交通运输工程

基于云计算的大规模交通路网最短路径算法

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  • 1.广东省智能制造研究所∥广东省现代控制技术重点实验室∥广东省现代控制与光机电技术公共实验室,广东 广州 510070;
    2. 华南理工大学 土木与交通学院,广东 广州 510641;
    3. 华南理工大学 广州现代产业技术研究院,广东 广州 510641)
     
张东波(1984-) ,男,博士,讲师,主要从事大数据处理和人工智能研究

收稿日期: 2018-01-21

  修回日期: 2018-09-04

  网络出版日期: 2018-11-01

基金资助

国家自然科学基金项目( 61773168) ;
广东省科技计划项目( 2016A030305001) ;
广东省科学院实施创新驱动发展 能力建设专项( 2017GDASCX-0115, 2018GDASCX-0115) 

The Shortest Path Algorithm for Large-scale Traffic Network based on Cloud Computing

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  • 1. Guangdong Institute of Intelligent Manufacturing,Key Laboratory of Modern Control Technology of Guangdong Province,Open Laboratory of Modern Control & Optical,Mechanical and Electronic Technology of Guangdong Province,Guangzhou 510070, Guangdong,China; 2. School of Civil Engineering and Transportation,South China University of Technology,Guangzhou 510641,Guangdong,China;
    3. Guangzhou Institute of Modern Industrial Technology,South China University of Technology, Guangzhou 510641,Guangdong,China
张东波(1984-) ,男,博士,讲师,主要从事大数据处理和人工智能研究

Received date: 2018-01-21

  Revised date: 2018-09-04

  Online published: 2018-11-01

Supported by

The National Natural Science Foundation of China( 61773168) and the Science and Technology Planning Project of Guangdong Province( 2016A030305001) 

摘要

云计算通常是通过互联网来提供动态易扩展且经常是虚拟化的计算资源,并已经拓展到各个领域,尤其是交通海量数据处理。MapReduce并行编程模型是一种支持云计算算法设计的新框架,可利用网络中大量不同位置的计算机进行集群式海量数据处理。本文基于MapReduce构建一个新的计算框架,建立了基于子图分割的并行搜索方法,实现超大规模真实交通路网中最短路径搜索。案例分析证明:该方法能够在可接受的计算时间内提供高质量的最短路径搜索服务。

本文引用格式

张东波 林永杰 卢凯 首艳芳 徐建闽 . 基于云计算的大规模交通路网最短路径算法[J]. 华南理工大学学报(自然科学版), 2018 , 46(12) : 139 -146 . DOI: 10.3969/j.issn.1000-565X.2018.12.017

Abstract

Cloud computing usually provides dynamically scalable and virtualized computing resources through the Internet, and has widely been used in various fields, especially mass traffic processing. The MapReduce parallel programming model is a novel framework that supports the design of cloud computing algorithms, and can invoke clustered computers at different locations to conduct huge data processing. This study proposed a new computing logic on the base of MapReduce, and developed a parallel searching algorithm with subgraph partitions to search the shortest path in large-scale real traffic networks. In tests of the field networks, the proposed method can provide high-quality shortest path searching service within acceptable calculation time.

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