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基于BP神经网络的EHB主缸液压力估计
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作者 史彪飞 王磊 +2 位作者 梁海强 李荣利 梁超 《汽车技术》 北大核心 2025年第1期57-62,共6页
电子液压制动(EHB)系统主缸液压力估计对降低EHB的传感器依赖性至关重要,基于BP神经网络进行主缸液压力估计。首先开展了实车道路试验,并采集车速、主缸活塞位移、主缸活塞速度和主缸液压力等数据。然后,以主缸活塞位移和主缸活塞速度... 电子液压制动(EHB)系统主缸液压力估计对降低EHB的传感器依赖性至关重要,基于BP神经网络进行主缸液压力估计。首先开展了实车道路试验,并采集车速、主缸活塞位移、主缸活塞速度和主缸液压力等数据。然后,以主缸活塞位移和主缸活塞速度为特征输入、以实际主缸液压力为目标输出建立BP神经网络,并采用训练集数据及梯度下降算法对BP神经网络进行训练。最后,利用测试集数据对液压力估计效果进行验证。结果表明,所提算法比基于动态位移压力模型和基于LSTM的估计算法估计误差分别减小38%和15%。 展开更多
关键词 电子液压制动 主缸液压力估计 位移压力模型 BP 神经网络
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Beam-track interaction of high-speed railway bridge with ballast track 被引量:18
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作者 闫斌 戴公连 张华平 《Journal of Central South University》 SCIE EI CAS 2012年第5期1447-1453,共7页
Based on the construction bridge of Xiamen-Shenzhen high-speed railway(9-32 m simply-supported beam + 6×32 m continuous beam),the pier-beam-track finite element model,where the continuous beam of the ballast trac... Based on the construction bridge of Xiamen-Shenzhen high-speed railway(9-32 m simply-supported beam + 6×32 m continuous beam),the pier-beam-track finite element model,where the continuous beam of the ballast track and simply-supported beam are combined with each other,was established.The laws of the track stress,the pier longitudinal stress and the beam-track relative displacement were analyzed.The results show that reducing the longitudinal resistance can effectively reduce the track stress and the pier stress of the continuous beam,and increase the beam-track relative displacement.Increasing the rigid pier stiffness of continuous beam can reduce the track braking stress,increase the pier longitudinal stress and reduce the beam-track relative displacement,Increasing the rigid pier stiffness of simply-supported beam can reduce the track braking stress,the rigid pier longitudinal stress and the beam-track relative displacement. 展开更多
关键词 high-speed railway beam-track interaction ballast track rail longitudinal force continuous beam
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Distribution characteristics and impact on pump's efficiency of hydro-mechanical losses of axial piston pump over wide operating ranges 被引量:7
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作者 XU Bing HU Min +1 位作者 ZHANG Jun-hui MAO Ze-bing 《Journal of Central South University》 SCIE EI CAS CSCD 2017年第3期609-624,共16页
A novel performance model of losses of pump was presented,which allows an explicit insight into the losses of various friction pairs of pump.The aim is to clarify that to what extent the hydro-mechanical losses affect... A novel performance model of losses of pump was presented,which allows an explicit insight into the losses of various friction pairs of pump.The aim is to clarify that to what extent the hydro-mechanical losses affect efficiency,and to further gain an insight into the variation and distribution characteristics of hydro-mechanical losses over wide operating ranges.A good agreement is found in the comparisons between simulation and experimental results.At rated speed,the hydro-mechanical losses take a proportion ranging from 87% to 89% and from 68% to 97%,respectively,of the total power losses of pump working under 5 MPa pressure conditions,and 13% of full displacement conditions.Furthermore,within the variation of speed ranging from 48% to 100% of rated speed,and pressure ranging from 14% to 100% of rated pressure,the main sources of hydro-mechanical losses change to slipper swash plate pair and valve plate cylinder pair at low displacement conditions,from the piston cylinder pair and slipper swash plate pair at full displacement conditions.Besides,the hydro-mechanical losses in ball guide retainer pair are found to be almost independent of pressure.The derived conclusions clarify the main orientations of efforts to improve the efficiency performance of pump,and the proposed model can service for the design of pump with higher efficiency performance. 展开更多
关键词 axial piston pump EFFICIENCY hydro-mechanical losses digital prototyping distribution characteristics over wideoperating ranges
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