NDLI: Connectivity and Principal Component Analysis Based Network Decomposition for the Vehicle Navigation Path Analysis

Content Provider	IEEE Xplore Digital Library
Author	Wubin Guo Xiangpei Hu Weiguo Liu Xuyin Wang
Copyright Year	2008
Description	Author affiliation: Sch. of Manage., Dalian Univ. of Technol., Dalian (Wubin Guo; Xiangpei Hu; Weiguo Liu; Xuyin Wang)
Abstract	It is necessary to decompose a large map into small pieces while performing vehicle navigation path analysis in an onboard device. A principal component analysis based network decomposition is constructed to solve this problem. An index of connectivity is proposed in this method, by which the most correlative vertices relative to the destination vertices can be extracted from the complete road network to compose smaller sub-maps. Thus the computation complexity of path analysis on these maps is greatly reduced without much accuracy loss. This method is applied in the distribute computing between logistics monitoring center and in-vehicle devices. Experimental evaluation shows that this method can effectively improve the computation performance of onboard devices.
Starting Page	1
Ending Page	5
File Size	388109
Page Count	5
File Format	PDF
ISBN	9781424421077
DOI	10.1109/WiCom.2008.2988
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2008-10-12
Publisher Place	China
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Technology management Navigation Roads Performance analysis Distributed computing Computational complexity Monitoring Principal component analysis Vehicles Logistics
Content Type	Text
Resource Type	Article

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