Using of the SPSA method to improve the accuracy of the UAV following a given route under the action of wind loads

Q3 Physics and Astronomy Cybernetics and Physics Pub Date : 2021-12-31 DOI:10.35470/2226-4116-2021-10-4-224-230
K. Amelin, Vladimir Maltsev
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Abstract

In the modern world, UAVs (unmanned aerial vehicles) are increasingly used in everyday life in solving civilian tasks. One of the main applications of UAVs is data collection with their reference to a given coordinate system. For example, for the task of aerial photography, it is necessary to accurately link each image to the global coordinate system. In addition to the exact location of coordinates, it is worth the exact movement of a given route, to collect data of exactly those places that are needed. Thus, it is very important to ensure the minimum deviation of the UAV from the given route under the conditions of external disturbances (wind disturbances) acting on it. The article describes a procedure for assessing wind speed and direction for a UAV control system using the SPSA method. The simulation results of the algorithm operation, confirmed during flight tests on an ultralight UAV with an ardupilot autopilot, are presented.
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利用SPSA方法提高无人机在风荷载作用下沿给定路线飞行的精度
在现代世界,无人机(无人机)越来越多地用于日常生活中解决民用任务。无人机的主要应用之一是参考给定坐标系进行数据收集。例如,对于航空摄影任务,有必要将每个图像准确地链接到全局坐标系。除了坐标的精确位置外,还值得对给定路线进行精确移动,以准确收集所需位置的数据。因此,在外部扰动(风扰动)作用下,确保无人机与给定路线的最小偏差是非常重要的。本文描述了一种使用SPSA方法评估无人机控制系统风速和风向的程序。给出了算法操作的仿真结果,并在带有ardupilot自动驾驶仪的超轻型无人机上进行了飞行测试。
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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来源期刊
Cybernetics and Physics
Cybernetics and Physics Chemical Engineering-Fluid Flow and Transfer Processes
CiteScore
1.70
自引率
0.00%
发文量
17
审稿时长
10 weeks
期刊介绍: The scope of the journal includes: -Nonlinear dynamics and control -Complexity and self-organization -Control of oscillations -Control of chaos and bifurcations -Control in thermodynamics -Control of flows and turbulence -Information Physics -Cyber-physical systems -Modeling and identification of physical systems -Quantum information and control -Analysis and control of complex networks -Synchronization of systems and networks -Control of mechanical and micromechanical systems -Dynamics and control of plasma, beams, lasers, nanostructures -Applications of cybernetic methods in chemistry, biology, other natural sciences The papers in cybernetics with physical flavor as well as the papers in physics with cybernetic flavor are welcome. Cybernetics is assumed to include, in addition to control, such areas as estimation, filtering, optimization, identification, information theory, pattern recognition and other related areas.
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