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拖拉機自動駕駛系統(tǒng)上線軌跡規(guī)劃方法
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國家重點研發(fā)計劃項目(2017YFD0700400、2017YFD0700403)和湖南省戰(zhàn)略性新興產(chǎn)業(yè)科技攻關(guān)類項目(S2016GXZLGG0101)


Guided Trajectory Planning Method for Tractor Autopilot System
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    摘要:

    為解決現(xiàn)有拖拉機自動駕駛系統(tǒng)上線距離較長,且在上線目標(biāo)點附近跟蹤誤差較大的問題,提出了一種基于量子遺傳算法優(yōu)化的B樣條理論局部上線軌跡規(guī)劃方法。綜合考慮最大曲率約束、起止點航向約束和最大轉(zhuǎn)向角約束,把最優(yōu)軌跡規(guī)劃問題轉(zhuǎn)化為B樣條控制點參數(shù)優(yōu)化問題,采用量子遺傳算法對目標(biāo)函數(shù)進(jìn)行尋優(yōu),從而求得距離最短的可行駛上線軌跡。設(shè)計了4種典型作業(yè)工況,仿真結(jié)果表明,對于不同作業(yè)工況,算法均可通過優(yōu)化配置B樣條控制點得到滿足約束的上線軌跡,曲率和等效前輪轉(zhuǎn)角變化平緩,有利于路徑跟蹤控制器進(jìn)行曲線跟蹤控制。田間試驗結(jié)果表明,針對設(shè)計的復(fù)雜作業(yè)工況,單獨采用純追蹤算法的上線距離為78.6m,基于上線軌跡規(guī)劃方法的上線距離為23.7m,且后者在上線點附近的橫向跟蹤誤差更小。

    Abstract:

    The existing tractor autopilot system relies on the built-in path tracking algorithm to approach a target point on the global path when the driver starts the navigation mode at any position in the field. The tracking path will produce a shock phenomenon near the target point, it will affect the path tracking accuracy, and the entire approach process is uncontrollable. In order to solve this problem, a guided trajectory planning method based on third-order B-spline theory was proposed. The trajectory with the minimum length was taken as the desired path, the maximum curvature constraint, the maximum steering angle constraint and the heading of starting goal point constraint were taken into account. Quantum genetic algorithm (QGA) was used to optimize the control points, and finally the B-spline theory was used to generate a smooth desired trajectory. Four kinds of operating conditions were tested in Matlab environment. The simulation results showed that the B-spline theory based on the QGA could be used to obtain a trajectory satisfying the multiple nonlinear constraints, and the trajectory curvature change was continuous, which was beneficial to the path tracking controller. A field test was carried out, and the results showed that the pure pursuit algorithm alone had a travel distance of 78.6m, and the travel distance based on the guided trajectory planning method was 23.7m. Compared with the existing autopilot system, the trajectory planning method based on B-spline theory was helpful to control the shape of tracking path and improve the controllability of approach process.

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賈全,張小超,苑嚴(yán)偉,趙博,偉利國,付拓.拖拉機自動駕駛系統(tǒng)上線軌跡規(guī)劃方法[J].農(nóng)業(yè)機械學(xué)報,2018,49(4):36-44. JIA Quan, ZHANG Xiaochao, YUAN Yanwei, ZHAO Bo, WEI Liguo, FU Tuo. Guided Trajectory Planning Method for Tractor Autopilot System[J]. Transactions of the Chinese Society for Agricultural Machinery,2018,49(4):36-44.

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  • 收稿日期:2017-09-29
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  • 在線發(fā)布日期: 2018-04-10
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