Remaining Useful Life Prognostics of Aircraft Engine Based on Fusion Algorithm

被引:0
|
作者
Xiong Xinxin [1 ]
Li Qing [1 ]
Cheng Nong [1 ]
机构
[1] Tsinghua Univ, Dept Automat, Beijing 100084, Peoples R China
关键词
aircraft engine; remaining useful life; prognostics; fusion algorithm;
D O I
暂无
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Prognostics on remaining useful life is a difficult technical challenge in aircraft engine health management. The paper introduces the principle of HSMM, similarity-based, and SVM algorithm, and their detailed structure and method applied to the prognostics. Apply these three algorithms to C-MAPSS data released by NASA and get the life prognostics result correspondingly, then fuse these results by average fusion and comentropy fusion. Compare and evaluate the consequence among the result of these three single algorithm and the fusion algorithm, finally summarize the characteristic and the usable range of each algorithm.
引用
收藏
页码:628 / 633
页数:6
相关论文
共 50 条
  • [1] Online Prognostics of Aircraft Turbine Engine Component's Remaining Useful Life (RUL)
    Alam, Md Monzurul
    Bodruzzaman, M.
    Zein-Sabatto, M. Saleh
    [J]. IEEE SOUTHEASTCON 2014, 2014,
  • [2] Remaining useful life prognostics for aeroengine based on superstatistics and information fusion
    Liu Junqiang
    Zhang Malan
    Zuo Hongfu
    Xie Jiwei
    [J]. CHINESE JOURNAL OF AERONAUTICS, 2014, 27 (05) : 1086 - 1096
  • [3] Remaining useful life prognostics for aeroengine based on superstatistics and information fusion
    Liu Junqiang
    Zhang Malan
    Zuo Hongfu
    Xie Jiwei
    [J]. Chinese Journal of Aeronautics, 2014, (05) : 1086 - 1096
  • [4] Remaining useful life prognostics for aeroengine based on superstatistics and information fusion
    Liu Junqiang
    Zhang Malan
    Zuo Hongfu
    Xie Jiwei
    [J]. Chinese Journal of Aeronautics., 2014, 27 (05) - 1096
  • [5] Remaining Useful Life Prognostics of Aircraft Engines Based on Damage Propagation Modeling and Data Analysis
    Xiong, Xinxin
    Cheng, Nong
    Li, Qing
    Yang, Hui
    [J]. 2015 8TH INTERNATIONAL SYMPOSIUM ON COMPUTATIONAL INTELLIGENCE AND DESIGN (ISCID), VOL 2, 2015, : 143 - 147
  • [6] An Improved Fusion Prognostics Method for Remaining Useful Life Prediction of Bearings
    Wang, Biao
    Lei, Yaguo
    Li, Naipeng
    Lin, Jing
    [J]. 2017 IEEE INTERNATIONAL CONFERENCE ON PROGNOSTICS AND HEALTH MANAGEMENT (ICPHM), 2017, : 18 - 24
  • [7] A Fusion Prognostics Method for Remaining Useful Life Prediction of Electronic Products
    Cheng, Shunfeng
    Pecht, Michael
    [J]. 2009 IEEE INTERNATIONAL CONFERENCE ON AUTOMATION SCIENCE AND ENGINEERING, 2009, : 102 - 107
  • [8] Remaining useful life prediction of aircraft engine based on degradation pattern learning
    Zhao, Zeqi
    Liang, Bin
    Wang, Xueqian
    Lu, Weining
    [J]. RELIABILITY ENGINEERING & SYSTEM SAFETY, 2017, 164 : 74 - 83
  • [9] Remaining useful life prognostics based on stochastic degradation modeling: turbofan engine as case study
    Zahra Esfahani
    Karim Salahshoor
    Amir Hooshang Mazinan
    [J]. Journal of the Brazilian Society of Mechanical Sciences and Engineering, 2022, 44
  • [10] Remaining useful life prognostics based on stochastic degradation modeling: turbofan engine as case study
    Esfahani, Zahra
    Salahshoor, Karim
    Mazinan, Amir Hooshang
    [J]. JOURNAL OF THE BRAZILIAN SOCIETY OF MECHANICAL SCIENCES AND ENGINEERING, 2022, 44 (07)