Intelligent Control Method of Warfare Simulation Experiment Based on Neural Network

被引:0
|
作者
Wang Xiao [1 ]
Qi Feng [1 ]
Liu Yaqi [1 ]
机构
[1] Inst Elect Engn, Campaign Dept, Hefei 230037, Peoples R China
关键词
warfare simulation experiment; scheme optimization; intelligent control; neural network;
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
To solve the currently existing problems of time consuming and low flexibility in warfare simulation experiment, an intelligent control method based on neural network is advanced, imitating human's thinking process of decision. Firstly, the main general idea and framework of the intelligent control are introduced. Secondly, the structure and training algorithm of three layered feedforward neural network, and the global exploration and regional optimization method of warfare simulation experiment are described. Lastly, a simulation experiment example of large scale formation optimization in air battle demonstrates the procedure of the method, which shows that the sufficiently trained neural network could replace the costly global exploration experiments, and the solution efficiency is improved greatly.
引用
收藏
页码:3241 / 3248
页数:8
相关论文
共 50 条
  • [21] Robot algorithm based on neural network and intelligent predictive control
    Wang, Yini
    JOURNAL OF AMBIENT INTELLIGENCE AND HUMANIZED COMPUTING, 2020, 11 (12) : 6155 - 6166
  • [22] An intelligent traffic light control based on extension neural network
    Chao, Kuei-Hsiang
    Lee, Ren-Hao
    Wang, Meng-Hui
    KNOWLEDGE - BASED INTELLIGENT INFORMATION AND ENGINEERING SYSTEMS, PT 1, PROCEEDINGS, 2008, 5177 : 17 - 24
  • [23] Adaptive Neural Network Based Intelligent Secondary Control for Microgrids
    Jafari, Mohammad
    Sarfi, Vahid
    Ghasemkhani, Amir
    Livani, Hanif
    Yang, Lei
    Xu, Hao
    Koosha, Rasool
    2018 IEEE TEXAS POWER AND ENERGY CONFERENCE (TPEC), 2018,
  • [24] Research in Neural Network Intelligent Method Based on Genetic Algorithm
    Xu, Jin-li
    Tan, Long-yuan
    Pan, Hao
    PROCEEDINGS OF THE 2009 PACIFIC-ASIA CONFERENCE ON CIRCUITS, COMMUNICATIONS AND SYSTEM, 2009, : 674 - +
  • [25] The study on neural network intelligent method based on genetic algorithm
    Wang, Hongtao
    ADVANCED MATERIALS AND INFORMATION TECHNOLOGY PROCESSING, PTS 1-3, 2011, 271-273 : 546 - 551
  • [26] Intelligent rapid prediction method of urban flooding based on BP neural network and numerical simulation model
    Liu, Yuanyuan
    Liu, Yesen
    Zheng, Jingwei
    Chai, Fuxin
    Li, Min
    Mu, Jie
    Shuili Xuebao/Journal of Hydraulic Engineering, 2022, 53 (03): : 284 - 295
  • [27] Intelligent Optimization Method of Piezoelectric Ejection System Design Based on Finite Element Simulation and Neural Network
    Li, Xin
    Zhao, Yongsheng
    3D PRINTING AND ADDITIVE MANUFACTURING, 2024, 11 (03) : e1073 - e1086
  • [28] Simulation and experiment research of fatigue tester system based on neural network
    Pei Zhongcai
    Guo Feiyu
    Liu Wei
    Wang Zhanlin
    2005 IEEE International Conference on Industrial Technology - (ICIT), Vols 1 and 2, 2005, : 767 - 771
  • [29] Intelligent control of mobile agent based on fuzzy neural network in intelligent robotic space
    Jin, TaeSeok
    Kim, HongChul
    Lee, JangMyung
    AI 2006: ADVANCES IN ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2006, 4304 : 668 - +
  • [30] Multiple Linear Regression Prediction and Wavelet Neural Network Based Intelligent Online Tuning Control Method
    Liu, Jingwei
    Zhao, Mengxuan
    Li, Guanchen
    Chen, Jiaming
    IEEE ACCESS, 2020, 8 : 160684 - 160696