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An approach for coordinating of the cooperative mapping in a self-adaptive formation system based on a modification of the ant colony algorithm

机译:基于蚁群算法改进的自适应编队系统中协同映射的协调方法

摘要

In this work, an approach for cooperative and distributed mapping in a self-adaptive formation system based on a modified version of the ant colony optimization algorithm is proposed. The strategy is distributed, decentralized, real time and it is applied to tasks in which formation characteristic is an essential requirement. The coordination system’s design is inspired by the biological mechanisms that define a social organization in collective systems, specifically, the ant colony system. Voronoi tessalation and Delaunay triangulation techniques are used to model the formation strategy. The approach is adaptable for scenarios with suffer changes in the structure of the environment. The performance of the system is evaluated using a simulator. Simulation results show that the cooperative mapping is efficient, the trials are performed considering an indoor environment. Besides results show that the proposed formation approach is able to rearrange spatially the robots as they navigate, changing the relative robot distances according to the spatial environment restrictions.
机译:在这项工作中,提出了一种基于蚁群优化算法修改版的自适应编队系统中的协作和分布式映射方法。该策略是分布式的,分散的,实时的,并且适用于以地层特征为基本要求的任务。协调系统的设计受到生物机制的启发,该机制定义了集体系统(特别是蚁群系统)中的社会组织。使用Voronoi消息传递和Delaunay三角剖分技术对形成策略进行建模。该方法适用于环境结构发生变化的场景。使用模拟器评估系统的性能。仿真结果表明,协同映射是有效的,在室内环境下进行了试验。此外,结果表明,提出的编队方法能够在机器人导航时在空间上进行重新排列,并根据空间环境的限制来改变机器人的相对距离。

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