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SHANGGUAN Xingchi, ZHANG Xiaoliang, LIU Chao, SHI Hui, WANG Jiayu. Research on equipment fault diagnosis based on improved feature extraction algorithm and capsule network[J]. Journal of Mine Automation, 2024, 50(S1): 146-150.
Citation: SHANGGUAN Xingchi, ZHANG Xiaoliang, LIU Chao, SHI Hui, WANG Jiayu. Research on equipment fault diagnosis based on improved feature extraction algorithm and capsule network[J]. Journal of Mine Automation, 2024, 50(S1): 146-150.
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Research on equipment fault diagnosis based on improved feature extraction algorithm and capsule network

  • 1. CCTEG Information Technology Co., Ltd., Xi'an 710000, China;

  • 2. Huolowan Coal Mine, Inner Mongolia Shendong Tianlong Group Company Limited, Ordos 017200, China

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  • Received Date: January 24, 2024
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    • References (21)
  • [1]
    杨春才, 李向磊, 吕晓伟.煤机设备轴承故障诊断方法[J].工矿自动化, 2023, 49(12):147-151.
    [2]
    李哲.煤矿井下机电设备常见故障处理及分析[J].能源与节能, 2023(11):168-170.
    [3]
    吴景红.煤矿机械故障诊断研究现状及发展趋势[J].煤炭工程, 2023, 55(6):187-192.
    [4]
    谷玉海, 朱腾腾, 饶文军, 等.基于EMD二值化图像和CNN的滚动轴承故障诊断[J].振动.测试与诊断, 2021, 41(1):105-113, 203.
    [5]
    张习习, 顾幸生.改进经验模态分解的电机轴承特征提取方法[J].控制工程, 2020, 27(11):1882-1891.
    [6]
    窦希杰, 王世博, 刘后广, 等.基于EMD特征提取与随机森林的煤矸识别方法[J].工矿自动化, 2021, 47(3):60-65.
    [7]
    熊璐伟, 钟晓阳, 李庶林, 等.基于改进的HHT-SVM微震信号特征提取及分类识别研究[J].中国安全生产科学技术, 2023, 19(10):13-20.
    [8]
    李博, 郭星燃, 李娟莉, 等.基于LSTM-Adam的刮板输送机链传动系统故障预警方法[J].工矿自动化, 2023, 49(9):140-146.
    [9]
    丁华, 吕彦宝, 崔红伟, 等.基于分布式深度神经网络的刮板输送机启停工况故障诊断方法[J].振动与冲击, 2023, 42(18):112-122, 249.
    [10]
    杨秀宇, 邵斌, 贾少毅, 等.强背景噪声下滚动轴承轻微磨损故障特征提取方法[J].煤炭工程, 2023, 55(5):153-159.
    [11]
    董志超, 温庆华, 代鹰, 等.公转滑动轴承外圈划伤故障图像特征提取方法[J].煤炭工程, 2022, 54(增刊1):171-175.
    [12]
    刘宁.基于VMD混合特征提取和ANFIS的滚动轴承故障诊断方法[J].煤矿机械, 2020, 41(6):164-168.
    [13]
    张建公.矿用电动机振动信号早期故障特征提取方法[J].工矿自动化, 2019, 45(5):96-99.
    [14]
    邹雨君, 田慕琴, 乔建强, 等.基于时频图像的齿辊式破碎机中电机轴承故障特征提取方法[J].煤炭学报, 2018, 43(增刊2):623-633.
    [15]
    JANUSZ G, AGNIESZKA W, RADOSLAW Z.Subordinated continuous-time AR processes and their application to modeling behavior of mechanical system[J].Physica A-Statistical Mechanics and Its Applications, 2016, 464:123-137.
    [16]
    LIU Hui, XIANG Jiawei.Autoregressive model-enhanced variational mode decomposition for mechanical fault detection[J].IET Science, Measurement & Technology, 2019, 13(6):843-851.
    [17]
    钟志贤, 焦博隆, 王家园, 等.基于VMD和AR模型的转子裂纹故障诊断方法[J].机械强度, 2020, 42(3):516-522.
    [18]
    涂文涛, 刘韬, 刘浩炜, 等.BP与AR模型在轴承性能退化评估和预测中的应用[J].电子测量与仪器学报, 2019, 33(11):79-88.
    [19]
    景治, 张纯龙.基于经验模态分解和分类器集的滚动轴承故障诊断方法[J].选煤技术, 2023, 51(5):94-98.
    [20]
    马天兵, 王鑫泉, 王孝东.基于EMD-PNN网络的刚性罐道故障诊断方法[J].电子测量与仪器学报, 2019, 33(3):58-64.
    [21]
    姚军, 马宇静, 甄梓越.基于改进粒子群算法在煤矿安全预警中的研究[J].煤炭技术, 2022, 41(5):145-148.
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