NDLI: Research on network-level traffic pattern recognition

Content Provider	IEEE Xplore Digital Library
Author	Jiang-tao Ren Xiao-ling Ou Yi Zhang Dong-cheng Hu
Copyright Year	2002
Description	Author affiliation: Dept. of Autom., Tsinghua Univ., Beijing, China (Jiang-tao Ren; Xiao-ling Ou; Yi Zhang; Dong-cheng Hu)
Abstract	Real-time network-level signal control, traffic assignment and route guidance are promising approaches for alleviating congestion. Different optimal sets of control parameters and strategies for area-wide signal control, traffic assignment and route guidance can be determined according to different traffic patterns using many methods. Because of the importance of pattern recognition of network-level traffic patterns in traffic control and other applications, we present some elementary research on the topic based on the theories and methods of pattern recognition. First, we formulate the general process of network-level traffic pattern recognition, then some useful methods, such as PCA and SVM, are used for feature extraction, training and classifying of network-level traffic patterns. The experimental results show that the effectiveness of the proposed methods.
Starting Page	500
Ending Page	504
File Size	576757
Page Count	5
File Format	PDF
ISBN	0780373898
DOI	10.1109/ITSC.2002.1041268
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2002-09-06
Publisher Place	Singapore
Access Restriction	Subscribed
Rights Holder	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Subject Keyword	Telecommunication traffic Pattern recognition Communication system traffic control Traffic control Optimal control Automatic control Road transportation Signal analysis Analytical models Principal component analysis
Content Type	Text
Resource Type	Article

Sl.	Authority	Responsibilities	Communication Details
1	Ministry of Education (GoI), Department of Higher Education	Sanctioning Authority	https://www.education.gov.in/ict-initiatives
2	Indian Institute of Technology Kharagpur	Host Institute of the Project: The host institute of the project is responsible for providing infrastructure support and hosting the project	https://www.iitkgp.ac.in
3	National Digital Library of India Office, Indian Institute of Technology Kharagpur	The administrative and infrastructural headquarters of the project	Dr. B. Sutradhar bsutra@ndl.gov.in
4	Project PI / Joint PI	Principal Investigator and Joint Principal Investigators of the project	Dr. B. Sutradhar bsutra@ndl.gov.in Prof. Saswat Chakrabarti will be added soon
5	Website/Portal (Helpdesk)	Queries regarding NDLI and its services	support@ndl.gov.in
6	Contents and Copyright Issues	Queries related to content curation and copyright issues	content@ndl.gov.in
7	National Digital Library of India Club (NDLI Club)	Queries related to NDLI Club formation, support, user awareness program, seminar/symposium, collaboration, social media, promotion, and outreach	clubsupport@ndl.gov.in
8	Digital Preservation Centre (DPC)	Assistance with digitizing and archiving copyright-free printed books	dpc@ndl.gov.in
9	IDR Setup or Support	Queries related to establishment and support of Institutional Digital Repository (IDR) and IDR workshops	idr@ndl.gov.in