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首页> 外文期刊>Engineering Applications of Artificial Intelligence >TERRA: A path planning algorithm for cooperative UGV-UAV exploration
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TERRA: A path planning algorithm for cooperative UGV-UAV exploration

机译:TERRA:协同UGV-UAV探索的路径规划算法

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摘要

In this paper, we consider the scenario of exploring a planetary surface with a system formed by an Unmanned Aerial Vehicle (UAV) and an Unmanned Ground Vehicle (UGV). The goal is to reach a set of target points minimizing the travelling distance. Some expected key problems in planetary explorations are the UGVs functionality constraints to reach some target points as a single robot system and the UAVs energy constraints to reach all the target points on its own. We present an approach based on the coordination of a hybrid UGV UAV system, in which both robots work together for reaching all the target points. Our strategy proposes the UGV as a moving charging station to solve the UAV energy constraint problem, and the UAV as the robotic system in charge of reaching the target points to solve the UGV functionality constraints. To overcome this problem, we formulate a strategy merging combinatorial classic techniques and modem evolutionary approaches aiming to optimize the travelling distance. Our solution has been tested in several simulation runs with different target points distributions. The results demonstrate that our approach is able to generate a coordinated plan for optimizing the hybrid UGV-UAV system in the exploration scenario.
机译:在本文中,我们考虑了使用无人飞行器(UAV)和无人地面飞行器(UGV)组成的系统探索行星表面的方案。目标是达到一组最小化行驶距离的目标点。行星探测中一些预期的关键问题是:作为单个机器人系统,无人飞行器的功能约束要达到某些目标点;而无人飞行器的能量约束要独自达到所有目标点。我们提出了一种基于混合式UGV无人机系统协调的方法,其中两个机器人协同工作以达到所有目标点。我们的策略提出将UGV作为移动充电站来解决无人机能量约束问题,并建议将UAV作为负责到达目标点的机器人系统来解决UGV功能约束。为了克服这个问题,我们制定了一种策略,将经典技术与现代进化方法相结合,旨在优化行进距离。我们的解决方案已在具有不同目标点分布的多个模拟运行中进行了测试。结果表明,我们的方法能够生成协调计划,以在勘探方案中优化混合UGV-UAV系统。

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