A Fuzzy Neural-Network-Driven Weighting System for Electric Shovel

被引:0
|
作者
Gu, Yingkui [1 ]
Wu, Luheng [1 ]
Tang, Shuyun [1 ]
机构
[1] Jiangxi Univ Sci & Technol, Sch Mech & Elect Engn, Ganzhou 341000, Peoples R China
关键词
Fuzzy neural network; T-S model; Electric shovel; Online weighting;
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In order to improve the weighting precision and optimize the loading of trucks and the production efficiency of electric shovel, an online weighting model is developed by using fuzzy logic and improved T-S neural network in this paper. The weighting model is established based on the mechanics analysis of the electric shovel firstly. Then, a T-S fuzzy neural network model is established to obtain the influence coefficient through training large numbers of samples. Applications show that by using the presented weighting model, it not only can decrease the fuzzy and uncertain factors in the weighting process, but also can improve the production and management efficiency.
引用
收藏
页码:526 / 532
页数:7
相关论文
共 50 条
  • [41] Research on Energy Efficiency Characteristics of Mining Shovel Hoisting and Slewing System Driven by Hydraulic-Electric Hybrid System
    Xiangyu Wang
    Lei Ge
    Yunhua Li
    Long Quan
    Chinese Journal of Mechanical Engineering, 36
  • [42] Novel Hybrid Physics-Informed Deep Neural Network for Dynamic Load Prediction of Electric Cable Shovel
    Fu, Tao
    Zhang, Tianci
    Cui, Yunhao
    Song, Xueguan
    CHINESE JOURNAL OF MECHANICAL ENGINEERING, 2022, 35 (01)
  • [43] Novel Hybrid Physics-Informed Deep Neural Network for Dynamic Load Prediction of Electric Cable Shovel
    Tao Fu
    Tianci Zhang
    Yunhao Cui
    Xueguan Song
    Chinese Journal of Mechanical Engineering, 2022, 35 (06) : 168 - 181
  • [44] Novel Hybrid Physics-Informed Deep Neural Network for Dynamic Load Prediction of Electric Cable Shovel
    Tao Fu
    Tianci Zhang
    Yunhao Cui
    Xueguan Song
    Chinese Journal of Mechanical Engineering, 2022, 35
  • [45] Feature Weighting for Centroid Neural Network
    Park, Dong-Chul
    Tran, Nhon Huu
    Woo, Dong-Min
    ICIEA: 2009 4TH IEEE CONFERENCE ON INDUSTRIAL ELECTRONICS AND APPLICATIONS, VOLS 1-6, 2009, : 1233 - 1236
  • [46] Fuzzy PID algorithm for feedforward neural network and its application in electric power system load forecasting
    Rong, Hui
    Zhang, Jishi
    Ma, Xinshan
    Diangong Jishu Xuebao/Transactions of China Electrotechnical Society, 13 (04): : 43 - 46
  • [47] Application of fuzzy control based on neural network in energy management of armored vehicle electric drive system
    Li Hua
    Ma Xiaojun
    Zhang Yunan
    Zhang Han
    ISTM/2007: 7TH INTERNATIONAL SYMPOSIUM ON TEST AND MEASUREMENT, VOLS 1-7, CONFERENCE PROCEEDINGS, 2007, : 2643 - 2646
  • [48] Data-Driven Risk Warning Model for Pension Financial System Based on Fuzzy Neural Network
    Zhang, Xiaoying
    Yan, Wei
    JOURNAL OF CIRCUITS SYSTEMS AND COMPUTERS, 2025,
  • [49] A fuzzy neural network control system based on embedded system
    Meng, Xiaoying
    Tang, Yuening
    Li, Yan
    He, Jia
    2007 IEEE INTERNATIONAL CONFERENCE ON MECHATRONICS AND AUTOMATION, VOLS I-V, CONFERENCE PROCEEDINGS, 2007, : 2394 - 2398
  • [50] Solving Fuzzy Linear System by Fuzzy Neural Network and Applications in Economics
    Otadi, M.
    Mosleh, M.
    Abbasbandy, S.
    JOURNAL OF MATHEMATICAL EXTENSION, 2011, 5 (02) : 47 - 66