Design and Implementation of PHM Fault Screening for Network Control System of CRH2 EMU Based on MapReduce

Songxing TAN; Yulong CUI

doi:10.13890/j.issn.1000-128x.2021.01.020

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Design and Implementation of PHM Fault Screening for Network Control System of CRH2 EMU Based on MapReduce

Electric Traction and Control | 更新时间：2021-12-09

- Design and Implementation of PHM Fault Screening for Network Control System of CRH2 EMU Based on MapReduce
- Electric Drive for Locomotives Issue 1, Pages: 110-114(2021)
- 作者机构：
  
  1.株洲中车时代电气股份有限公司，湖南　株洲　412001
  2.中车青岛四方机车车辆股份有限公司，山东　青岛　266111
- 作者简介：
- 基金信息：
- DOI：10.13890/j.issn.1000-128x.2021.01.020
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Songxing TAN, Yulong CUI. Design and Implementation of PHM Fault Screening for Network Control System of CRH2 EMU Based on MapReduce. [J]. Electric Drive for Locomotives (1):110-114(2021)
DOI：

Songxing TAN, Yulong CUI. Design and Implementation of PHM Fault Screening for Network Control System of CRH2 EMU Based on MapReduce. [J]. Electric Drive for Locomotives (1):110-114(2021) DOI： 10.13890/j.issn.1000-128x.2021.01.020.

摘要

列车发生故障时，车载设备数据记录与无线传输装置(DRWTD）接收到相应故障数据，通过无线信号实时发送给预测与健康管理（PHM）地面系统。由于DRWTD在发送周期以及通过无线传输时可能会因信号不良原因与PHM地面系统通信中断，导致PHM地面系统接收到的故障数据与原始数据出现偏差。为此，文章提出一种对故障数据进行筛选的处理模型，并且采用MapReduce并行计算，设计了基于MapReduce的CRH2型动车组网络控制系统PHM地面系统故障筛选工具软件，实现了PHM故障数据筛选的目的。

Abstract

When the train fails, the on-board device DRWTD receives the corresponding fault data and sends it to PHM ground system in real time through wireless signals. Because DRWTD had transmission cycle and may interrupt communication with PHM ground system due to bad signal, the fault data received by PHM ground system would be deviated from the original data. Therefore, a processing model for fault data screening was proposed, and with MapReduce parallel computing, a fault screening software for PHM ground system of CRH2 EMU network control system based on MapReduce was designed to achieve the purpose of PHM fault data analysis and processing.

关键词

动车组网络控制系统故障大数据PHM高速列车

Keywords

EMUnetwork control systemfaultbig dataPHMhigh-speed train

references

张宝珍, 曾天翔. PHM：实现F-35经济可承受性目标的关键使能技术[J]. 航空维修与工程, 2005(6): 20-23.

ZHANG Baozhen, ZENG Tianxiang. PHM: The key enabler to F-35, s affordability[J]. Aviation Maintenance &Engineering, 2005(6): 20-23.

龚娟, 肖辽亮. 基于20 mA电流环的串行通信接口实现及应用研究[J]. 电脑编程技巧与维护, 2010(4): 87.

GONG Juan, XIAO Liaoliang. Serial communication interface realization and practical research based on 20 mA electric current loop[J]. Computer Programming Skills &Maintenance, 2010(4): 87.

宋杰, 刘雪冰, 朱志良, 等. 一种能效优化的MapReduce资源比模型[J]. 计算机学报, 2015, 38(1): 59-73.

SONG Jie, LIU Xuebing, ZHU Zhiliang, et al. An energy-efficiency optimized resource ratio model for MapReduce[J]. Chinese Journal of Computers, 2015, 38(1): 59-73.

江柳. HDFS下小文件存储优化相关技术研究[D]. 北京: 北京邮电大学, 2011.

JIANG Liu. The research of increase the IO speed of small fi les in HDFS[D]. Beijing: Beijing University of Posts and Telecommunications, 2011.

朱珠. 基于Hadoop的海量数据处理模型研究和应用[D]. 北京: 北京邮电大学, 2008.

ZHU Zhu. Research and application of massive data processing model based on Hadoop[D]. Beijing: Beijing University of Posts and Telecommunications, 2008.

白云龙. 基于Hadoop的数据挖掘算法研究与实现[D]. 北京: 北京邮电大学, 2011.

BAI Yunlong. The research and implement of data mining algorithms based on Hadoop[D]. Beijing: Beijing University of Posts and Telecommunications, 2011.

查礼. 基于Hadoop的大数据计算技术[J]. 科研信息化技术与应用, 2012, 3(6): 26-33.

ZHA Li. Hadoop-based big data computing technologies[J]. E-Science Technology and Application, 2012, 3(6): 26-33.

夏祎. Hadoop平台下的作业调度算法研究与改进[D]. 广州: 华南理工大学, 2010.

XIA Yi. Research and improvement of job scheduling algorithms in Hadoop platform[D]. Guangzhou: South China University of Technology, 2010.

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