A combined mixed integer programming and fuzzy control approach for movement of autonomous systems in formation

T. Kopfstedt, C. Ament
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Abstract

This paper presents a new combination of algorithms to allow coordinated movement of groups of autonomous systems in formation. A key feature of the work we will present here is a number of specific sets of fuzzy algorithms that, in combination, allow a movement in formation in 3D environments simply based on sensor inputs in a purely reactive manner. This approach is combined with a global optimization realized by using mixed integer programming to allow well planned actions of the formations with automatic avoidance of situations in which the stability of the formation could not be assured. For the combination of these two different algorithms and the possibility to extend these two with other algorithms to fulfill complicated mission tasks we we present a specific control architecture that allows to run several algorithms in parallel during a mission and to select the best performing one as the one that is controlling the autonomous vehicle.
编队自治系统运动的混合整数规划与模糊控制相结合的方法
本文提出了一种新的算法组合,以允许自治系统群体在信息中协调运动。我们将在这里介绍的工作的一个关键特征是一些特定的模糊算法集,它们结合在一起,允许在3D环境中以纯粹的反应方式基于传感器输入进行信息移动。该方法与使用混合整数规划实现的全局优化相结合,可以很好地规划地层的行动,并自动避免无法保证地层稳定性的情况。对于这两种不同算法的组合以及将这两种算法与其他算法扩展以完成复杂任务的可能性,我们提出了一种特定的控制体系结构,该体系结构允许在任务期间并行运行多个算法,并选择表现最佳的算法作为控制自动驾驶车辆的算法。
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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