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JME College
中文
Journal of Mechanical Engineering
2024, Volume 60 Issue 12 Publication:20 June 2024
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Challenges and Opportunities of XAI in Industrial Intelligent Diagnosis: Priori-empowered
YAN Ruqiang, SHANG Zuogang, WANG Zhiying, XU Wengang, ZHAO Zhibin, WANG Shibin, CHEN Xuefeng
Journal of Mechanical Engineering. 2024, 60 (12): 1-20. doi:
10.3901/JME.2024.12.001
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898
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629
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Challenges and Opportunities of XAI in Industrial Intelligent Diagnosis: Attribution Interpretation
YAN Ruqiang, ZHOU Zheng, YANG Yuangui, LI Yasong, HU Chenye, TAO Zhiyu, ZHAO Zhibin, WANG Shibing, CHEN Xuefeng
Journal of Mechanical Engineering. 2024, 60 (12): 21-40. doi:
10.3901/JME.2024.12.021
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510
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(626KB) (
403
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Interpretable Intelligent Diagnosis Based on Wavelet Kernel Encoded Spiking Convolutional Neural Networks
WANG Jun, YANG Yiqing, LIU Jinzhao, SHEN Changqing, HUANG Weiguo, ZHU Zhongkui
Journal of Mechanical Engineering. 2024, 60 (12): 41-50. doi:
10.3901/JME.2024.12.041
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219
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(577KB) (
123
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Neural Network Driven by Multiple Lifting Kernels for Mechanical Fault Diagnosis and Its Interpretability Research of Feature Extraction
YUAN Jing, REN Gangxing, JIANG Huiming, ZHAO Qian, WEI Chenjun, ZHU Jun
Journal of Mechanical Engineering. 2024, 60 (12): 51-64. doi:
10.3901/JME.2024.12.051
Abstract
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215
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(801KB) (
130
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Interpretable Convolutional Neural Network for Mechanical Equipment Fault Diagnosis
CHEN Qian, CHEN Kangkang, DONG Xingjian, HUANGFU Yifan, PENG Zhike, MENG Guang
Journal of Mechanical Engineering. 2024, 60 (12): 65-76. doi:
10.3901/JME.2024.12.065
Abstract
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436
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(609KB) (
298
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Interpretable Intelligent Diagnosis Method for Aero-engines Based on Deep Signal Separation
WANG Yi, DING Jiakai, SUN Haoran, QIN Yi, TANG Baoping
Journal of Mechanical Engineering. 2024, 60 (12): 77-89. doi:
10.3901/JME.2024.12.077
Abstract
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203
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(686KB) (
120
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Interpretable Network Construction for Intelligent Monitoring and Diagnosis,and Application in Inter-shaft Bearing Diagnosis While Aero-engine Test
WANG Shibin, WANG Shiao, CHEN Xuefeng, HUANG Hai, AN Botao, ZHAO Zhibin, LIU Yongquan, LI Yinghong
Journal of Mechanical Engineering. 2024, 60 (12): 90-106. doi:
10.3901/JME.2024.12.090
Abstract
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229
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(968KB) (
117
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Study on Fault Diagnostics and Knowledge Embedding of Complex Rotating Machinery Components Based on Low Delay Interpretable Deep Learning
LIU Yuekai, WANG Tianyang, CHU Fulei
Journal of Mechanical Engineering. 2024, 60 (12): 107-115. doi:
10.3901/JME.2024.12.107
Abstract
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168
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(505KB) (
131
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Research on the Prediction Method of Remaining Useful Life of Gears by Combining Fault Mechanism and Convolutional Neural Network
LIU Huakai, DING Kang, HE Guolin, LI Weihua, LIN Huibin
Journal of Mechanical Engineering. 2024, 60 (12): 116-125. doi:
10.3901/JME.2024.12.116
Abstract
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243
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(578KB) (
193
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Fault Diagnosis for Aero-engine Accessory Gearbox by Mechanism Constraint Graph Weight Enhancement Networks under the Large Revolution Fluctuations
YU Xiaoxia, TANG Baoping, WEI Jing, ZHANG Zhigang
Journal of Mechanical Engineering. 2024, 60 (12): 126-136. doi:
10.3901/JME.2024.12.126
Abstract
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138
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(752KB) (
126
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Convolutional Neural Network of Mutual Information Specification and Its Application in Bearing Fault Feature Extraction
WANG Zhenya, LIU Tao, WU Xing
Journal of Mechanical Engineering. 2024, 60 (12): 137-146. doi:
10.3901/JME.2024.12.137
Abstract
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171
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(662KB) (
94
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Improved Interpretable-based Physically Guided Spatial Attention for Cross-process Parameters End Milling Cutter Wear Identification
LAI Xuwei, DING Kun, ZHANG Kai, HUANG Fengfei, ZHENG Qing, LI Zhixuan, DING Guofu
Journal of Mechanical Engineering. 2024, 60 (12): 147-157. doi:
10.3901/JME.2024.12.147
Abstract
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151
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(746KB) (
116
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Multi-sensor Data Fusion Diagnosis Method Based on Interpretable Spatial-temporal Graph Convolutional Network
WEN Kairu, CHEN Zhuyun, HUANG Ruyi, LI Dongpeng, LI Weihua
Journal of Mechanical Engineering. 2024, 60 (12): 158-167. doi:
10.3901/JME.2024.12.158
Abstract
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192
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(604KB) (
140
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Analysis of Plume Motion Characteristics in Selective Laser Melting Forming Process Based on Image Semantic Segmentation and Graph Convolution
LIN Xin, MAO Yangkun, FUH Ying Hsi Jerry, ZHU Kunpeng
Journal of Mechanical Engineering. 2024, 60 (12): 168-182. doi:
10.3901/JME.2024.12.168
Abstract
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101
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(710KB) (
60
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Crack Damage Detection of Centrifugal Fan Blades Based on Interpretable Ensemble Selection Framework
SHEN Junxian, MA Tianchi, SONG Di, XU Feiyun
Journal of Mechanical Engineering. 2024, 60 (12): 183-193. doi:
10.3901/JME.2024.12.183
Abstract
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183
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(641KB) (
109
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Trustworthy Mechanical Fault Diagnosis Using Uncertainty-aware Network
SHAO Haidong, XIAO Yiming, DENG Qianwang, REN Yingying, HAN Te
Journal of Mechanical Engineering. 2024, 60 (12): 194-206. doi:
10.3901/JME.2024.12.194
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193
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(754KB) (
121
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Research Progress on Solidification Cracking of Aluminum Alloy During Welding and Crack Resistance of Filler Materials
WANG Hao, LIU Kun, LI Jie, YU Wenming, WU Hong, OKULOV Artem
Journal of Mechanical Engineering. 2024, 60 (12): 207-219. doi:
10.3901/JME.2024.12.207
Abstract
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146
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(872KB) (
77
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Effect of Welding Heat Input on Stress Corrosion Cracking Behavior in Coarse Grain Heat Affected Zone of X65 Pipeline
YAN Yusheng, ZHONG Shifang, XU Lianyong, ZHAO Lei, HAN Yongdian
Journal of Mechanical Engineering. 2024, 60 (12): 220-227. doi:
10.3901/JME.2024.12.220
Abstract
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91
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(566KB) (
47
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Study on Low-cycle Fatigue Performance of Pure Titanium with Bimodal Structure: Experiment and Simulation
TANG Pei, ZHANG Yong, JIA Yunfei, LI Xiao, WANG Yongji
Journal of Mechanical Engineering. 2024, 60 (12): 228-239. doi:
10.3901/JME.2024.12.228
Abstract
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101
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(795KB) (
50
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Parameters Determination of Hardening Model for Ultra-high Strength Steel Based on Modified Genetic Algorithm and Bending Spring Back Prediction
LIU Chengshang, CHEN Rui, LI Fang, WANG Meng, XU Wujiao
Journal of Mechanical Engineering. 2024, 60 (12): 240-249. doi:
10.3901/JME.2024.12.240
Abstract
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135
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(463KB) (
69
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Mechanical Properties and Microstructure Evolution of 310S Austenitic Stainless Steel Welded Joint at High Temperature
JIANG Yunlu, CHEN Jing, KAN Ying, WU Changzhong, CHEN Huaining
Journal of Mechanical Engineering. 2024, 60 (12): 250-258. doi:
10.3901/JME.2024.12.250
Abstract
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106
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(655KB) (
46
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Analytical Solution of Flow Balance Coefficient at the Outlet of Slit-combined Channel in Polymer Extrusion Process
ZHANG Guangdong, HUANG Xiang
Journal of Mechanical Engineering. 2024, 60 (12): 259-267. doi:
10.3901/JME.2024.12.259
Abstract
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157
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(236KB) (
36
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Influence of Stress-free Temperature and Model Simplification in Life Evaluation of CCGA Packages
FENG Mingxiang, JIANG Qinglei, WANG Xuyan
Journal of Mechanical Engineering. 2024, 60 (12): 268-276. doi:
10.3901/JME.2024.12.268
Abstract
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60
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(659KB) (
28
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Long-term High Temperature Aging on the Microstructure of T23 Water-cooled Wall Welds Influences
YIN Shaohua, ZHANG Zhenhua, SUN Zhiqiang, LUO Zhen
Journal of Mechanical Engineering. 2024, 60 (12): 277-286. doi:
10.3901/JME.2024.12.277
Abstract
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60
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(821KB) (
39
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Influence of Attached Splitter Plate on the Flow and Flow-induced Noise Generated from Circular Cylinder
ZHU Jianyue, YUAN Yongyi, CHEN Yu, XU Junqi
Journal of Mechanical Engineering. 2024, 60 (12): 287-300. doi:
10.3901/JME.2024.12.287
Abstract
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103
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(1133KB) (
54
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Research on Fault Diagnosis and Application of Battery Systems Based on Multi-entropy Fusion
HONG Jichao, ZHANG Xinyang, XU Xiaoming, LI Renzheng, JIN Shuaiyang
Journal of Mechanical Engineering. 2024, 60 (12): 301-312. doi:
10.3901/JME.2024.12.301
Abstract
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77
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(726KB) (
49
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Structural Optimization of Simple Catenary Based on BP Neural Network and Genetic Algorithm
LU Qi, SU Kaixin, ZHANG Jiwang, YAN Tao, YANG Bing, ZHANG Haonan
Journal of Mechanical Engineering. 2024, 60 (12): 313-320. doi:
10.3901/JME.2024.12.313
Abstract
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99
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(383KB) (
59
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Influence of Human Head Kinematic Boundary to Head Injury in Real Car Accident
WANG Fang, YIN Jiajie, HU Lin, WANG Mingliang, SHI Liangliang, ZOU Tiefang, LIU Xin, ZHOU Zhou
Journal of Mechanical Engineering. 2024, 60 (12): 321-334. doi:
10.3901/JME.2024.12.321
Abstract
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108
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(433KB) (
51
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State of Health Estimation of Lithium-ion Battery Based on Feature Optimization and Random Forest Algorithm
WU Ji, FANG Leichao, LIU Xingtao, CHEN Jiajia, LIU Xiaojian, Lü Bang
Journal of Mechanical Engineering. 2024, 60 (12): 335-343. doi:
10.3901/JME.2024.12.335
Abstract
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148
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(475KB) (
50
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Dynamic Characteristics Analysis of Spatial Large Deployable Annular Tensegrity Mechanism
ZHAO Hongyue, SHI Chuang, GUO Hongwei, LIU Rongqiang
Journal of Mechanical Engineering. 2024, 60 (12): 344-354. doi:
10.3901/JME.2024.12.344
Abstract
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158
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(573KB) (
60
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Joint Simulation of Coupled Flow in Hydrodynamic Retarders and Its Hydraulic Control System
KONG Lingxing, WEI Wei, YAN Qingdong, CHEN Xuemei, HUANG Yan
Journal of Mechanical Engineering. 2024, 60 (12): 355-364. doi:
10.3901/JME.2024.12.355
Abstract
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141
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(551KB) (
68
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Automatic Branch Pipe Layout for Aero-engine Based on Steiner Minimum Tree and Improved Multi-objective Firefly Algorithm
ZHANG Yu, FAN Zhigang, YU Runze, SHI Ke, LU Hao, ZHANG Ming, GONG Yadong
Journal of Mechanical Engineering. 2024, 60 (12): 365-372. doi:
10.3901/JME.2024.12.365
Abstract
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114
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(413KB) (
59
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