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PPAC-Pilot:对于固定翼自动飞行员来说,规定的性能增强控制
Qiuyang Tian1, Zelin Wang1, Tianjiang Hu2
1School of Aeronautics and Astronautics, Sun Yat-Sen University (Shenzhen Campus), Shenzhen 518107, China; Zhuhai Key Laboratory on Collective Intelligence and Unmanned Systems, Zhuhai 519000, China.
ISA transactions
|July 13, 2025
概括
本研究提出了一种规定的性能增强控制 (PPAC) 框架,以改进固定翼无人机 (UAV) 自动驾驶员. 通过使用历史飞行数据,PPAC增强了现有的PID控制器,确保在没有明确的无人机模型的情况下实现高度跟踪性能.
科学领域:
- 航空航天工程 航空航天工程
- 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:
- 固定翼无人机 (UAV) 的传统自动驾驶仪往往需要大量调整才能达到最佳性能.
- 现有的控制系统难以保证特定的性能限制,特别是在高度跟踪方面.
- 历史飞行数据是控制系统开发中未充分利用的资源.
研究的目的:
- 为无人机自动驾驶员引入一种新的规定的性能增强控制 (PPAC) 框架.
- 在不需要完全重新设计的情况下,增强现有的比例整数导数 (PID) 控制循环.
- 利用历史飞行数据来导出动态模型和控制规律.
主要方法:
- 开发了一个PPAC框架来增强现有的开源自动驾驶PID控制器.
- 利用历史飞行数据来导出动态线性化模型和控制规律,避免了明确的无人机建模.
- 为了实际应用,将PPAC框架与总能控制系统 (TECS) 集成.
- 进行了数值模拟和Hardware-in-the-Loop (HIL) 测试以验证.
主要成果:
- 在起飞和巡航场景中,PPAC成功地提高了基线自动驾驶员的性能.
- 该框架确保了对高度跟踪错误的规定的性能限制.
- 对比分析表明,PPAC增强系统的性能比基线自动驾驶系统更好.
- 通过模拟和HIL测试的验证证实了PPAC战略的有效性.
结论:
- 规定的性能增强控制 (PPAC) 框架有效地增强了固定翼无人机自动驾驶.
- PPAC保证了高度跟踪性能,同时最大限度地减少了对现有控制系统的重新设计工作.
- 利用历史飞行数据提供了一个强大的控制法推导方法,没有明确的无人机模型.
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