Nonlinear Flight Attitude Control Using Error Dynamics Based Dual Heuristic Dynamic Programming

被引:0
|
作者
Huang, Xu [1 ]
Liu, Jiarun [1 ]
Zhong, Honghao [1 ]
Wang, Zhaolei [1 ]
Luo, Wuyi [1 ]
机构
[1] Beijing Aerosp Automat Control Inst, Natl Key Lab Sci & Technol Aerosp Intelligence Co, Beijing, Peoples R China
关键词
error dynamics; dual heuristic dynamic programming; self-learning; flight control;
D O I
10.1109/CCDC58219.2023.10327656
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents an improved approach called error dynamics based dual heuristic dynamic programming (ED-DHP) for nonlinear flight attitude control. The augmented system state containing tracking error and reference trajectory are defined for the DHP to solve the tracking problem, without requiring the complete knowledge of the vehicle dynamics and the reference trajectory dynamics. A recursive least square method is used to identify not only the input dynamics, but also the total uncertainty of the system based on the error dynamics in real time. The simulations of two different air vehicles demonstrate the good performance of ED-DHP for the online self-learning flight attitude control.
引用
收藏
页码:4548 / 4553
页数:6
相关论文
共 50 条
  • [21] Stability of Direct Heuristic Dynamic Programming for Nonlinear Tracking Control Using PID Neural Network
    Luo, Xiong
    Si, Jennie
    2013 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2013,
  • [22] Efficient self-learning disturbance-resistant control for high-speed flight vehicle based on dual heuristic dynamic programming
    Huang, Xu
    Liu, Jiarun
    Peng, Yue
    Zhang, Yuan
    Wang, Zhaolei
    Bao, Weimin
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2025, 150
  • [23] Dual Heuristic Programming for fuzzy control
    Lendaris, GG
    Shannon, TT
    Schultz, LJ
    Hutsell, S
    Rogers, A
    JOINT 9TH IFSA WORLD CONGRESS AND 20TH NAFIPS INTERNATIONAL CONFERENCE, PROCEEDINGS, VOLS. 1-5, 2001, : 551 - 556
  • [24] Dual heuristic programming based neurocontroller for vibration isolation control
    Ma, Jia
    Yang, Tao
    Hou, Zeng-Guang
    Tan, Min
    Liu, Derong
    PROCEEDINGS OF 2008 IEEE INTERNATIONAL CONFERENCE ON NETWORKING, SENSING AND CONTROL, VOLS 1 AND 2, 2008, : 874 - +
  • [25] Dual Heuristic Programming Based Control of SSSC in Power Systems
    Zhang, Jianhua
    Zhang, Aiguo
    Shang, Jingfu
    2009 ASIA-PACIFIC POWER AND ENERGY ENGINEERING CONFERENCE (APPEEC), VOLS 1-7, 2009, : 3226 - 3229
  • [26] Incremental model-based global dual heuristic programming with explicit analytical calculations applied to flight control
    Sun, Bo
    van Kampen, Erik-Jan
    ENGINEERING APPLICATIONS OF ARTIFICIAL INTELLIGENCE, 2020, 89 (89)
  • [27] ELECTROMAGNETIC FORMATION FLIGHT CONTROL USING DYNAMIC PROGRAMMING
    Eslinger, Gregory J.
    Saenz-Otero, Alvar
    GUIDANCE AND CONTROL 2013, 2013, 149 : 17 - 32
  • [28] Automotive engine torque and air-fuel ratio control using dual heuristic dynamic programming
    Javaherian, Hossein
    Liu, Derong
    Kovalenko, Olesia
    2006 IEEE INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORK PROCEEDINGS, VOLS 1-10, 2006, : 518 - +
  • [29] Learning Control of a Bioreactor System Using Kernel-based Heuristic Dynamic Programming
    Lian, Chuanqiang
    Xu, Xin
    Zuo, Lei
    Huang, Zhenhua
    PROCEEDINGS OF THE 10TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA 2012), 2012, : 316 - 321
  • [30] Longitudinal Control of Hypersonic Vehicles Based on Direct Heuristic Dynamic Programming Using ANFIS
    Luo, Xiong
    Chen, Yi
    Si, Jennie
    Liu, Feng
    PROCEEDINGS OF THE 2014 INTERNATIONAL JOINT CONFERENCE ON NEURAL NETWORKS (IJCNN), 2014, : 3685 - 3692