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混合动力耦合系统神经网络油耗模型构建 被引量:2

A neural network fuel consumption model hybrid of EVT system
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摘要 为了基于燃油经济性快速对混合动力耦合系统(EVT,electric variable transmission)构型进行筛选,在混合动力EVT构型图论分层图画模型的基础上提出混合动力EVT图论构型矩阵,并对混合动力EVT系统构型进行动力学建模;结合GRNN神经网络算法与动态规划算法,建立混合动力EVT系统神经网络油耗模型;通过对比测试构型的神经网络油耗模型计算结果和DP仿真结果,验证了该油耗模型的有效性。 In order to quickly screen the hybrid electric vehicle powertrain(EVT,electric variable transmission)configurations based on their fuel economy,a configuration matrix of hybrid EVT system is proposed and the dynamic model of hybrid EVT system is established on the basis of graph theory hierarchical drawing model of hybrid EVT system.A fuel consumption model of hybrid EVT system that combines general regression neural network and dynamic programming algorithm is established and its effectiveness is verified by comparing the calculation results of GRNN fuel consumption model and that of the DP simulation of the test configurations.
作者 杨亚联 邓淇元 刘强寿 裴换鑫 YANG Yalian;DENG Qiyuan;LIU Qiangshou;PEI Huanxin(School of Automotive Engineering,Chongqing University,Chongqing 400044,P.R.China;State Key Laboratory of Mechanical Transmission,Chongqing University,Chongqing 400044,P.R.China)
出处 《重庆大学学报(自然科学版)》 EI CAS CSCD 北大核心 2019年第7期1-9,共9页 Journal of Chongqing University
基金 国家自然科学基金资助项目(51575064) 重庆市科委科技攻关重点资助项目(CSTC2015ZDCY-ZTZX60003)~~
关键词 混合动力EVT系统 图论分层拓扑图画 构型矩阵 动力学分析 动态规划 神经网络模型 hybrid EVT system graph theory hierarchical drawing configuration matrix dynamic analysis dynamic programming neural network model
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