机器人避障传感器布置与控制设计的协同进化方法

X. Wang, S.X. Yang, Weiren Shi, M. Meng
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引用次数: 8

摘要

为使移动机器人在未知环境中导航和避障,提出了一种协同进化方法来优化传感器和控制器的设计。本文研究的移动机器人具有柔性传感器和柔性控制结构。提出了一种遗传算法来同时进化传感器的最优位置和模糊控制器的参数。初步结果表明,所提出的协同进化方法可以实现高效的机器人传感器布局和控制设计。
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A co-evolution approach to sensor placement and control design for robot obstacle avoidance
This paper proposes a coevolution approach to optimal sensor placement and controller design for a mobile robot to facilitate its navigation and obstacle avoidance in an unknown environment. The mobile robots considered in this paper have flexible sensor and control structure. A genetic algorithm is developed to evolve the parameters of optimal sensor placement and fuzzy logic controller simultaneously. The preliminary results indicate that the proposed coevolution approach can lead to efficient robot sensor placement and control design.
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