Air-Breathing Hypersonic Vehicle Tracking Control Based on Adaptive Dynamic Programming

被引:244
|
作者
Mu, Chaoxu [1 ,2 ]
Ni, Zhen [3 ]
Sun, Changyin [4 ]
He, Haibo [5 ]
机构
[1] Univ Rhode Isl, Dept Elect Comp & Biomed Engn, Kingston, RI 02881 USA
[2] Tianjin Univ, Sch Elect & Automat Engn, Tianjin 300072, Peoples R China
[3] South Dakota State Univ, Dept Elect Engn & Comp Sci, Brookings, SD 57007 USA
[4] Southeast Univ, Sch Automat, Nanjing 210096, Jiangsu, Peoples R China
[5] Univ Rhode Isl, Dept Elect Comp & Biomed Engn, Kingston, RI 02881 USA
基金
美国国家科学基金会; 中国国家自然科学基金;
关键词
Action-dependent heuristic dynamic programming (ADHDP); air-breathing hypersonic vehicle (AHV); learning and adaptation capabilities; parameter uncertainties and disturbances; tracking control; DISCRETE-TIME-SYSTEMS; UNCERTAIN NONLINEAR-SYSTEMS; ONLINE LEARNING CONTROL; CONTROL DESIGN; CRITIC DESIGNS; NEURAL-CONTROL; POWER-SYSTEM; HJB SOLUTION; MODEL; REPRESENTATION;
D O I
10.1109/TNNLS.2016.2516948
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
In this paper, we propose a data-driven supplementary control approach with adaptive learning capability for air-breathing hypersonic vehicle tracking control based on action-dependent heuristic dynamic programming (ADHDP). The control action is generated by the combination of sliding mode control (SMC) and the ADHDP controller to track the desired velocity and the desired altitude. In particular, the ADHDP controller observes the differences between the actual velocity/altitude and the desired velocity/altitude, and then provides a supplementary control action accordingly. The ADHDP controller does not rely on the accurate mathematical model function and is data driven. Meanwhile, it is capable to adjust its parameters online over time under various working conditions, which is very suitable for hypersonic vehicle system with parameter uncertainties and disturbances. We verify the adaptive supplementary control approach versus the traditional SMC in the cruising flight, and provide three simulation studies to illustrate the improved performance with the proposed approach.
引用
收藏
页码:584 / 598
页数:15
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