Research of RBF Neural Network PID Control Algorithm for Longitudinal Channel Control of Small UAV

被引:0
|
作者
Wang, Shichao [1 ]
Li, Baokui [1 ]
Geng, Qingbo [1 ]
机构
[1] Beijing Inst Technol, Sch Automat, Beijing 100081, Peoples R China
关键词
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
an intelligent PID controller based on RBF neural network was designed for longitudinal attitude control of a small unmanned aerial vehicle (UAV) according to the feature of complexity and nonlinear; RBF neural network is used to real-time update the PID parameters on line by its learning function for achieving the longitudinal channel control of the UAV; Simulation results show that the design of the RBF neural network PID controller has better control performance and it better satisfies the requirements of the longitudinal channel flight control of small UAV.
引用
收藏
页码:1824 / 1827
页数:4
相关论文
共 50 条
  • [1] The Research on PID Control Ways to Improve RBF Neural Network
    Gao, Yuyu
    [J]. PROCEEDINGS OF THE 2015 INTERNATIONAL CONFERENCE ON COMPUTATIONAL SCIENCE AND ENGINEERING, 2015, 17 : 76 - 81
  • [2] Study on Adaptive PID Control Algorithm Based on RBF Neural Network
    Chen, Wenbai
    Wu, Xibao
    Pei, Yanrong
    Li, Jin-ao
    [J]. 2010 THE 3RD INTERNATIONAL CONFERENCE ON COMPUTATIONAL INTELLIGENCE AND INDUSTRIAL APPLICATION (PACIIA2010), VOL VI, 2010, : 341 - 344
  • [3] Research and Application of Compound Control Based on RBF Neural Network and PID
    Liu, Li
    Kang, Ke
    Zhang, Sheng
    [J]. 2008 3RD INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEM AND KNOWLEDGE ENGINEERING, VOLS 1 AND 2, 2008, : 848 - 850
  • [4] Research on UAV Flight Tracking Control Based on Genetic Algorithm Optimization and Improved bp Neural Network pid Control
    Chen, Yuepeng
    Liu, Songran
    Xiong, Chang
    Zhu, Yufeng
    Wang, Jiaheng
    [J]. 2019 CHINESE AUTOMATION CONGRESS (CAC2019), 2019, : 726 - 731
  • [5] The Study of Trajectory Automatic Control Based on RBF Neural Network PID Control
    Du Zhenmian
    Ye Zhengmao
    Zhang Hui
    Bai Hua
    Xu Yuanli
    Jiang Xianguo
    [J]. PROCEEDINGS OF 2015 INTERNATIONAL CONFERENCE ON FLUID POWER AND MECHATRONICS - FPM 2015, 2015, : 1234 - 1238
  • [6] Position Servo Control in Manipulator Based on RBF Neural Network PID Control
    Fang, Peng
    Ping, Li
    [J]. INTERNATIONAL CONFERENCE ON CONTROL SYSTEM AND AUTOMATION (CSA 2013), 2013, : 120 - 125
  • [7] Adaptive PID control based on RBF neural network identification
    Zhang, MG
    Wang, XG
    Liu, MQ
    [J]. ICTAI 2005: 17TH IEEE INTERNATIONAL CONFERENCE ON TOOLS WITH ARTIFICIAL INTELLIGENCE, PROCEEDINGS, 2005, : 681 - 683
  • [8] PID Control Based on RBF Neural Network for Ship Steering
    Li, Zeyu
    Hu, Jiangqiang
    Huo, Xingxing
    [J]. PROCEEDINGS OF THE 2012 WORLD CONGRESS ON INFORMATION AND COMMUNICATION TECHNOLOGIES, 2012, : 1076 - 1080
  • [9] PSO-RBF Neural Network PID Control Algorithm of Electric Gas Pressure Regulator
    Zhong, Yuanchang
    Huang, Xu
    Meng, Pu
    Li, Fachuan
    [J]. ABSTRACT AND APPLIED ANALYSIS, 2014,
  • [10] An Iterative Learning Control Research Based on RBF Neural Network and PSO Algorithm
    Wang, Shouqin
    Gong, Yan
    He, Xingshi
    [J]. 2023 IEEE 12TH DATA DRIVEN CONTROL AND LEARNING SYSTEMS CONFERENCE, DDCLS, 2023, : 776 - 781