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汽車駕駛機(jī)器人模糊神經(jīng)網(wǎng)絡(luò)換擋控制方法
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“十一五”國家科技支撐計(jì)劃資助項(xiàng)目(2009BAG13A04);高等學(xué)校博士學(xué)科點(diǎn)專項(xiàng)科研基金資助項(xiàng)目(200802861061)


Shift Control Method of Vehicle Robot Driver Based on Fuzzy Neural Network
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    摘要:

    為了實(shí)現(xiàn)汽車駕駛機(jī)器人擋位決策的智能化,提出了一種駕駛機(jī)器人模糊神經(jīng)網(wǎng)絡(luò)換擋控制方法,。模糊神經(jīng)網(wǎng)絡(luò)模型的輸入為駕駛機(jī)器人油門機(jī)械腿的位移,、試驗(yàn)車輛的車速和加速度,,模型的輸出為擋位,。輸入變量的隸屬函數(shù)都為3個(gè),,類型都采用廣義鐘形函數(shù)gbellmf,,網(wǎng)絡(luò)訓(xùn)練算法選用反向傳播算法和最小二乘法相結(jié)合的混合學(xué)習(xí)算法,。仿真結(jié)果表明,汽車駕駛機(jī)器人模糊神經(jīng)網(wǎng)絡(luò)控制仿真擋位與試驗(yàn)擋位基本一致,,該方法可根據(jù)操作工況環(huán)境實(shí)現(xiàn)正確的汽車駕駛機(jī)器人擋位控制。

    Abstract:

    In order to realize the intelligent shift of robot driver, a shift control method of vehicle robot driver based on fuzzy neural network (FNN) was proposed. The displacement of throttle pedal for robot driver, speed and acceleration of test vehicle were used as the input of FNN model, and shift was used as the output of FNN model. The number of membership functions was three, and the type of membership functions was gbellmf (generalized bell membership function). The hybrid learning algorithm that combined back propagation algorithm with least square method was applied to train the model. Simulation results demonstrated that the results of simulation shift for robot driver using FNN control had a good consistency with the results of experimental shift. Furthermore, the proposed method could realize the gear-selection of robot driver correctly with the changes of operation environment.

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陳剛,張為公,常思勤.汽車駕駛機(jī)器人模糊神經(jīng)網(wǎng)絡(luò)換擋控制方法[J].農(nóng)業(yè)機(jī)械學(xué)報(bào),2011,42(6):6-11. Chen Gang, Zhang Weigong, Chang Siqin. Shift Control Method of Vehicle Robot Driver Based on Fuzzy Neural Network[J]. Transactions of the Chinese Society for Agricultural Machinery,2011,42(6):6-11.

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