Sheng Bi (Southwest Jiaotong University), Ding Feng (Southwest Jiaotong University), Sheng Lin (Southwest Jiaotong University), Xiaomin Guo (Signal & Communication Group Co., Ltd), and Weiguo Pan (Signal & Communication Group Co., Ltd) A Method of Reliability Allocation Optimization Based on Lifecycle Cost Constraint 169 Xiao Hu (China Academy of Launch Vehicle Technology), Nanxin Ye (University of Sheffield), Changchao Gu (China Academy of Launch Vehicle Technology), Weikang Xue (China Academy of Launch Vehicle Technology), Lianfeng Li (China Academy of Launch Vehicle Technology), and Weiwei Cui (China Academy of Launch Vehicle Technology) Research on Detecting Algorithm for Data Inconsistency in Remote Measurement System 175 Jianjun Gao (Space Star Technology Co., Ltd), Zhengjun Zhai (Northwestern Polytechnical University), Zhen Li (Northwestern Polytechnical University), Huan Yang (Northwestern Polytechnical University), and Xiaodong Wang (Northwestern Polytechnical University) Design of Multi-channel EIS Measurement System for Lithium-ion Batteries 179 Fan Yu (Ocean University of China), Liqiang Zhang (Ocean University of China), Pengfei Lu (Ocean University of China), and Ming Li (Ocean University of China)

viii Design of Lithium-ion Battery Monitoring System with Diagnostic Interface 186 Xiao Wang (Ocean University of China), Liqiang Zhang (Ocean University of China), Qihai Sun (Ocean University of China), Rui Yang (Ocean University of China), Lunjun Liu (Ocean University of China), and Jiucai Jin (The First Institute of Oceanography Ministry of Natural Resources) Establishment of Accelerated Degradation Model and Life Evaluation Method for External Coating of Airborne Radome under Ozone 192 Yanyan Wang (Nanjing Panda Handa Technology Co., Ltd.), Shujun Nan (Nanjing Panda Handa Technology Co., Ltd.), Nanpo Niu (Nanjing Panda Handa Technology Co., Ltd.), and Jinrui Zhang (Nanjing Panda Handa Technology Co., Ltd.) Early Fault Detection of Rolling Elememt Bearings Based on Visibility Graph Modeling of Vibration Signals 198 Guangyuan Chen (Shandong University), Guoliang Lu (Shandong University), and Yan Peng (Shandong University) Research on Dynamic Maintenance Strategy of Complex Equipment System 204 Yingshun Li (Dalian University of Technology), Aina Wang (Dalian University of Technology), and Xiaojian Yi (Chinese Academy of Sciences) Cross-Domain Fault Diagnosis Method for Rotating Machinery Based on Multi-representation Adaptation Neural Network 210 Kaifeng Zhang (Huazhong University of Science and Technology), Guannan Cao (Huazhong University of Science and Technology), Kaibo Zhou (Huazhong University of Science and Technology), and Jie Liu (Huazhong University of Science and Technology) Research on Framework and Key Technologies of Text Mining for Operation and Maintenance of Traction Power Supply Equipment 215 Jingru Zeng (Southwest Jiaotong University), Ding Feng (Southwest Jiaotong University), Sheng Lin (Southwest Jiaotong University), and Qizhi Chen (Southwest Jiaotong University) Failure Impact Analyzing of a Chemical Plant Based on Its DCS Data Set 221 Kai Sun (Chinese Academy of Science) and Qian Chen (Xi’an University of Architecture and Technology) Adaptive Multi-objective Particle Swarm Optimization Based on Competitive Learning 226 Yu Zhang (Huaiyin Institute of Technology), Yang Li (Huaiyin Institute of Technology), Huanyu Zhao (Huaiyin Institute of Technology), and Hongbiao Zhou (Huaiyin Institute of Technology) A Novel Bearing Fault Diagnosis Method Based on Multi-scale Transfer Sample Entropy 232 Yu Ren (Northwestern Polytechnical University), Yongbo Li (Northwestern Polytechnical University), Xianzhi Wang (Northwestern Polytechnical University), Shun Wang (Northwestern Polytechnical University), and Shubin Si (Northwestern Polytechnical University)

ix Key Problems of Virtual Testability Demonstration Based on Digital Twin Technology 237 Yong Zhang ( of Defense Technology), Jiangpo Bai (Army Equipment Department), Kehong Lyu (National University of Defense Technology), Peng Yang (National University of Defense Technology), Wang Zhan (National University of Defense Technology), Guanjun Liu (National University of Defense Technology), and Jing Qiu (National University of Defense Technology) On Improving the Monotonicity-Based Evaluation Method for Selecting Features/Health Indicators for Prognostics 242 Agusmian Partogi Ompusunggu (Flanders Make) Analysis to Effect of Localized Defect Sizes on Bearing Vibration Response by Explicit Dynamic Finite Element Model 247 Junbao Yang ( University of Technology), Changfeng Yan ( of Technology), Huilong Li (Lanzhou University of Technology), and Lixiao Wu (Lanzhou University of Technology) Design of Fault Diagnosis System for Steam Turbine Based on UML 254 Yongming Zhang (Lanzhou University of Technology), Changfeng Yan (Lanzhou University of Technology), Yanjun Li (Lanzhou Petrochemical College of Vocational Technology), and Wenbin Wang ( Road and Bridge Construction Group Co., Ltd) A Novel Two-Stage Feature Extraction Based on Multi-fractal Spectrum with CI-VMD for Early Fault Diagnosis of Bearing 261 Guangyi Chen (Lanzhou University of Technology), Changfeng Yan (Lanzhou University of Technology), Jiadong Meng (Lanzhou University of Technology), and Lixiao Wu (Lanzhou University of Technology) Reliability Modeling of Mutually DCFP System Considering Degradation Causes the Shock Threshold Descent 270 Tianyu Yang (Beihang University) and Ying Chen (Beihang University) An Improved Autogram and Its Application in Bearing Fault Diagnosis 276 Wenpeng Liu (Beijing Jiaotong University), Shaopu Yang (Shijiazhuang Tiedao University), Qiang Li (Shijiazhuang Tiedao University), and Yongqiang Liu (Shijiazhuang Tiedao University) Fault Trending of an Automatic Double Threaded Trampoline Webbing Machine 281 Feng Shi (RMIT University) and John P.T. Mo (RMIT University) Fault Diagnosis of Buck Converter under Variable Operating Conditions Based on Optimal Fractional Wavelet Transform 286 Yuanyuan Jiang ( University of Science and Technology) and Nianwei Wei ( of Science and Technology) Affine Projection Spline Adaptive Filter for Nonlinear System Identification 291 Liangdong Yang (Xi’an Jiaotong University), Jinxin Liu (Xi’an Jiaotong University), Qian Zhang (Xi’an Jiaotong University), Ruqiang Yan (Xi’an Jiaotong University), and Xuefeng Chen (Xi’an Jiaotong University) Complex Equipment Diagnostic Reasoning Based on Neural Network Algorithm 296 Xiaotian Wang (China Aero-Polytechnology Establishment, CAPE), Mengmeng Liu (China Aero-Polytechnology Establishment, CAPE), and Yinyin Peng (CSSC Marine Technology Co., LTD)

x Fault Diagnosis of Injector in High Pressure Common Rail System of Diesel Engine 301 Jialei Zheng (East China University of Science and Technology), Minlong Zhao (East China University of Science and Technology), Wen Yang (East China University of Science and Technology), Jiahui Sun (East China University of Science and Technology), and Changli Liu (East China University of Science and Technology) The Study of Relationship between Crack Direction and Self-Transmitting Magnetic Signal under Axial Load 305 Nan Xue (China Aero-Polytechnology Establishment Aviation Industry Corporation of China, Ltd), Jiakang Shen (China Aero-Polytechnology Establishment Aviation Industry Corporation of China, Ltd), Liang Pan (Second Military Representative Office in Nanyang Military Representative Bureau of the Army Equipment Department in Xi'an), Jianjun Zhang (China Aero-Polytechnology Establishment Aviation Industry Corporation of China, Ltd), and Yun Fu (China Aero-Polytechnology Establishment Aviation Industry Corporation of China, Ltd) Maintenance Strategy for Multi-Component Systems Based on Structure and Reliability 309 Qiang Wang (Nanjing Research Insitute of Electronic Engineering(NRIEE)), Fengqin You (Nanjing Research Insitute of Electronic Engineering(NRIEE)), and Fang Bai (Nanjing Research Insitute of Electronic Engineering(NRIEE)) Analog Circuit Incipient Fault Diagnosis from Raw Signals Using Multi-layer Extreme Learning Machine 315 Guangquan Zhao (Harbin Institute of Technology), Yongmei Liu (Harbin Institute of Technology), Jun Zhou (Shanghai Institute of Satellite Engineering), and Kankan Wu (Shanghai Institute of Satellite Engineering) Open-Circuit Fault Diagnosis Based on 1D-CNN for Three-Phase Full-Bridge Inverter 322 Quan Sun (Nanjing Institute of Technology), Xianghai Yu (Nanjing Institute of Technology), and Hongsheng Li (Nanjing Institute of Technology) Model-Based Simulation and Verification of Aircraft Prognostics and Health Management System 328 Bowen Liu (China Aeronautical Radio Electronics Research Institute.), Mingjie Chen (China Aeronautical Radio Electronics Research Institute.), Hui Huang (China Aeronautical Radio Electronics Research Institute.), and Chengzhi Chi (China Aeronautical Radio Electronics Research Institute.) LSTM-GAN-XGBOOST Based Anomaly Detection Algorithm for Time Series Data 334 Xin Xu (Beihang University), Hongbo Zhao (Beihang University), Haoqiang Liu (Beihang University), and Hua Sun (Beihang University) Model-Based Systems Engineering for Prognostic and Health Management Design 340 Hui Huang (China Aeronautical Radio Electronics Research Institute.), Zhen Pan (China Aeronautical Radio Electronics Research Institute.), and Bowen Liu (China Aeronautical Radio Electronics Research Institute.)

xi Experimental Investigation on the Hot Switching Capability and Associated Failure Mechanism of Electrical Connectors 345 Tianyang Wang (Harbin Institute of Technology), Ming Li (AVIC China Aero-poly Technology Establishment), Yuan Meng (Harbin Institute of Technology), and Wanbin Ren (Harbin Institute of Technology) A Comparative Analysis of Electrostatic OLS and WSS 351 Shuqin Liu ( University of Technology), Jinwu Zhang (Jiangsu University of Technology), Ruochen Liu (Jiangsu University of Technology), and Kuiyang Wang (Jiangsu University of Technology) Distributed Fault Diagnosis for Electro-Hydraulic Suspension by Model Decomposition 355 Dun Lan (Hefei University of Technology), Ming Yu* (Hefei University of Technology), Chenyu Xiao (Hefei University of Technology), and Haotian Lu (Hefei University of Technology) Radar Solder Joint Monitoring Technology Based on Circuit Modeling and Simulation Technology 362 Pengxiang Dai (Nanjing Research Institute of Electronics Technology), Wenzhen Yu (Nanjing Research Institute of Electronics Technology), and Jing Luo (Nanjing Research Institute of Electronics Technology) Division of Rolling Bearing Health Stage Based on Multi-domain Feature Fusion 367 Yang Ke (Lanzhou University of Technology), Changfeng Yan (Lanzhou University of Technology), Jiadong Meng (Lanzhou University of Technology), and Guangyi Chen (Lanzhou University of Technology) Few-Shot Learning for Rolling Bearing Fault Diagnosis via Siamese Two-Dimensional Convolutional Neural Network 373 Yizhuo Yang (University of Electronic Science and Technology of China), Huan Wang (University of Electronic Science and Technology of China), Zhiliang Liu (University of Electronic Science and Technology of China), and Zeyu Yang (University of Electronic Science and Technology of China) A Case Study on the Impact of Working Conditions for Machinery Fault Diagnosis 379 Haining Liu (University of Jinan), Bengang Liu (University of Chinese Academy of Sciences), Shaoyun Zhang (Shandong Menwo Transmission Co., Ltd.), Xu Liu (University of Jinan), Xiaohong Wang (University of Jinan), and Yixiang Huang (Shanghai Jiao Tong University) A Novel Diagnostic Scheme for Gear Pitting Fault Using Fiber Bragg Grating Based Strain Sensors 385 Shenghao Shi ( of Technology), Liu Hong (Wuhan University of Technology), Yongzhi Qu (University of Minnesota Duluth), and Zude Zhou (Wuhan University of Technology) LSSVM Prediction Model Based on Improved Kernel Parameter Selection Method 391 Nanpo Niu (Panda Handa Technology Co., Ltd. Satellite Communication Technology Institute), Shujun Nan (Panda Handa Technology Co., Ltd. Satellite Communication Technology Institute), Jinrui Zhang (Panda Handa Technology Co., Ltd. Satellite Communication Technology Institute), and Yanyan Wang (Panda Handa Technology Co., Ltd. Satellite Communication Technology Institute)

xii Multi-sensor Infusion and Data-Physics Model Based Remaining Life Prediction 395 Xiaoqi Xiao (Beihang University), Dan Xu (Beihang University), and Zhixin Feng (Beihang University) Accelerated Vibration Durability Test Analysis of Aviation Equipment Based on Different Fatigue Damage Spectrum Calculation Methods 401 Jianjun Zhang (Avic China Aero-Polytechnology Establishment), Kuanyu Chen (SouthWest Jiao Tong University), Jiakang Shen (Avic China Aero-Polytechnology Establishment), Guangwu Yang (SouthWest Jiao Tong University), Cong Liu (Southwest Technology and Engineering Research Institute), and Yun Fu (Avic China Aero-Polytechnology Establishment) Research on Vibration Prediction Method of Aircraft External Stores Based on Deep Belief Network 408 Jun Xu (China Aero-Polytechnology Establishment), Yao Lu (China Aero-Polytechnology Establishment), Jianjun Zhang (China Aero-Polytechnology Establishment), Jiakang Shen (China Aero-Polytechnology Establishment), He Li (China Aero-Polytechnology Establishment), and Cong Liu (Southwest Technology and Engineering Research Institute) A Novel Method for Fault Diagnosis of Rolling Bearings Based on Domain-Adversarial Partial Transfer Learning 414 Zhenxiang Li (Chinese Academy of Sciences), Zhi Cao (Chinese Academy of Sciences), Kaijia Luo (Chinese Academy of Sciences), and Hongyong Fu (Chinese Academy of Sciences) Civil Aircraft LORA and Maintenance Resource Integrated Optimation 420 Tengfei Zhang (Institute of Automation, Chinese Academy of Sciences), Guigang Zhang (Institute of Automation, Chinese Academy of Sciences), Jian Wang (Institute of Automation, Chinese Academy of Sciences), Meng Li (Institute of Automation, Chinese Academy of Sciences), and Hua Ming (Institute of Automation, Chinese Academy of Sciences) Health Assessment Method of Avionics Processing System Based on Mahalanobis Distance 424 Linlin Shi (The Fifth Electronics Research Institute of Ministry of Industry and Information Technology), Zhenwei Zhou (The Fifth Electronics Research Institute of Ministry of Industry and Information Technology), Pengfei Yu (The Fifth Electronics Research Institute of Ministry of Industry and Information Technology), Hanguang Jia (The Fifth Electronics Research Institute of Ministry of Industry and Information Technology), Shilie He (The Fifth Electronics Research Institute of Ministry of Industry and Information Technology), and Yun Huang (The Fifth Electronics Research Institute of Ministry of Industry and Information Technology) Review on Remaining Useful Life Prediction Methods of Bearing 429 Zhicheng Xia (Beijing Jinhong Xi-Dian Information Technology Corp.), Qingluan Guan (Beijing Jiaotong University), Yifan Gao (Beijing Jinhong Xi-Dian Information Technology Corp.), Xiaoying Chen (Beijing Jinhong Xi-Dian Information Technology Corp.), and Xiaojie Zhai (Beijing Jiaotong University) A Just-in-Time-Learning Based Data-Driven Method for Valve Failure Prognostics 434 Xiaochuan Li (De Montfort University), David Mba (De Montfort University), and Panagiotis Loukopoulos (Cranfield University)

xiii Health State Evaluation for Production Systems by Aggregating Multi-Source Data Based Hidden Markov Model 439 Huipeng Ci (Shanghai Institute of Mechanical and Electrical Engineering), Yongchao Yao (Shanghai Institute of Mechanical and Electrical Engineering), Wenhai He (Shanghai Institute of Mechanical and Electrical Engineering), Linshu Gong (Shanghai Institute of Mechanical and Electrical Engineering), and Xianming Zhu (Shanghai Institute of Mechanical and Electrical Engineering) A Digital Twin Modeling Method for Turbofan Engine Real-Time Test Data Analysis and Performance Monitoring 444 Mei Liu (Harbin Institute of Technology), Benkuan Wang (Harbin Institute of Technology), and Datong Liu (Harbin Institute of Technology) Multiple Sensors Fault Diagnosis for Rolling Bearing Based on Variational Mode Decomposition and Convolutional Neural Networks 450 Qilin Hou (AVIC Shanghai Aero Measurement-Controlling Research Institute), Jinglin Wang (AVIC Shanghai Aero Measurement-Controlling Research Institute), and Yong Shen (AVIC Shanghai Aero Measurement-Controlling Research Institute) Research on Verification of Sensor Fault Diagnosis Based on BP Neural Network 456 Ying Liu (AVIC Shanghai Aero Measurement-Controlling Research Institute), Jinglin Wang (AVIC Shanghai Aero Measurement-Controlling Research Institute), and Yong Shen (AVIC Shanghai Aero Measurement-Controlling Research Institute) Research on Bearing Cross-Domain Fault Diagnosis Based on Invariant Subspace Learning with Tensor Alignment 461 Jiawei Gu (AVIC Shanghai Aero Measurement-Controlling Research Institute), Zexi Luo (AVIC Shanghai Aero Measurement-Controlling Research Institute), Jinglin Wang (AVIC Shanghai Aero Measurement-Controlling Research Institute), and Yong Shen (AVIC Shanghai Aero Measurement-Controlling Research Institute) A Fault Diagnosis Method of Rotating Machinery Based on Multi-Scale Fuzzy Entropy 466 Yingjian Wu (AVIC Shanghai Aero Measurement-Controlling Research Institute), Jinglin Wang (AVIC Shanghai Aero Measurement-Controlling Research Institute), and Liang Cao (Aviation Key Laboratory of Science and Technology on Fault Diagnosis and Health ManagementAVIC Shanghai Aero Measurement-Controlling Research Institute) Weak Faults Diagnosis for Rolling Bearings Based on Variational Hilbert Huang Transform 471 Zhi Xu (AVIC Shanghai Aero Measurement-Controlling Research Institute), Jinglin Wang (AVIC Shanghai Aero Measurement-Controlling Research Institute), and Yong Shen (AVIC Shanghai Aero Measurement-Controlling Research Institute) Fuel Systems Structure Reliability Design and Analysis of Supersonic Business-Jet Aircraft 477 Anna Nechiporenko (Nanjing University of Aeronautics and Astronautics), Yan Su (Nanjing University of Aeronautics and Astronautics), Dmytro Tiniakov (Nanjing University of Aeronautics and Astronautics), and Xuerui Liang (Nanjing University of Aeronautics and Astronautics)

xiv Reliability Analysis for Commercial SiC MOSFETs in Single Pulse and Repetitive Surge Current Test 481 Hao Wu (State Key Laboratory of Advanced Power Transmission Technology, Global Energy Interconnection Research Institute CO.LTD., Beijing), Chunyan Jiang (State Key Laboratory of Advanced Power Transmission Technology, Global Energy Interconnection Research Institute CO.LTD., Beijing), Qing Guo ( University), Na Ren (), Zhengyun Zhu (Zhejiang University), Bin Wu (State Grid Taian Power Supply Company), and Xiang Qi (State Grid Taian Power Supply Company) Hopf Bifurcation Analysis for a Generalized Lorenz System with Single Delay 486 Shenpeng Wang ( of Engineering Science), Yan Cui (Shanghai University of Engineering Science), and Guan Sun (Shanghai University of Engineering Science) The Application of Electromagnetic Induction Method in the Detection of Steel Bars Position in Reinforced Concrete Structure 490 Huiwu Ma (Broadvision Engineering Consultants Co. Ltd.) and Jinyu Qiu (Shaoxing University) Trial Risk Assessment Based on Total Utility of Generalized Fuzzy Numbers 494 Tao He (Sun Yat-sen University), Qi Yong (Sun Yat-sen University), and Chengying Gao (Sun Yat-sen University) Application of Grey System Model in Overtaking with High Benefit 499 Yibo Zhang (Ningbo Municipal Public Security Bureau Zhenhai Branch Traffic Police Brigade), Zhongjiang Wu (Ningbo Municipal Public Security Bureau Zhenhai Branch Traffic Police Brigade), Meixin Huang (Shanghai Institute of Technology), Zhixin Wu (Shanghai Institute of Technology), and Hao Wang (Shanghai Institute of Technology) A Fast Path Planning Algorithm Fusing PRM and P-Bi-RRT 503 Junxing Xu ( University of Posts and Telecommunications), Zengshan Tian ( of Posts and Telecommunications), Wei He (Chongqing University of Posts and Telecommunications), and Yaofu Huang (Chongqing University of Posts and Telecommunications) Comparison of Single and Multiple Threshold Used in Detecting Errors of Distribution Transformer Connectivity 509 Zeyang Tang (State Grid Electric Power Co., Ltd), Wenshuo Wang (State Grid Hubei Electric Power Co., Ltd), Yu Shen (State Grid Hubei Electric Power Co., Ltd), Wei Hu (State Grid Hubei Electric Power Co., Ltd), Fan Yang (State Grid Hubei Electric Power Co., Ltd), and Zhichun Yang (State Grid Hubei Electric Power Co., Ltd) Myocardial Infarction Localization and Blocked Coronary Artery Identification Using a Deep Learning Method 514 Baofeng Zhu (Neusoft Intelligent Medical Technology Research Institute) and Guangyu He (TSD Neusoft)

xv Design of Current Sensor Based on Quantum Precision Measurement 520 Long Zhao (State Grid Anhui Electric Power Research Institute), Lijun Wang (State Grid Anhui Electric Power Research Institute), Feng Sun (ChinaInstru& QuantumTech (Hefei) Co., Ltd.), Kebiao Xu (ChinaInstru& QuantumTech (Hefei) Co., Ltd.), Xin Wang (State Grid Anhui Electric Power Research Institute), and Yu Wang (State Grid Anhui Electric Power Research Institute) Research on Intelligent Control of Thin-Walled Plastic Parts Forming Quality Based on CAE and DOE Technology 527 Hai Gu (Nantong Institute of Technology), Jianhua Sun (Nantong Institute of Technology), Jie Jiang (Nantong Institute of Technology), Yuanyuan Xu (Nantong Institute of Technology), Bin Li (Nantong Institute of Technology), and Jie Zhang (Nantong Institute of Technology) Research on Cigarette Packet Recognition and Stacking Technology Based on Machine Vision 532 Yi Zhang (Chongqing University of Posts and Telecommunications), Jiaqi Kang (Chongqing University of Posts and Telecommunications), Bin Xing (Chongqing Innovation Center of Industrial Big-Data Co. Ltd), and Chuan Tian (Chongqing University of Posts and Telecommunications) Remote Monitoring System for Intelligent Slaughter Production Line Based on Internet of Things and Cloud Platform 538 Fang Wu (Shanghai University), Zhonghua Miao (Shanghai University), and Chuangxin He (Shanghai University) USV Obstacle Avoidance Based on Improved Watershed and VFH Method 543 Hua Ni (Dalian Maritime University), Wei Guan (Dalian Maritime University), and Chaoyang Wu (Dalian Maritime University) The Influence of Axial Temperature Distribution on Calibration Accuracy Based on Dry Block Furnace 547 Xia Zhao (Beijing Institute of Metrology), Zilong Zhao (Beijing Institute of Metrology), Qufei Shi (Beijing Institute of Metrology), Meng Dou (Beijing Institute of Metrology), and Rui Zheng (Beijing Institute of Metrology) Investigate Axial Dynamization Movement by Using Genetic Algorithm Method Based on a Unilateral External Fixator 551 Xia Zhao (Beijing Institute of Metrology), Zilong Zhao (Beijing Institute of Metrology), Qufei Shi (Beijing Institute of Metrology), Fang Guo (Beijing Institute of Metrology), Jian Wu (Beijing Institute of Metrology), and Lixia Cui (Beijing Institute of Metrology) Research on Simulation Method for Reliability Prediction of Pyrotechnical System 556 Dongxiao Fu ( Applied Physical Research Institute), Chuan Ping (Shaanxi Applied Physical Chemistry Research Institute), Guoxing Zhang (Shaanxi Applied Physical Chemistry Research Institute), Rui Zhang (Shaanxi Applied Physical Chemistry Research Institute), Fang Li (Shaanxi Applied Physical Chemistry Research Institute), Zhenhua Dou (Shaanxi Applied Physical Chemistry Research Institute), and Hongliang Ma (Shaanxi Applied Physical Chemistry Research Institute)

xvi Analysis of the Detection Technology of the Strength and Deformation of the Elevator Landing Door 560 Yadong Zhang (Dingxi Special Equipment Institute) The Method for Identifying Rotating Blade Asynchronous Vibration and Experimental Verification 564 Qian Wang (Chinese Flight Test Establishment) and Xiaobo Lei (Xi’an Aeronautical University) A Tor Anonymity Attack Experiment Platform Driven by Raspberry Pi 569 Qi Wang (National Key Laboratory of Science and Technology on Blind Signal Processing) and Weiquan Cao (National Key Laboratory of Science and Technology on Blind Signal Processing) Foreign Object Impact Detection and Identification Test of Fan Blade 575 Xiong Yang (Chinese Flight Test Establishment) and Xiaobo Lei (Xi’an Aeronautical University) Power and Resource Allocation in Sensor Network Using Harmony Search Algorithm 581 Muhammad Yasir (Northwest University), Muhammad Amir Malik (Government Degree College), and Maham Sajid (Government Post Graduate College for Women) Detection of Material Surface Cracks by Infrared Non-Destructive Testing 587 Lihua Yuan (Nanchang Hangkong University), Xiao Zhu (Nanchang Hangkong University), and Kang Hong (Nanchang Hangkong University) Error Analysis on Parameters Measurement Model of Wheel-Mounted Four-Wheel Alignment 592 Mengyao Pan ( Polytechnic of Industry and Commerce), Shaowei Chen (Guangdong Polytechnic of Industry and Commerce), Xiaoyong Lv (Guangdong Polytechnic of Industry and Commerce), Ruitie Huan (Guangdong Polytechnic of Industry and Commerce), Feng Wang (Guangdong Polytechnic of Industry and Commerce), and Yuqing Liu (Guangzhou Vehicle Inspection Trade Association) A Machine Learning Based Hybrid Nonlinear Character Monitoring Approach for Compressor Blades Fault Diagnosis Using Blade Tip Timing Measurement 599 Minghao Pan (The 91959 Force of PLA) and Hailong Xu (Zhuzhou CRRC Times Electric Co.Ltd) Degradation Reliability Evaluation of Mechanical Product Considering Individual Differences 605 Mei Zhao (Nanjing Chenguang Group Co., Ltd.), Jinrui Zhang (Panda Handa Technology Co., Ltd.), Shujun Nan (Panda Handa Technology Co., Ltd.), and Minghao Xiong (Nanjing Chenguang Group Co., Ltd.) An Equivalent and Accelerated Life Test Method for Compressor Blades under Combined Loads Based on Equal Fatigue Life 611 Shouqing Huang (Beijing Institute of Spacecraft Environment Engineering.), Zemin Yao (Beijing Institute of Spacecraft Environment Engineering.), Yong’en Du (Beijing Power Machinery Institute), Xiaokai Huang (Beijing Institute of Spacecraft Environment Engineering.), Yusen Zhang (Beijing Institute of Spacecraft Environment Engineering.), and Shouwen Liu (Beijing Institute of Spacecraft Environment Engineering.)

xvii

Author Index 619

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