Hybrid physics-infused 1D-CNN based deep learning framework for diesel engine fault diagnostics

被引:0
|
作者
Singh, Shubhendu Kumar [1 ]
Khawale, Raj Pradip [1 ]
Hazarika, Subhashis [2 ]
Bhatt, Ankur [1 ]
Gainey, Brian [1 ]
Lawler, Benjamin [1 ]
Rai, Rahul [1 ]
机构
[1] Department of Automotive Engineering, Clemson University, 4 Research Drive, Greenville,SC,29607, United States
[2] SRI International, 3333 Coyote Hill Road, Palo Alto,CA,94304, United States
关键词
Failure analysis;
D O I
10.1007/s00521-024-10055-y
中图分类号
学科分类号
摘要
引用
收藏
页码:17511 / 17539
相关论文
共 50 条
  • [1] Deep Transfer Learning Method Based on 1D-CNN for Bearing Fault Diagnosis
    He, Jun
    Li, Xiang
    Chen, Yong
    Chen, Danfeng
    Guo, Jing
    Zhou, Yan
    [J]. SHOCK AND VIBRATION, 2021, 2021
  • [2] Research on fault diagnosis of automobile engines based on the deep learning 1D-CNN method
    Du, Canyi
    Zhong, Rui
    Zhuo, Yishen
    Zhang, Xinyu
    Yu, Feifei
    Li, Feng
    Rong, Ying
    Gong, Yongkang
    [J]. ENGINEERING RESEARCH EXPRESS, 2022, 4 (01):
  • [3] 1D-CNN based real-time fault detection system for power asset diagnostics
    Mitiche, Imene
    Nesbitt, Alan
    Conner, Stephen
    Boreham, Philip
    Morison, Gordon
    [J]. IET GENERATION TRANSMISSION & DISTRIBUTION, 2020, 14 (24) : 5766 - 5773
  • [4] A 1D-CNN Based Deep Learning Technique for Sleep Apnea Detection in IoT Sensors
    John, Arlene
    Cardiff, Barry
    John, Deepu
    [J]. 2021 IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS (ISCAS), 2021,
  • [5] Diesel engine fault diagnosis based on deep transfer learning
    Song Y.
    Ma G.
    Pei G.
    Zhang J.
    [J]. Zhendong yu Chongji/Journal of Vibration and Shock, 2023, 42 (21): : 219 - 226
  • [6] Rolling bearing fault diagnosis based on residual connection and 1D-CNN
    Zhao J.
    Zhao Z.
    Yang S.
    [J]. Zhendong yu Chongji/Journal of Vibration and Shock, 2021, 40 (10): : 1 - 6
  • [7] Fault diagnosis of rolling bearings based on attention module and 1D-CNN
    Liu Y.
    Cheng Q.
    Shi Y.
    Wang Y.
    Wang S.
    Deng A.
    [J]. Taiyangneng Xuebao/Acta Energiae Solaris Sinica, 2022, 43 (03): : 462 - 468
  • [8] Research on Bearing Fault Recognition Based on PSO-MCKD and 1D-CNN
    Wang, Yinling
    Yin, Xianming
    [J]. PROCEEDINGS OF THE 2021 ASIA-PACIFIC INTERNATIONAL SYMPOSIUM ON AEROSPACE TECHNOLOGY (APISAT 2021), VOL 1, 2023, 912 : 1005 - 1018
  • [9] Hybrid Machine Learning and Autonomous Control Assisted Framework for Fault Diagnostics and Mitigation in Diesel Engines
    Goyal, Raman
    Chowdhury, Dhrubajit
    Hazarika, Subhashis
    Khawale, Raj Pradip
    Singh, Shubhendu Kumar
    Crawford, Lara
    Rai, Rahul
    [J]. ARTIFICIAL INTELLIGENCE APPLICATIONS AND INNOVATIONS, AIAI 2023, PT II, 2023, 676 : 325 - 339
  • [10] A Hybrid Deep Learning-Based Framework for Chip Packaging Fault Diagnostics in X-Ray Images
    Wang, Jie
    Li, Gaomin
    Bai, Haoyu
    Yuan, Guixin
    Li, Xuan
    Lin, Bin
    Zhong, Lijun
    Zhang, Xiaohu
    [J]. IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS, 2024, 20 (09) : 11181 - 11191