Safe Adaptive Dynamic Programming-Based Formation Control and Collision Avoidance of Multi-UAV System
In this study, a safe adaptive dynamic programming-based method is proposed for the formation control and collision avoidance problem of the multi-UAV systems with the known upper bound of external disturbances. For the position subsystem, an adaptive dynamic programming algorithm is established, us...
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Published in | 2023 42nd Chinese Control Conference (CCC) pp. 5511 - 5516 |
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Main Authors | , , , , , |
Format | Conference Proceeding |
Language | English |
Published |
Technical Committee on Control Theory, Chinese Association of Automation
24.07.2023
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Subjects | |
Online Access | Get full text |
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Abstract | In this study, a safe adaptive dynamic programming-based method is proposed for the formation control and collision avoidance problem of the multi-UAV systems with the known upper bound of external disturbances. For the position subsystem, an adaptive dynamic programming algorithm is established, using a designed cost function that manages to include uncertainty, tracking error, control influence, and barrier functions. Through the critic network structure with a unique weight learning criterion, the optimal cost function and control strategies are obtained. After attitude resolution, an integral back-stepping controller is established for the attitude subsystem. The simulation experiment is designed to verify the effectiveness of the algorithm. |
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AbstractList | In this study, a safe adaptive dynamic programming-based method is proposed for the formation control and collision avoidance problem of the multi-UAV systems with the known upper bound of external disturbances. For the position subsystem, an adaptive dynamic programming algorithm is established, using a designed cost function that manages to include uncertainty, tracking error, control influence, and barrier functions. Through the critic network structure with a unique weight learning criterion, the optimal cost function and control strategies are obtained. After attitude resolution, an integral back-stepping controller is established for the attitude subsystem. The simulation experiment is designed to verify the effectiveness of the algorithm. |
Author | Zhang, Xiuyun Yu, Hui Tang, Yifan Cai, Siyuan Dou, Liqian Zhang, Ruilong |
Author_xml | – sequence: 1 givenname: Hui surname: Yu fullname: Yu, Hui email: yuhui_421@tju.edu.cn organization: School of Electrical Engineering and Automation, Tianjin University,Tianjin,300072 – sequence: 2 givenname: Liqian surname: Dou fullname: Dou, Liqian email: douliqian@tju.edu.cn organization: School of Electrical Engineering and Automation, Tianjin University,Tianjin,300072 – sequence: 3 givenname: Ruilong surname: Zhang fullname: Zhang, Ruilong email: zhangrl1993@qq.com organization: Beijing Aerospace Automatic Control Institute,Beijing,100039 – sequence: 4 givenname: Xiuyun surname: Zhang fullname: Zhang, Xiuyun email: zxy_11@tju.edu.cn organization: School of Electrical Engineering and Automation, Tianjin University,Tianjin,300072 – sequence: 5 givenname: Siyuan surname: Cai fullname: Cai, Siyuan email: 18909557011@163.com organization: AVIC Xi'an Flight Automatic Control Research Institute,Xi'an,710065 – sequence: 6 givenname: Yifan surname: Tang fullname: Tang, Yifan organization: School of Electrical Engineering and Automation, Tianjin University,Tianjin,300072 |
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Snippet | In this study, a safe adaptive dynamic programming-based method is proposed for the formation control and collision avoidance problem of the multi-UAV systems... |
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SubjectTerms | Adaptive dynamic programming Adaptive systems Attitude control Barrier function Collision Avoidance Heuristic algorithms Multi-UAV formation control Simulation Stability criteria Uncertainty Upper bound |
Title | Safe Adaptive Dynamic Programming-Based Formation Control and Collision Avoidance of Multi-UAV System |
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