Intelligent Robust Adaptive Control of Variant Aircraft Based on Switched Linear Systems and Deep Q-Network

Junhua Huang, Guan Huang, Sheng Luo, Wenxing Fu, Yalan Jia

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

Abstract

This paper focus on the intelligent robust adaptive control problem of a variant aircraft based on switched linear systems and deep Q-Network. A class of aircraft morphing with variable swept wings is modeled, and the corresponding uncertain switched linear system subject to disturbances is developed. In addition, an adaptive law based on leakage approach and a switching law utilized average dwell time method are presented, and the global uniform ultimate boundedness stability of the switched system is given. Combined with a DQN technique, an intelligent robust adaptive control pattern is proposed, which aims at improving robustness and transient performance of the controller systems. One numerical example is put forward to verify the effectiveness of the presented scheme at length.

Original languageEnglish
Title of host publicationProceedings of 2021 5th Chinese Conference on Swarm Intelligence and Cooperative Control
EditorsZhang Ren, Yongzhao Hua, Mengyi Wang
PublisherSpringer Science and Business Media Deutschland GmbH
Pages1377-1388
Number of pages12
ISBN (Print)9789811939976
DOIs
StatePublished - 2023
Event5th Chinese Conference on Swarm Intelligence and Cooperative Control, CCSICC 2021 - Shenzhen, China
Duration: 19 Jan 202222 Jan 2022

Publication series

NameLecture Notes in Electrical Engineering
Volume934 LNEE
ISSN (Print)1876-1100
ISSN (Electronic)1876-1119

Conference

Conference5th Chinese Conference on Swarm Intelligence and Cooperative Control, CCSICC 2021
Country/TerritoryChina
CityShenzhen
Period19/01/2222/01/22

Keywords

  • Deep Q-network
  • Intelligent control
  • Robust adaptive control
  • Switched linear system
  • Variant aircraft

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