Modeling and Algorithms of GPS Data Reduction for the Qinghai-Tibet Railway

doi:10.1109/TITS.2010.2048030

CORC > 数学与系统科学研究院 > 中国科学院数学与系统科学研究院 > 计算数学与科学工程计算研究所

	Modeling and Algorithms of GPS Data Reduction for the Qinghai-Tibet Railway
	Chen, Dewang 1; Fu, Yun-Shan 2; Cai, Baigen 1; Yuan, Ya-Xiang2
刊名	IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS
	2010-09-01
卷号	11 期号:3 页码:753-758
关键词	Data reduction Global Positioning System (GPS) heuristic algorithms Qinghai-Tibet railway (QTR) shortest path problem
ISSN号	1524-9050
DOI	10.1109/TITS.2010.2048030
英文摘要	Satellites are currently being used to track the positions of trains. Positioning systems using satellites can help reduce the cost of installing and maintaining trackside equipment. This paper develops a nonlinear combinatorial data reduction model for a large amount of railway Global Positioning System (GPS) data to decrease the memory space and, thus, speed up train positioning. Three algorithms are proposed by employing the concept of looking ahead, using the dichotomy idea, or adopting the breadth-first strategy after changing the problem into a shortest path problem to obtain an optimal solution. Two techniques are developed to substantially cut down the computing time for the optimal algorithm. The surveyed GPS data of the Qinghai-Tibet railway (QTR) are used to compare the performance of the algorithms. Results show that the algorithms can extract a few data points from the large amount of GPS data points, thus enabling a simpler representation of the train tracks. Furthermore, these proposed algorithms show a tradeoff between the solution quality and computation time of the algorithms.
资助项目	National Natural Science Foundation (NSFC) of China[NSFC 60776833] ; National Natural Science Foundation (NSFC) of China[NSFC 60634010] ; National Natural Science Foundation (NSFC) of China[NSFC 60736047]
WOS研究方向	Engineering ; Transportation
语种	英语
出版者	IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
WOS记录号	WOS:000283233800023
内容类型	期刊论文
源URL	[http://ir.amss.ac.cn/handle/2S8OKBNM/9291]
专题	计算数学与科学工程计算研究所
通讯作者	Chen, Dewang
作者单位	1.Beijing Jiaotong Univ, State Key Lab Rail Traff Control & Safety, Beijing 100044, Peoples R China 2.Chinese Acad Sci, State Key Lab Sci & Engn Comp, Beijing 100080, Peoples R China
推荐引用方式 GB/T 7714	Chen, Dewang,Fu, Yun-Shan,Cai, Baigen,et al. Modeling and Algorithms of GPS Data Reduction for the Qinghai-Tibet Railway[J]. IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS,2010,11(3):753-758.
APA	Chen, Dewang,Fu, Yun-Shan,Cai, Baigen,&Yuan, Ya-Xiang.(2010).Modeling and Algorithms of GPS Data Reduction for the Qinghai-Tibet Railway.IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS,11(3),753-758.
MLA	Chen, Dewang,et al."Modeling and Algorithms of GPS Data Reduction for the Qinghai-Tibet Railway".IEEE TRANSACTIONS ON INTELLIGENT TRANSPORTATION SYSTEMS 11.3(2010):753-758.