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基于含避障角人工勢場法的機(jī)器人路徑規(guī)劃
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常州市應(yīng)用基礎(chǔ)研究計(jì)劃項(xiàng)目(CJ20235061)、中國博士后科學(xué)基金項(xiàng)目(2021M691588)和江蘇省自然科學(xué)基金項(xiàng)目(BK20210351)


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

    針對(duì)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(guān)系,,通過機(jī)器人當(dāng)前點(diǎn)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(duì)排斥力的偏轉(zhuǎn)角進(jìn)行調(diào)整,;另外,,在空間環(huán)境中利用圓弧插補(bǔ)理論將機(jī)器人平面避障問題轉(zhuǎn)換為空間避障問題;基于機(jī)器人構(gòu)型配置對(duì)改進(jìn)人工勢場法進(jìn)一步完善以滿足實(shí)際避障要求,。仿真和實(shí)驗(yàn)研究結(jié)果表明,,含避障角的人工勢場法,,在單個(gè)或多個(gè)障礙物環(huán)境中進(jìn)行避障路徑規(guī)劃時(shí)解決了局部極小值的問題,,同時(shí)實(shí)現(xiàn)了6自由度機(jī)器人末端在避障時(shí)的軌跡曲線平滑無振蕩,驗(yàn)證了所提出避障路徑規(guī)劃方法的可行性,。

    Abstract:

    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(jī)器人路徑規(guī)劃[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),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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