NDLI: Short-term real-time traffic prediction methods: A survey

Content Provider	IEEE Xplore Digital Library
Author	Barros, J. Araujo, M. Rossetti, R.J.F.
Copyright Year	2015
Description	Author affiliation: INESC-TEC, Carnegie Mellon Univ., Porto, Portugal (Araujo, M.) \|\| Fac. of Eng., Univ. of Porto, Porto, Portugal (Barros, J.; Rossetti, R.J.F.)
Abstract	Short-term traffic prediction provides tools for improved road management by allowing the reduction of delays, incidents and other unexpected events. Different real-time approaches provide traffic managers with varying but valuable information. This paper reviews the literature regarding model-driven and data-driven approaches focusing on short-term realtime traffic prediction. We start by analyzing real-time traffic data collection, referring network state acquisition and description methods which are used as input to predictive algorithms. According to the input variables available, we describe common and useful traffic prediction outputs that should contribute to understand the panorama verified on a road network. We then discuss metrics commonly used to assess prediction accuracy, in order to understand a standardized way to compare the different approaches. We list, detail and compare existing model-driven and data-driven approaches that provide short-term real-time traffic predictions. This research leads to an understanding of the many advantages, disadvantages and trade-offs of the approaches studied and provides useful insights for future development. Despite the predominance of model-driven solutions for the last years, data-driven approaches also present good results suitable for Traffic Management usage.
Starting Page	132
Ending Page	139
File Size	125724
Page Count	8
File Format	PDF
ISBN	9789633131404
e-ISBN	9789633131428
DOI	10.1109/MTITS.2015.7223248
Language	English
Publisher	Institute of Electrical and Electronics Engineers, Inc. (IEEE)
Publisher Date	2015-06-03
Publisher Place	Hungary
Access Restriction	Subscribed
Rights Holder	BME
Subject Keyword	Measurement Roads Estimation Traffic Prediction Predictive models Data mining Vehicles Simulation Model-driven Machine learning Prediction algorithms Real-time systems Data models Data-driven
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 Libarray 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

From asia to europe: Short-term traffic flow prediction between continents

Travel Time Prediction on Highways

A Short-Term Prediction Model for Forecasting Traffic Information Using Bayesian Network

A traffic-network-model-based algorithm for short-term prediction of urban traffic flow

Short-Term Traffic Flow Prediction Based on ANFIS

Simulation-Assignment-Based Travel Time Prediction Model for Traffic Corridors

Real-time weighting optimization in Chinese Postman Problem

Real-time data driven arterial simulation for performance measures estimation

Real time vehicular traffic estimation using cellular infrastructure

Short-term real-time traffic prediction methods: A survey

Similar Documents

From asia to europe: Short-term traffic flow prediction between continents

Travel Time Prediction on Highways

A Short-Term Prediction Model for Forecasting Traffic Information Using Bayesian Network

A traffic-network-model-based algorithm for short-term prediction of urban traffic flow

Short-Term Traffic Flow Prediction Based on ANFIS

Simulation-Assignment-Based Travel Time Prediction Model for Traffic Corridors

Real-time weighting optimization in Chinese Postman Problem

Real-time data driven arterial simulation for performance measures estimation

Real time vehicular traffic estimation using cellular infrastructure

Short-term real-time traffic prediction methods: A survey