无人驾驶表面船只使用混合元启发优化可变宇宙模糊PID与增强的史密斯预测器的先进的强大的定向控制
Siyu Zhan1, Qiang Liu2, Zhao Zhao3
1Department of Electrical Engineering, Baltic State Technical University, 190000 St. Petersburg, Russia.
Biomimetics (Basel, Switzerland)
|September 26, 2025
概括
本研究介绍了无人水面船 (USV) 的强有力的航向控制策略,以克服环境干扰和系统延误. 先进的控制器大大减少了航向错误,并改善了定位时间,以实现更安全的海上运营.
科学领域:
- 海洋工程 海洋工程
- 控制系统 控制系统
- 机器人技术 机器人技术 机器人技术
背景情况:
- 无人驾驶水面船 (USV) 越来越多地用于关键的海上作战.
- 由于环境干扰和系统延迟,USVs的精确航向控制具有挑战性.
研究的目的:
- 为USVs制定一个先进的,强大的航向控制战略.
- 在动态条件下解决时间延迟补偿和参数调整方面的挑战.
主要方法:
- 集成了一个增强的史密斯预测器用于时间延迟补偿.
- 实现一个具有自适应缩放域的可变宇宙模糊PID控制器.
- 使用混合元启发式优化算法 (BAS-HSA-GA) 进行参数调整.
主要成果:
- 减小了90%以上的稳定状态航向误差,并在模拟中缩短了约30%的定位时间.
- 在海状态4条件下的实地试验中,追踪误差降低了15-25%.
- 与DRL,ANFC和ACO方法相比,优越的S形路径跟踪性能.
结论:
- 拟议的战略为高精度,耐延迟的USV航向控制提供了一个全面的解决方案.
- 控制器在动态海洋环境中显著改善了性能和稳定性.
关键词:
适应性控制 适应性控制标题控制 标题控制混合的元启发式优化优化.智能优化优化 智能优化海洋自主权海洋自主权强大的控制和强大的控制.史密斯的预测器时间延迟补偿时间延迟补偿无人驾驶水面船舶 (USVs) 无人驾驶水面船舶变量-宇宙模糊的PID模糊的PID.更多相关视频
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