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首页> 外文期刊>Journal of robotics and mechatronics >Efficient Formation of Pheromone Potential Field by Filtering Interaction
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Efficient Formation of Pheromone Potential Field by Filtering Interaction

机译:通过过滤相互作用有效地形成信息素势场

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摘要

In the biological world, social insects, such as ants and bees, use a volatile substance called pheromone for their foraging or homing tasks. This study deals with the utilization of the concept of chemical pheromone as an artificial potential field for robotic purposes. This paper first models a pheromone-based potential field, which is constructed through the interaction between a mobile robot and radio frequency identification tags. The emphasis in the modeling of the system is on the possibility of practically implementable ideas. Stability analysis of the pheromone potential field is carried out with the aim of implementing the model on a real robotic system. The comprehensive analysis of the stability provides the criteria for setting the parameters for obtaining the appropriate potential field, leading to a new filter design scheme called a pheromone filter. The designed filter satisfies both the stability and accuracy requirements of the field and facilitates a relatively straightforward and practical implementation for building and shaping the potential field. The effectiveness of the proposed algorithm is validated through both a computer simulation and a real experiment.
机译:在生物界,蚂蚁和蜜蜂等社交昆虫会使用称为信息素的挥发性物质来进行觅食或归巢。这项研究涉及利用化学信息素的概念作为机器人的人工势场。本文首先对基于信息素的势场进行建模,该势场是通过移动机器人与射频识别标签之间的相互作用构建的。系统建模的重点在于实际可行想法的可能性。为了在真实的机器人系统上实现模型,进行了信息素势场的稳定性分析。对稳定性的综合分析为设置参数以获得合适的势场提供了标准,从而导致了一种新的滤波器设计方案,称为信息素滤波器。所设计的滤波器既满足磁场的稳定性和精度要求,又有助于相对简单和实际的实现,以建立和调整势场。通过计算机仿真和实际实验验证了所提算法的有效性。

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