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基于改进A*算法的轮式巡检机器人路径规划方法
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Path Planning Method for Wheeled Inspection Robot Based on Improved A* Algorithm
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    针对轮式巡检机器人在全局路径规划时存在的路径曲折、路径贴近障碍物、搜索效率低的问题,提出一种改进的A*算法.首先,优化A*算法代价函数,提高路径精确性.其次,引入基于距离因子的视线法,减少全局路径曲折,增加路径与障碍物的安全距离.通过双向搜索策略,提高搜索效率.最后,通过准均匀B样条曲线,对全局路径进行平滑.采用栅格法对地图进行建模,并将算法应用于某氯碱化工巡检机器人现场,实验结果表明,相较于A*算法,改进的A*算法在路径安全度、路径拐点数方面均表现更优,其中,路径拐点减少79.41%.改进的A*算法规划出的全局路径更加平顺,更好地满足了轮式巡检机器人对路径规划的要求.

    Abstract:

    An improved A* algorithm is proposed to address the issues of tortuous paths, proximity to obstacles, and low search efficiency in global path planning for wheeled inspection robots. First, the cost function of the A* algorithm is optimized to enhance path accuracy. Second, a line-of-sight method incorporating a distance factor is employed to reduce the tortuosity of the global path and increase the safe distance between paths and obstacles. The two-way search strategy is utilized to improve search efficiency. Finally, the global path is smoothed using quasi-uniform B-spline curves. The environment map is modeled using the grid method, and the algorithm is applied to a chlor-alkali chemical inspection robot scenario. Experimental results demonstrate that, compared with the traditional A* algorithm, the improved A* algorithm exhibits superior performance in terms of path safety, and the number of path inflection points. Specifically, the number of path inflection points is reduced by 79.41%. The global path generated by the improved A* algorithm is smoother, better satisfying the requirements for path planning in wheeled inspection robots.

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孙宁 ,胡云雷 ?,陈宇飞 .基于改进A*算法的轮式巡检机器人路径规划方法[J].湖南大学学报:自然科学版,2025,52(8):103~110

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  • 在线发布日期: 2025-08-29
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