Collision-Free Approximate Optimal Control of Spacecraft Formation With Predefined Performance

IF 5.7 2区 计算机科学 Q1 ENGINEERING, AEROSPACE IEEE Transactions on Aerospace and Electronic Systems Pub Date : 2024-11-19 DOI:10.1109/TAES.2024.3501235
Yue Sun;Youmin Gong;Jie Mei;Yanning Guo;Guangfu Ma;Weiren Wu
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Abstract

This article aims to design an approximate optimal control algorithm for spacecraft formations with predefined performance while ensuring collision avoidance. Achieving these control objectives simultaneously is challenging, especially when there is a conflict between predefined performance and collision avoidance. To address this problem, a predefined variable-performance function equipped with an auxiliary system is designed to achieve the formation error constraints. The relaxation effect of the auxiliary system ensures that obstacle avoidance takes precedence, while the spacecraft move toward the target position. Furthermore, by employing an optimal backstepping control method, a collision-free optimal performance index function is formulated through a simple error transformation to derive the optimal controller. An actor–critic neural network is used to estimate the approximate values of unknown terms in the optimal controller. Through Lyapunov stability analysis, it is demonstrated that the consensus error of the system is ultimately uniformly bounded. Finally, the effectiveness of the proposed controller is validated through a set of simulations.
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具有预定性能的航天器编队的无碰撞近似优化控制
本文旨在设计一种具有预定性能的航天器编队近似最优控制算法,同时保证避免碰撞。同时实现这些控制目标是具有挑战性的,特别是当预定义性能和避免碰撞之间存在冲突时。为了解决这个问题,设计了一个预定义的可变性能函数,并配备了辅助系统来实现地层误差约束。辅助系统的松弛效应保证了航天器在向目标位置移动时优先避障。采用最优反演控制方法,通过简单的误差变换得到无碰撞最优性能指标函数,推导出最优控制器。在最优控制器中,使用行为-评价神经网络来估计未知项的近似值。通过Lyapunov稳定性分析,证明了系统的一致性误差最终是一致有界的。最后,通过一组仿真验证了所提控制器的有效性。
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来源期刊
CiteScore
7.80
自引率
13.60%
发文量
433
审稿时长
8.7 months
期刊介绍: IEEE Transactions on Aerospace and Electronic Systems focuses on the organization, design, development, integration, and operation of complex systems for space, air, ocean, or ground environment. These systems include, but are not limited to, navigation, avionics, spacecraft, aerospace power, radar, sonar, telemetry, defense, transportation, automated testing, and command and control.
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