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大数据在我国高速动车组运维中的应用 被引量:14
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作者 梁建英 刘韶庆 +1 位作者 范龙庆 余进 《控制与信息技术》 2019年第1期7-11,共5页
针对我国高速动车组数量多、运量大、运营环境复杂的现状,为了建立快捷、高效的动车组运维模式,文章基于"大数据+人工智能"技术提出适用于轨道交通的大数据平台构架。它整合了动车组列车在生产、运营、维护过程中产生的数据... 针对我国高速动车组数量多、运量大、运营环境复杂的现状,为了建立快捷、高效的动车组运维模式,文章基于"大数据+人工智能"技术提出适用于轨道交通的大数据平台构架。它整合了动车组列车在生产、运营、维护过程中产生的数据以及动车组运营过程中的环境、线路及开行交路数据信息,并在整合相关数据后采用人工智能技术完成了高速动车组关键设备及子系统准确的故障诊断及预警,为构建高效、快捷的动车组运维新模式奠定基础。 展开更多
关键词 大数据 高速动车组 列车运维 人工智能
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地铁车辆综合监测预警系统研究 被引量:2
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作者 董伟 杨曙 蔡艳 《工程建设与设计》 2021年第2期95-96,共2页
以昆明市城市轨道交通4号线城轨列车为项目载体进行项目需求分析,并融合PHM和大数据分析技术完善地铁车辆综合监测预警系统架构,完成系统部署,实现列车关键部件、系统和车辆整体的监控评估与管理,旨在解决城轨列车的可靠性与运维成本之... 以昆明市城市轨道交通4号线城轨列车为项目载体进行项目需求分析,并融合PHM和大数据分析技术完善地铁车辆综合监测预警系统架构,完成系统部署,实现列车关键部件、系统和车辆整体的监控评估与管理,旨在解决城轨列车的可靠性与运维成本之间的矛盾,提高城轨列车运维的综合效率。 展开更多
关键词 地铁车辆 综合监测预警系统 城轨列车运维
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Stresses Analysis on a Rail Part
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作者 Cassio Eduardo Lima de Paiva Jose Lulz Antunes de Oliveira e Sousa +6 位作者 Luiz Carlos de Almeida Paulo RobertoAguiar Luiz Femando de Melo Correia Juliana Silva Watanabe Rodrigo Moreira de Carvalho Creso deFranco Peixoto Denis Palomo Paschoalin 《Journal of Civil Engineering and Architecture》 2013年第8期964-972,共9页
The EFVM (Vitoria Minas Railroad) is one of the main railways in Brazil. It transports freight trains of ore, 220 wagons each. These wagons have 2 boogies of 2 axles each and 32 metric tons on metre gauge. Elastic s... The EFVM (Vitoria Minas Railroad) is one of the main railways in Brazil. It transports freight trains of ore, 220 wagons each. These wagons have 2 boogies of 2 axles each and 32 metric tons on metre gauge. Elastic strains were measured on a special part of this railway due to these trains. The main load to evaluate stresses and strains was a G 16 Locomotive, a C-C kind from Vale, a Brazilian Company. The measurements were obtained by dynamic deflectometer installed on a main line of this railway, near Ipatinga, a city from Minas Gerais, one of Brazil states. This track was equipped to obtain stresses under an equal repeated static load A simulation of the stresses was made under critical strain by Ferrovia 1.0 software. It was also made an evaluation of unequal results from neighbor sleepers taking in comparison two equipped parts of this railway, one with compacted ballast and no compaction to the other. The results were strain limited, avoiding breakage or damage to the studied rails. This work analyses these measurements focusing on the improvement of track quality. 展开更多
关键词 Railway track field strain survey rail stresses.
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Three-dimensional aerodynamic optimization design of high-speed train nose based on GA-GRNN 被引量:24
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作者 YAO ShuanBao GUO DiLong YANG GuoWei 《Science China(Technological Sciences)》 SCIE EI CAS 2012年第11期3118-3130,共13页
With the speed upgrade of the high-speed train,the aerodynamic drag becomes one of the key factors to restrain the train speed and energy saving.In order to reduce the aerodynamic drag of train head,a new parametric a... With the speed upgrade of the high-speed train,the aerodynamic drag becomes one of the key factors to restrain the train speed and energy saving.In order to reduce the aerodynamic drag of train head,a new parametric approach called local shape function(LSF) was adopted based on the free form surface deformation(FFD) method and a new efficient optimization method based on the response surface method(RSM) of GA-GRNN.The optimization results show that the parametric method can control the large deformation with a few design parameters,and can ensure the deformation zones smoothness and smooth transition of different deformation regions.With the same sample points for training,GA-GRNN performs better than GRNN to get the global optimal solution.As an example,the aerodynamic drag for a simplified shape with head + one carriage + tail train is reduced by 8.7%.The proposed optimization method is efficient for the engineering design of high-speed train. 展开更多
关键词 aerodynamic drag GA-GRNN PARAMETRIC high-speed trains
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Inversion of excitation source in ground vibration from urban railway traffic 被引量:5
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作者 WANG FuTong TAO XiaXin ZHENG Xin 《Science China(Technological Sciences)》 SCIE EI CAS 2012年第4期950-959,共10页
Urban trains running on ground surface lead to evironmental ground vibrations in the vicinity of railwaylines. The complicated vibration source of the system can hardly be measured directly. The inversion methodology ... Urban trains running on ground surface lead to evironmental ground vibrations in the vicinity of railwaylines. The complicated vibration source of the system can hardly be measured directly. The inversion methodology in engineering seismology is borrowed here to study the dynamic exciting sourec, i.e., the wheel-rail unevenness. A dynamic coupled train-track-3D ground model is combined with a genetic algorithm for the inversion. The solution space of the inversion variables, the objective function and the solving genetic strategy of the inversion are determined, and a joint inversion for the wheel-rail unevenness source function and some track structure parameters is therefore designed. The wheel-rail unevenness PSD, being the source function of No. 13 Beijing urban railway, is obtained by the inversoin based on observed data in the field. The result indicates that the source function discribes the track unevenness in the range of wavelength over 1.2 m, and reflects properly wheel irregularites in the range of wavelength shorter than 1.2 m. It should be noticed that the urban rail traffic is not very fast, and this range of short wavelength is exactly corresponding to the main frequency band of environmental vibrations from the traffic. The unevenness of wavelength under 1.2 m is underestimated, and the ground vibration in the main frequency band must be underestimated consequently, if the track unevenness spectrum is taken as the source function. Rather than the track spectrum reflecting just the evenness of track, the wheel-rail spectrum expresses both the track unevenness and the irregularities of wheels, and therefore is more suitable to be the source function of urban railway traffic. It is also convinced that the exciting source inversion according to observed ground vibrations is an effective way to detect quantitatively the combined wheel-rail unevenness. 展开更多
关键词 urban railway traffic ground vibration vibration source INVERSION
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