A Nonlinear UAV Control Tuning Under Communication Delay using HPC Strategies in Parameters Space

L. Fagundes-Júnior, Michael Canesche, R. Ferreira, A. Brandão
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引用次数: 3

Abstract

In practical applications, the presence of delays can deteriorate the performance of the control system or even cause plant instability. However, by properly controlling these delays, it is possible to improve the performance of the mechanism. The present work is based on a proposal to analyze the asymptotic stability and convergence of a quadrotor robot, an unmanned aerial vehicle (UAV), on the performance of a given task, under time delay in the data flow. The effects of the communication delay problem, as well as the response-signal behavior of the quadrotors in the accomplishment of positioning mission are presented and analyzed from the insertion of fixed time delay intervals in the UAVs' data collected by its sensors system. Due to the large search space in the set of parameter combinations and the high computational cost required to perform such an analysis by sequentially executing thousands of simulations, this work proposes an open source GPU-based implementation to simulate the robot behavior. Experimental results show a speedup up to 4900x in comparison to MATLAB® implementation. The implement is available in Colab Google platform.
基于参数空间HPC策略的通信延迟下无人机非线性控制整定
在实际应用中,时滞的存在会使控制系统的性能恶化,甚至导致系统不稳定。然而,通过适当地控制这些延迟,有可能提高机制的性能。本工作是基于分析四旋翼机器人的渐近稳定性和收敛性的建议,一种无人机(UAV),对给定任务的性能,在数据流的时间延迟。从传感器系统采集的数据中插入固定时间延迟的角度,分析了通信延迟问题对四旋翼飞行器完成定位任务的影响,以及四旋翼飞行器的响应信号行为。由于参数组合集合中的搜索空间很大,并且通过顺序执行数千次模拟来执行此类分析所需的计算成本很高,因此本工作提出了一种基于开源gpu的实现来模拟机器人行为。实验结果表明,与MATLAB®实现相比,加速高达4900倍。该实现在Colab Google平台上可用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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