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Dynamic algorithm for safe and reachable frontier point generation for robot exploration

机译:安全可靠的机器人探索边界点生成的动态算法

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In frontier-based exploration, the primary work is to iteratively detect frontiers and generate frontier points to guide the mobile robot to explore the unknown environment. However, most frontier detection algorithms detect the frontiers by processing the entire map data. This is a time-consuming process. In this work, we present a novel approach to dynamically generate safe and reachable frontier points. The proposed approach examines only the new coming laser data to extract coarse frontier points and then refines them to the global optimal frontier points by combining them with global topological map. Only the current laser data and topological information are processed, the computational cost of the proposed method has a significant reduction comparing to traditional approaches. Thus, this method provides an opportunity to improve the efficiency of autonomous exploration. Experimental results verified the effectiveness and real time performance of the proposed approach.
机译:在基于边界的探索中,主要工作是迭代检测边界并生成边界点,以引导移动机器人探索未知环境。但是,大多数边界检测算法都是通过处理整个地图数据来检测边界的。这是一个耗时的过程。在这项工作中,我们提出了一种新颖的方法来动态生成安全且可到达的边境点。所提出的方法仅检查新来的激光数据以提取粗略的边界点,然后通过将其与全局拓扑图结合将其精炼为全局最佳边界点。仅处理当前的激光数据和拓扑信息,与传统方法相比,该方法的计算成本大大降低。因此,该方法提供了提高自主勘探效率的机会。实验结果证明了该方法的有效性和实时性。

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