The Residual Life of Shipboard Cable Forecasting Based on PSO and GM(1,1)

被引:0
|
作者
Wei Yi [1 ]
Liu Yancheng [1 ]
Wang Chuan [1 ]
Chen Gang [1 ]
机构
[1] Dalian Maritime Univ, Marine Engn Coll, Dalian 116026, Peoples R China
关键词
gray theory; residual life predication; optimized parameter alpha;
D O I
10.4028/www.scientific.net/AMR.542-543.578
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this paper, the Gray Theory is used to predict the residual life of shipboard cable. However, under the influence of multi-factors, the grayscale of the model will be enlarged, which will influence the accuracy of the prediction. Therefore, the optimized parameter alpha of the GM (1, 1) model based on PSO, is introduced to improve the precision of the predication. The method is proved effectively by the experimental data and the Arrhenius Equation.
引用
下载
收藏
页码:578 / 583
页数:6
相关论文
共 50 条
  • [1] The Improved GM(1,1) Based on PSO with Stochastic Weight
    Meng, Fanlin
    Wang, Tianhui
    Li, Bingjun
    PROCEEDINGS OF 2017 IEEE INTERNATIONAL CONFERENCE ON GREY SYSTEMS AND INTELLIGENT SERVICES (GSIS), 2017, : 154 - 158
  • [2] Life Prediction of Residual Current Device Based on Wiener Process with GM (1,1) Model
    Liu, Guojin
    Wang, Ze
    Li, Xiang
    Yue, Chenghao
    Li, Wenhua
    IEEJ TRANSACTIONS ON ELECTRICAL AND ELECTRONIC ENGINEERING, 2021, 16 (09) : 1165 - 1173
  • [3] Annual Load Forecasting Based on Improved GM (1,1) Model
    Niu Dongxiao
    Ma Dong
    DATA PROCESSING AND QUANTITATIVE ECONOMY MODELING, 2010, : 236 - +
  • [4] Integrated forecasting of GM(1,1) and GM(1,N) based on self-correlation theory
    Ye, Zhou
    Chen, Kang-Min
    Shanghai Ligong Daxue Xuebao/Journal of University of Shanghai for Science and Technology, 2002, 24 (01):
  • [5] GM(1,1) model based on least absolute estimation of residual
    Deng, Yonghe
    ADVANCES IN CIVIL ENGINEERING, PTS 1-4, 2011, 90-93 : 2881 - 2886
  • [6] TTSP-based Study on Residual Life Prediction of Shipboard Cable
    Wei Yi
    Liu Yancheng
    Liu Yudong
    Wang Chuan
    ELECTRICAL POWER & ENERGY SYSTEMS, PTS 1 AND 2, 2012, 516-517 : 1843 - 1847
  • [7] Amelioration of grey GM (1,1) forecasting model
    Zhang, Huanyong
    Dai, Wenzhan
    2007 IEEE INTERNATIONAL CONFERENCE ON INTEGRATION TECHNOLOGY, PROCEEDINGS, 2007, : 93 - +
  • [8] Study on Interval Fuzzy Series Forecasting based on GM(1,1) Model
    Zeng, Xiangyan
    Shu, Lan
    PROCEEDINGS OF THE 2013 JOINT IFSA WORLD CONGRESS AND NAFIPS ANNUAL MEETING (IFSA/NAFIPS), 2013, : 1451 - 1454
  • [9] Medium-Load Forecasting Based on Improved GM(1,1) Model
    Ding, Wei
    Li, Qiwang
    Zeng, Weicheng
    PROCEEDINGS OF THE SECOND INTERNATIONAL CONFERENCE ON MODELLING AND SIMULATION (ICMS2009), VOL 2, 2009, : 361 - 366
  • [10] Fluctuating Interval Number Series Forecasting Based on GM (1,1) and SVM
    Zeng, Xiangyan
    Shu, Lan
    Huang, Guimin
    JOURNAL OF GREY SYSTEM, 2016, 28 (03): : 1 - 14