基于边界的自主机器人探索算法的实现

E. Uslu, Furkan Çakmak, M. Balcilar, Attila Akinci, M. Amasyali, S. Yavuz
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引用次数: 16

摘要

探索被定义为在最初未知的环境中选择对特定增益函数贡献最大的目标点。自主移动机器人的探索与测绘、导航、定位和避障密切相关。本文提出了一种基于边界的自主勘探策略。边界定义为在整个测绘和导航阶段计算的已知和未知区域之间的边界点。基于边界的探索实现与机器人操作系统(ROS)兼容。本研究还利用真实机器人平台进行了测试,并通过总路径长度和总探测时间对比分析了不同前沿目标分配方法的效果。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Implementation of frontier-based exploration algorithm for an autonomous robot
Exploration is defined as the selection of target points that yield the biggest contribution to a specific gain function at an initially unknown environment. Exploration for autonomous mobile robots is closely related to mapping, navigation, localization and obstacle avoidance. In this study an autonomous frontier-based exploration strategy is implemented. Frontiers are defined as the border points that are calculated throughout the mapping and navigation stage between known and unknown areas. Frontier-based exploration implementation is compatible with the Robot Operating System (ROS). Also in this study, real robot platform is utilized for testing and the effect of different frontier target assignment approaches are comparatively analyzed by means of total path length and thereby total exploration time.
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