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C40. Improved potential field controller for obstacle avoidance in mobile robots

机译:C40。用于移动机器人避障的改进型势场控制器

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In this paper, improved potential field controller suitable for obstacle avoidance is proposed. Genetic algorithms are used to improve the potential field controller by optimizing the forces applied to the robot making the robot path much smoother. A measure of smoothness is used to guide the genetic algorithm optimizer during its search. Of course more smoothing gives less distance and more speed to reach the goal. The optimized controller is simulated on Windows Vista using Matlab Software. Many cases including environments with single obstacle up to three obstacles and multi-knee corridor are simulated. Results are compared to previous work, illustrating the superiority of the proposed work.
机译:本文提出了一种适用于避障的改进型势场控制器。遗传算法可通过优化施加到机器人的力使机器人的路径更加平滑来改善势场控制器。平滑度的度量用于指导遗传算法优化器在其搜索过程中。当然,更大的平滑度可以缩短距离,并加快达到目标的速度。在Windows Vista上使用Matlab软件对优化的控制器进行了仿真。模拟了包括单个障碍物到三个障碍物以及多膝走廊的许多情况。将结果与以前的工作进行比较,说明了拟议工作的优越性。

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