A Robust Human-Autonomy Collaboration Framework With Experimental Validation

被引:0
|
作者
Uzun, M. Yusuf [1 ]
Inanc, Emirhan [1 ]
Yildiz, Yildiray [1 ]
机构
[1] Bilkent Univ, Dept Mech Engn, TR-06800 Ankara, Turkiye
来源
关键词
Adaptation models; Long short term memory; Mathematical models; Collaboration; Training; Automation; Vectors; Shared control; adaptive control; human in the loop; long short term memory; uncertain systems; SHARED CONTROL;
D O I
10.1109/LCSYS.2024.3467188
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
In this letter, we introduce a robust human-autonomy collaboration framework focusing on flight control applications. The objective is to optimize performance by always keeping the human operator in control of the vehicle while compensating for human limitations. A significant aspect of this framework is its robustness to human intent estimation errors. This is achieved by precisely modulating the automation assistance to prevent undesired interference with the human operator. We provide human-in-the-loop experimental results, demonstrating significant performance improvements when intent estimation is accurate. Experiments also validate that the pilots maintain vehicle control even when the estimation is faulty.
引用
收藏
页码:2313 / 2318
页数:6
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