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Optimal Robot Path Selection Using Fuzzy Analytical Hierarchical Process

机译:使用模糊分析层次过程的最佳机器人路径选择

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摘要

Mobile robots are faced with problems (for ex. path planning) with many alternative solutions (ex. paths) based on several factors, and they must make a selection by quantifying the factors and mathematically evaluating the alternative solutions. Robot path planning is an integral process of mobile robots. A shortest path is generally chosen, however, it is not necessarily the optimal path. Apart from the distance between the start and goal locations, a robot must consider several other factors like the bumpiness, steepness, and crowd on the path. Robots are equipped with sensors like cameras, inertial sensors, and distance sensors to measure these factors. Different paths could be generated between the same start and goal locations considering these factors. The robot must select the optimal path from many paths. The factors which influence the generation of such paths can be dynamic. In this paper we propose to use Fuzzy Analytical Hierarchical Process (Fuzzy-AHP) to analytically select the optimal path from different paths. Fuzzy-AHP provides two navigational approaches, namely, defensive and offensive approaches which can be taken by mobile robots for navigation. In this paper, we present a case study of robot path selection with Fuzzy-AHP.
机译:基于几个因素,移动机器人面临有许多替代解决方案(例如路径)的问题(用于路径规划),并且它们必须通过量化因素和数学评估替代解决方案来进行选择。机器人路径规划是移动机器人的整体过程。通常选择最短路径,然而,它不一定是最佳路径。除了开始和目标位置之间的距离外,机器人必须考虑几个像救济,陡峭和人群的其他几个因素。机器人配备有相机,惯性传感器和距离传感器等传感器,以测量这些因素。考虑这些因素的相同开始和目标位置之间可以生成不同的路径。机器人必须从许多路径中选择最佳路径。影响这种路径产生的因素可以是动态的。在本文中,我们建议使用模糊分析分层过程(模糊AHP)来分析来自不同路径的最佳路径。 Fuzzy-AHP提供了两种导航方法,即防御和冒犯方法,可以通过移动机器人进行导航。在本文中,我们展示了用模糊AHP的机器人路径选择的案例研究。

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