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Verification of coverage control for multi-copter with local optimal solution avoidance and collision avoidance using random-walk and artificial potential method

机译:使用随机游动和人工势能方法验证具有局部最优解和避免撞的多直升机的覆盖控制

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This paper combines coverage control, random-walk and artificial potential method to deploy multi-copter type Unmanned Aerial Vehicles (UAVs). With the coverage control, it is able to deploy agents in the coverage area with arbitrary distribution based on the purpose of control. However, when initial position of agents concentrates on one location, it could be fallen into the local optimal solution (local optimal problem). While the local optimal problem, agents could not achieve the distribution based on the purpose of control. Meanwhile, random-walk takes vectorial angle randomly and move constant distance. By using this movement, it is possible to disperse the initial position of UAVs. Therefore, the local optimal problem could be solved by combining random-walk to coverage control. Moreover, using the artificial potential method as a repulsive force to avoid the collision between agents. This paper verifies the validity of proposed method by numerical simulation.
机译:本文将覆盖控制,随机行走和人工势能方法相结合,以部署多直升机类型的无人机。通过覆盖控制,可以根据控制目的以任意分布在覆盖区域中部署代理。但是,当代理的初始位置集中在一个位置上时,它可能会落入局部最优解中(局部最优问题)。尽管存在局部最优问题,但代理商无法根据控制目的实现分配。同时,随机行走随机取矢量角并移动恒定距离。通过使用该运动,可以分散无人机的初始位置。因此,可以通过将随机游走与覆盖控制相结合来解决局部最优问题。而且,使用人工势能方法作为排斥力来避免试剂之间的碰撞。通过数值模拟验证了所提方法的有效性。

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