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武装直升机的综合武器/飞行控制基于情况趋势评估,通过带有干扰的双重启发式动态编程
Zeyu Zhou1, Yuhui Wang2, Qingxian Wu2
1College of Electronic and Information Engineering, Southwest University, Chongqing, 400715, China.
ISA transactions
|September 25, 2025
概括
本研究引入了一种新的启发式动态编程 (HDP) 方法,以改善直升机的自主空中战斗. 这种方法增强了武器和飞行控制,从而在动态交战中提高了性能.
科学领域:
- 航空航天工程 航空航天工程
- 控制系统 控制系统
- 人工智能的人工智能
背景情况:
- 直升机表现出低调,高度合和非线性动态,这给自主控制带来了挑战.
- 现有的空战情况评估方法往往缺乏关于机动趋势的预测能力.
研究的目的:
- 为武装直升机开发一种新的动态集成武器/飞行控制设计.
- 通过解决干扰和非线性特征来增强自主空中作战能力.
- 为更有效的动态游戏引入情况趋势评估.
主要方法:
- 一个启发式动态编程 (HDP) 算法用于控制设计.
- 开发了一个包含武器交付旋转的数学模型.
- 建议进行情况趋势评估,将当前数据和未来机动趋势整合起来.
- 使用识别过程来消除培训估计错误.
主要成果:
- 拟议的方法实现了精确的定位,并减少了控制器的复杂性.
- 对于直升机和目标接触的近最佳策略都得到了推导.
- HDP算法确保了控制政策的局限性,单调性,收性和最佳性.
- 模拟证实了自主空中作战性能的显著改进.
结论:
- 开发的动态集成武器/飞行控制方法有效地增强了直升机自主空中战斗.
- 启发式动态编程方法为干扰下的控制提供了强大的解决方案.
- 情况趋势评估有助于改善参与策略.
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