基于云计算平台的城市轨道交通海量数据框架研究

Jianfeng Zhao
{"title":"基于云计算平台的城市轨道交通海量数据框架研究","authors":"Jianfeng Zhao","doi":"10.1109/ICIST.2014.6920376","DOIUrl":null,"url":null,"abstract":"It's important to effectively storage, computing and translate the massive data (i.e. passenger flow data, equipment monitoring data) into information. This paper proposed a data processing framework based on cloud computing for urban railway. First of all, the existing problem of traditional data processing platform for urban railway was analyzed; Then, the advantages of cloud computing platform was presented, the merits and faults of the current main cloud computing products was compared; Finally, an urban railway data processing framework based on cloud computing was proposed. This framework was based on Hadoop, used the HDFS to storage data, employed the MapReduce to calculate data and invoked the Hive to mine the data. This paper laid a good foundation for introducing cloud computing to urban railway as its information platform.","PeriodicalId":306383,"journal":{"name":"2014 4th IEEE International Conference on Information Science and Technology","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2014-04-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":"{\"title\":\"Research on framework for urban railway massive data based on cloud computing platform\",\"authors\":\"Jianfeng Zhao\",\"doi\":\"10.1109/ICIST.2014.6920376\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"It's important to effectively storage, computing and translate the massive data (i.e. passenger flow data, equipment monitoring data) into information. This paper proposed a data processing framework based on cloud computing for urban railway. First of all, the existing problem of traditional data processing platform for urban railway was analyzed; Then, the advantages of cloud computing platform was presented, the merits and faults of the current main cloud computing products was compared; Finally, an urban railway data processing framework based on cloud computing was proposed. This framework was based on Hadoop, used the HDFS to storage data, employed the MapReduce to calculate data and invoked the Hive to mine the data. This paper laid a good foundation for introducing cloud computing to urban railway as its information platform.\",\"PeriodicalId\":306383,\"journal\":{\"name\":\"2014 4th IEEE International Conference on Information Science and Technology\",\"volume\":null,\"pages\":null},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2014-04-26\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"4\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2014 4th IEEE International Conference on Information Science and Technology\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICIST.2014.6920376\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2014 4th IEEE International Conference on Information Science and Technology","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICIST.2014.6920376","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 4

摘要

如何有效地存储、计算海量数据(如客流数据、设备监控数据)并将其转化为信息至关重要。提出了一种基于云计算的城市轨道交通数据处理框架。首先,分析了传统城市轨道交通数据处理平台存在的问题;然后,介绍了云计算平台的优势,比较了当前主要云计算产品的优缺点;最后,提出了一种基于云计算的城市轨道交通数据处理框架。该框架基于Hadoop,使用HDFS存储数据,使用MapReduce计算数据,调用Hive进行数据挖掘。本文为将云计算引入城市轨道交通作为信息平台奠定了良好的基础。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Research on framework for urban railway massive data based on cloud computing platform
It's important to effectively storage, computing and translate the massive data (i.e. passenger flow data, equipment monitoring data) into information. This paper proposed a data processing framework based on cloud computing for urban railway. First of all, the existing problem of traditional data processing platform for urban railway was analyzed; Then, the advantages of cloud computing platform was presented, the merits and faults of the current main cloud computing products was compared; Finally, an urban railway data processing framework based on cloud computing was proposed. This framework was based on Hadoop, used the HDFS to storage data, employed the MapReduce to calculate data and invoked the Hive to mine the data. This paper laid a good foundation for introducing cloud computing to urban railway as its information platform.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术官方微信