弹性(材料科学)
螺旋桨
容错
适应(眼睛)
估计
断层(地质)
控制(管理)
计算机科学
损伤控制
控制理论(社会学)
可靠性工程
工程类
海洋工程
心理学
地震学
人工智能
地质学
系统工程
物理
海洋学
神经科学
热力学
作者
Jeffrey Mao,Jennifer Yeom,Suraj Nair,Giuseppe Loianno
出处
期刊:IEEE robotics and automation letters
日期:2024-03-25
卷期号:9 (5): 4297-4304
被引量:3
标识
DOI:10.1109/lra.2024.3380923
摘要
Aerial robots are required to remain operational even in the event of system disturbances, damages, or failures to ensure resilient and robust task completion and safety. One common failure case is propeller damage, which presents a significant challenge in both quantification and compensation. In this paper, we propose a novel adaptive control scheme capable of detecting and compensating for multi-rotor propeller damages, ensuring safe and robust flight performances. Our solution combines an L1 adaptive controller with an optimization routine for damage inference and compensation of single or dual propellers, with the capability to seamlessly transition to a fault-tolerant solution in case the damage becomes severe. We experimentally identify the conditions under which the L1 adaptive solution remains preferable over a fault-tolerant alternative. Experimental results validate the proposed approach demonstrating the ability of our solution to adapt and compensate onboard in real time on a quadrotor for damages even when multiple propellers are damaged.
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