Genetic Algorithm Enhanced Quaternion-Based Fixed-Time Attitude Tracking Control for Rigid Spacecrafts Without Unwinding

IF 5.7 2区 计算机科学 Q1 ENGINEERING, AEROSPACE IEEE Transactions on Aerospace and Electronic Systems Pub Date : 2025-01-28 DOI:10.1109/TAES.2025.3535672
Ilyas El Wafi;Zouhair Guennoun;Zakaria Moudden;Mohamed Haloua
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Abstract

This article tackles the problem of fixed-time attitude tracking control of rigid spacecrafts subject to unknown inertia and external disturbances. In particular, the approach focuses on developing an anti-unwinding quaternion-based control law that is easily implementable on a real hardware. A nonsingular terminal sliding surface is proposed, from which an adaptive control law is derived that can stabilize both quaternions' equilibria without any prior knowledge of the inertia and disturbances bounds. The theory of Lyapunov is used to demonstrate that the convergence time is bounded regardless of the initial conditions. Furthermore, due to the large number of parameters involved, a genetic algorithm is utilized to tune the controller instead of a plain manual parameter search. The control scheme is validated through a processor-in-the-loop test done with an STM32 ARM-based processor in a Monte-Carlo simulation. The assessment shows promising results both in terms of short settling time and low steady state error. Not only that, but the controller outperforms other attitude stabilization strategies in execution time and FLASH memory usage.
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基于遗传算法的非解卷刚性航天器四元数固定时间姿态跟踪控制
研究了受未知惯性和外界扰动影响的刚性航天器的定时姿态跟踪控制问题。特别是,该方法侧重于开发一种易于在实际硬件上实现的基于四元数的反unwind控制律。提出了一种非奇异末端滑动曲面,并由此导出了一种自适应控制律,该律可以在不知道惯性界和扰动界的前提下稳定两个四元数的平衡点。利用李雅普诺夫理论证明了无论初始条件如何,收敛时间都是有界的。此外,由于涉及大量的参数,利用遗传算法来调整控制器,而不是简单的手动参数搜索。通过在蒙特卡洛仿真中使用基于STM32 arm的处理器进行处理器在环测试,验证了该控制方案。结果表明,该方法具有较短的稳定时间和较低的稳态误差。不仅如此,控制器在执行时间和闪存使用方面优于其他姿态稳定策略。
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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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