Improved machine learning models with a similarity-based approach for remaining useful life prediction

被引:0
|
作者
Isbilen, F. [1 ]
Bektas, O. [2 ]
Avsar, R. [2 ]
Konar, M. [3 ]
机构
[1] Aircraft Technology, Rumeli University, Istanbul, Turkey
[2] Faculty of Engineering and Natural Sciences, Istanbul Medeniyet University, Istanbul, Turkey
[3] Faculty of Aeronautics and Astronautics, Erciyes University, Kayseri, Turkey
来源
关键词
Predictive maintenance;
D O I
暂无
中图分类号
学科分类号
摘要
引用
收藏
相关论文
共 50 条
  • [41] Remaining Useful Life Prediction Based on Incremental Learning
    Que, Zijun
    Jin, Xiaohang
    Xu, Zhengguo
    Hu, Chang
    IEEE TRANSACTIONS ON RELIABILITY, 2024, 73 (02) : 876 - 884
  • [42] A Deep Learning-Based Remaining Useful Life Prediction Approach for Bearings
    Cheng, Cheng
    Ma, Guijun
    Zhang, Yong
    Sun, Mingyang
    Teng, Fei
    Ding, Han
    Yuan, Ye
    IEEE-ASME TRANSACTIONS ON MECHATRONICS, 2020, 25 (03) : 1243 - 1254
  • [43] A Framework of Multi-Index Modeling for Similarity-Based Remaining Useful Life Estimation
    Gu, Mengyao
    Chen, Youling
    2016 3RD INTERNATIONAL CONFERENCE ON INFORMATION SCIENCE AND CONTROL ENGINEERING (ICISCE), 2016, : 31 - 37
  • [44] A review of remaining useful life prediction for stochastic degrading devices based on machine learning
    Zhang, Bo
    Hu, Changhua
    Zhang, Hao
    Zheng, Jianfei
    Zhang, Jianxun
    Mou, Hanxiao
    Harbin Gongcheng Daxue Xuebao/Journal of Harbin Engineering University, 2024, 45 (09): : 1783 - 1790
  • [45] Dynamic time scales ensemble framework for similarity-based remaining useful life prediction under multiple failure modes
    Xu, Yuhui
    Xia, Tangbin
    Wang, Dong
    Chen, Zhen
    Pan, Ershun
    Xi, Lifeng
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2024, 127
  • [46] Remaining useful life prediction of aeroengine based on SSAE and similarity matching
    Wang, Kun
    Guo, Yingqing
    Zhao, Wanli
    Zhou, Qifan
    Guo, Pengfei
    Beijing Hangkong Hangtian Daxue Xuebao/Journal of Beijing University of Aeronautics and Astronautics, 2023, 49 (10): : 2817 - 2825
  • [47] A similarity-based approach to prediction
    Gilboa, Itzhak
    Lieberman, Offer
    Schmeidler, David
    JOURNAL OF ECONOMETRICS, 2011, 162 (01) : 124 - 131
  • [48] Prediction of Battery Remaining Useful Life Using Machine Learning Algorithms
    Sekhar, J. N. Chandra
    Domathoti, Bullarao
    Gonzalez, Ernesto D. R. Santibanez
    SUSTAINABILITY, 2023, 15 (21)
  • [49] Bearing Remaining Useful Life Prediction Combining Trajectory Similarity and Relevance Vector Machine
    Li, Zhuyi
    Fan, Kesen
    Zhang, Cong
    Zhang, Sihang
    Wan, Yiming
    2022 41ST CHINESE CONTROL CONFERENCE (CCC), 2022, : 4130 - 4135
  • [50] Incremental learning methods for remaining useful life prediction models of machinery
    Dong J.
    Qiu Q.
    Guan C.
    Jisuanji Jicheng Zhizao Xitong/Computer Integrated Manufacturing Systems, CIMS, 2024, 30 (04): : 1397 - 1407