| 基于BP神经网络的工程车辆四参数自动变速控制 |
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| 引用本文： | 赵丁选,崔功杰,陈宁,张红彦.基于BP神经网络的工程车辆四参数自动变速控制[J].吉林大学学报(工学版),2008,38(5):1091-1094. |
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| 作者姓名： | 赵丁选 崔功杰 陈宁 张红彦 |
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| 作者单位： | 1. 吉林大学,机械科学与工程学院,长春,130022
2. 厦门工程机械股份有限公司,福建,厦门,360014 |
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| 基金项目： | 国家自然科学基金，教育部高等学校博士学科点专项科研基金 |
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| 摘 要： | 为了提高工程车辆传动系统效率,采用前馈网络反向传播(BP)神经网络对工程车辆四参数自动变速系统进行建模,利用自动变速控制试验数据对BP神经网络进行训练,并进行了验证性仿真试验。仿真结果表明,BP神经网络能够根据车辆运行状态确定最佳档位,进一步提高工程车辆传动系统效率,达到节能增效的目的。
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| 关 键 词： | 流体传动与控制 自动变速 反向传播神经网络 仿真 |
| 收稿时间： | 2007-03-08 |
Control system for four-parameter automatic transmission of construction vehicle based on BP neural network |
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| ZHAO Ding-xuan,CUI Gong-jie,CHEN Ning,ZHANG Hong-yan.Control system for four-parameter automatic transmission of construction vehicle based on BP neural network[J].Journal of Jilin University:Eng and Technol Ed,2008,38(5):1091-1094. |
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| Authors: | ZHAO Ding-xuan CUI Gong-jie CHEN Ning ZHANG Hong-yan |
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| Affiliation: | 1.College of Mechanical Science and Engineering, Jilin University, Changchun 130022, China; 2.Xiamen Engineering Machinery Company Limited , Ltd, Fujian Xiamen 360014, China |
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| Abstract: | To improve the efficiency of the transmission system of the construction vehicle,a simulation model was established for the four-parameter automatic transmission of the construction vehicle based on the back propagation neural netroork(BPNN).The BPNN was trained by the experimental data of the automatic transmission control.The simulation test was performed for validation.The simulation results show that the BPNN can choose the optimal gear of the transmission from the vehicle operation condition,improve th... |
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| Keywords: | turn and control of fluid automatic transmission back propagation neural network(BPNN) simulation |
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