丘陵山区农业机械路径跟踪算法优化OA
Agricultural machinery path tracking algorithm optimization in hilly and mountainous areas
针对丘陵山区存在折线路径曲率突变,造成农机路径跟踪控制超调及行驶不稳定的问题,提出一种曲率变化连续的圆弧切换方法.该方法基于 6种路径分布,根据折线交点和农机最小转弯半径,确定最佳路径切换位置,分别建立数学模型,确定圆弧轨迹.在此基础上,搭建基于Matlab/Simulink-Carsim的模型预测控制(MPC),分别以不同折线夹角(60°、90°、120°和 150°)及不同前进速度(0.5和 1.0 m/s)进行验证.验证结果表明,当农机以 0.5和 1.0 m/s速度前进时,相较于优化前传统方法,优化后方法平均横向偏差分别降低 36.79%和 39.46%,平均航向角偏差分别降低 35.91%和30.43%,并且横向偏差和航向角偏差最值均减小,农机路径跟踪精度和行驶稳定性有明显改善,能更好满足折线路径的跟踪.
To address problems of overshoot during path tracking control and unstable driving of agricultural machinery caused by poly-gonal trajectory curvature mutation in hilly and mountainous areas,an arc switching method for continuous curvature change was pro-posed.Based on six path distributions,optimal path switching positions were determined using broken lines'intersection points and the minimum turning radius of agricultural machinery.Mathematical models were established to determine circular arc trajectories.On this basis,a model predictive control(MPC)system model based on Matlab/Simulink-Carsim was built.Verification was carried out using different polygonal angles(60°,90°,120° and 150°)and different forward speeds(0.5 and 1.0 m/s).Verification results showed that when agricultural machinery moved forward at speeds of 0.5 and 1.0 m/s,compared with traditional method before optimization,optimized method reduced average lateral deviation by 36.79%and 39.46%,respectively,and reduced average heading angle deviation by 35.91%and 30.43%,respectively.In addition,both the maximum lateral deviation and heading angle deviation reduced.Path tracking accuracy and driving stability of agricultural machinery were significantly improved,better meeting needs for polygonal paths tracking.
符德龙;吴长兵;王克敏;管彦银;张富贵
贵州省烟草公司毕节市公司,贵州 毕节 551700中国烟草总公司贵州省公司,贵州 贵阳 550025中国烟草总公司贵州省公司,贵州 贵阳 550025贵州大学机械工程学院,贵州 贵阳 550025贵州大学机械工程学院,贵州 贵阳 550025||贵州省山地智能农机全省重点实验室,贵州 贵阳 550025
农业科技
路径曲率突变路径跟踪MPC预测模型联合仿真丘陵山区农业机械化
trajectory curvature mutationpath trackingMPC prediction modeljoint simulationhilly and mountainous areasagricultural mechanization
《农业工程》 2026 (2)
9-16,8
贵州省研究生教育创新计划项目(2024YJSKYJJ102)中国烟草总公司贵州省公司科技项目(中烟黔科[2024]1号)贵州省山地智能农机全省重点实验室建设项目(黔科合平台ZSYS[2025]013)
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