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基于机器学习的动车传动齿轮修形仿真研究
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作者 刘志超 黄志辉 +2 位作者 李治桦 杨成龙 陈丙硕 《制造技术与机床》 北大核心 2025年第8期87-95,共9页
动车传动齿轮在工作过程中存在齿面偏载和啮合冲击等问题,易造成齿轮失效。为改善此类问题,以CRH3动车为例,在Romax软件中建立了包含车轴和轴承的齿轮传动系统三维模型。基于RFE-XGBoost(recursive feature elimination-extreme gradien... 动车传动齿轮在工作过程中存在齿面偏载和啮合冲击等问题,易造成齿轮失效。为改善此类问题,以CRH3动车为例,在Romax软件中建立了包含车轴和轴承的齿轮传动系统三维模型。基于RFE-XGBoost(recursive feature elimination-extreme gradient boosting)特征选取模型,从通常采用的9个修形参数中筛选出最优修形参数组合。以筛选后的最优修形参数组合为输入变量,单位长度法向载荷为响应变量,分别基于反向传播(back propagation,BP)神经网络神经网络、随机森林回归、XGBoost算法构建了代理模型,并进行对比选择。最后采用粒子群优化(particle swarm optimization,PSO)算法调用代理模型,以单位长度法向载荷最小为优化目标,对齿轮修形参数取值进行寻优计算。优化结果表明,齿向斜度为13.6μm、齿端修薄长度为18.5 mm、齿端修薄量为4.4μm时齿轮修形效果最佳。通过Romax仿真计算验证,其单位长度法向载荷下降了24.36%,传动误差值下降了69.91%,有效改善了齿轮传动性能,缓解了齿面偏载的现象。研究结果可为齿轮修形方案选择和优化设计提供参考。 展开更多
关键词 动车传动齿轮 特征选取 齿轮修形 XGBoost算法 齿面接触分析
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Configuration design and control of hybrid tracked vehicle with three planetary gear sets 被引量:3
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作者 LI Rui FAN Jing-jing +2 位作者 HAN Zheng-da GUAN Shuai QIN Zhao-bo 《Journal of Central South University》 SCIE EI CAS CSCD 2021年第7期2105-2119,共15页
The hybrid tracked vehicles(HTV)usually adopt series hybrid powertrain with extra steering mechanism,which has relatively low transmission efficiency and reduces the flexibility of structural arrangement.To overcome t... The hybrid tracked vehicles(HTV)usually adopt series hybrid powertrain with extra steering mechanism,which has relatively low transmission efficiency and reduces the flexibility of structural arrangement.To overcome the disadvantages,a new kind of single-mode powertrain has been proposed.The power-split hybrid powertrain is composed of three planetary gear(PG)sets connected to one engine,left and right track outputs,and three motors.The proposed powertrain can realize steering while going forward by controlling the output torque on each side without extra steering mechanism or steering shaft.Due to the diversity of the connection way between components and planetary gear sets,a rapid configuration design approach is proposed for the design selection of HTV.The automated dynamic modelling method can show the one-to-one correspondence with the selected feasible groups by establishing two characteristic matrices,which is more simple than other researches.The analytically-based method is proposed to classify all possible connection designs into several groups to decrease the searching scope with improved design efficiency.Finally,the optimal control strategy is used to find the design with optimal fuel economy under typical condition of HTV.The case study is implemented by the proposed design approach which demonstrates better design performances compared with the existing series-hybrid HTV. 展开更多
关键词 hybrid tracked vehicles planetary gear optimal design CONTROL
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