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基于含避障角人工勢場法的機器人路徑規(guī)劃
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常州市應用基礎研究計劃項目(CJ20235061)、中國博士后科學基金項目(2021M691588)和江蘇省自然科學基金項目(BK20210351)


Robot Path Planning Based on Artificial Potential Field Method with Obstacle Avoidance Angles
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    摘要:

    針對基于距離的人工勢場法(Artificial potential field,APF)存在的局部極小值問題,提出了一種含避障角的人工勢場法的避障路徑規(guī)劃方法。在平面環(huán)境中,采用斜率判定路徑規(guī)劃過程中的位置關系,通過機器人當前點到障礙物的距離與障礙物的影響半徑二者之差得出人工勢場法中的排斥力,并對排斥力的偏轉(zhuǎn)角進行調(diào)整;另外,在空間環(huán)境中利用圓弧插補理論將機器人平面避障問題轉(zhuǎn)換為空間避障問題;基于機器人構型配置對改進人工勢場法進一步完善以滿足實際避障要求。仿真和實驗研究結果表明,含避障角的人工勢場法,在單個或多個障礙物環(huán)境中進行避障路徑規(guī)劃時解決了局部極小值的問題,同時實現(xiàn)了6自由度機器人末端在避障時的軌跡曲線平滑無振蕩,驗證了所提出避障路徑規(guī)劃方法的可行性。

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    Aiming at the local minima problem of the distance-based artificial potential field (APF) method, an obstacle avoidance path planning method with the artificial potential field method containing obstacle avoidance angle was proposed. In a planar environment, the slope was used to determine the positional relationship during the path planning process, and the magnitude of the repulsive force in the artificial potential field method was derived from the difference between the distance from the robot's current point to the obstacle and the radius of influence of the obstacle, and the deflection angle of the repulsive force was adjusted, thus overcoming the shortcomings of local minima that existed in the traditional artificial potential field method. In addition, the circular arc interpolation theory was utilized to convert the robot planar obstacle avoidance problem into a spatial obstacle avoidance problem in a spatial environment. The improved artificial potential field method was further refined based on the robot configuration to meet the practical obstacle avoidance requirements. The effectiveness of the improved artificial potential field method was verified by simulation and experiment. The results of simulation and experimental studies showed that the artificial potential field method containing obstacle avoidance angles not only solved the problem of local minima when performing obstacle avoidance path planning in single or multiple obstacle environments, but also realized the smooth trajectory profile of the end of the 6-DOF robot with no oscillations during obstacle avoidance, thus verifying the feasibility of the proposed obstacle avoidance path planning method.

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萬俊,孫薇,葛敏,王克鴻,章曉勇.基于含避障角人工勢場法的機器人路徑規(guī)劃[J].農(nóng)業(yè)機械學報,2024,55(1):409-418. WAN Jun, SUN Wei, GE Min, WANG Kehong, ZHANG Xiaoyong. Robot Path Planning Based on Artificial Potential Field Method with Obstacle Avoidance Angles[J]. Transactions of the Chinese Society for Agricultural Machinery,2024,55(1):409-418.

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  • 收稿日期:2023-06-02
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  • 在線發(fā)布日期: 2023-08-30
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