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轨交杂散电流对燃气管道影响预测的LSTM模型
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作者 张乾 詹淑慧 徐鹏 《煤气与热力》 2020年第12期10001-10005,10044,共6页
根据长短期记忆网络(LSTM)具有较好的数据连贯性及相关性、处理时序性问题时准确度较高的特点,建立轨交杂散电流对燃气管道影响预测的LSTM模型,该模型建模简单,易于操作。对遭受杂散电流干扰的埋地钢质燃气管道通电电位在同一位置进行... 根据长短期记忆网络(LSTM)具有较好的数据连贯性及相关性、处理时序性问题时准确度较高的特点,建立轨交杂散电流对燃气管道影响预测的LSTM模型,该模型建模简单,易于操作。对遭受杂散电流干扰的埋地钢质燃气管道通电电位在同一位置进行持续监测,应用LSTM模型对杂散电流作用于埋地钢质燃气管道的影响进行了短期预测,并与实测结果进行了对比分析,准确度较高。利用LSTM模型对受到轨交杂散电流影响的燃气管道状况作出预测,可以为研制开发更智能的具有反馈功能的排流装置提供支撑和参考。 展开更多
关键词 轨交杂散电流 埋地钢质燃气管道 影响预测 LSTM模型
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Design and verification of an improved experimental platform for stray current in urban rail transit
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作者 LI Yaning KANG Hong +3 位作者 WANG Ye LI Wenfei JIAO Meng ZHANG Wencai 《Journal of Measurement Science and Instrumentation》 CAS CSCD 2024年第3期379-386,共8页
With the rapid development of urban rail transit,there have been an urgent problem of excessive stray current.Because the stray current distribution is random and difficult to verify in the field,we designed an improv... With the rapid development of urban rail transit,there have been an urgent problem of excessive stray current.Because the stray current distribution is random and difficult to verify in the field,we designed an improved stray current experimental platform by replacing the simulated aqueous solution with a real soil environment and by calculating the transition resistance by measuring the soil resistivity,which makes up for the defects in the previous references.Firstly,the mathematical models of rail-drainage net and rail-drainage netground were established,and the analytical expressions of current and voltage of rail,drainage net and other structures were derived.In addition,the simulation model was built,and the mathematical analysis results were compared with the simulation results.Secondly,the accuracy of the improved stray current experimental platform was verified by comparing the measured and simulation results.Finally,based on the experimental results,the influence factors of stray current were analyzed.The relevant conclusions provide experimental data and theoretical reference for the study of stray current in urban rail transit. 展开更多
关键词 urban rail transit stray current experimental platform transition resistance soil resistivity
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Influence of soil resistivity on stray current in power supply system of urban rail transit 被引量:2
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作者 CHEN Wanglong LI Yaning WANG Ye 《Journal of Measurement Science and Instrumentation》 CAS CSCD 2022年第3期261-266,共6页
In order to explore the influence of soil resistivity on stray current in power supply system of urban rail transit,we establish an equivalent circuit model of the rail-to-ground structure based on resistance network ... In order to explore the influence of soil resistivity on stray current in power supply system of urban rail transit,we establish an equivalent circuit model of the rail-to-ground structure based on resistance network method first.After measuring the soil resistivity of a real subway system,a simulation model is established in Matlab to obtain the stray currents at different soil resistivities.Then the influence of soil resistivity on stray current is analyzed.Afterwards,to verify the rationality and reliability of the simulation model,we design a test circuit to measure the stray current and rail-to-ground voltage in a real subway system,and a comparison of the experimentally measured results and simulation results is presented.The results show that the stray current is the maximum when the soil resistivity is 211.57Ω·m;when the soil resistivity is 768.47Ω·m,the stray current is the minimum,that is,the smaller the soil resistivity,the greater the stray current.Therefore,the resistivity should be increased as much as possible when ramming the track foundation in urban rail transit system. 展开更多
关键词 urban rail transit power supply system stray current soil resistivity four-electrode method
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