Bayesian-based Traffic State Estimation in Large-Scale Networks Using Big Data

Traffic state estimation (TSE) aims to estimate the time-varying traffic characteristics (such as flow rate, flow speed, flow density, and occurrence of incidents) of all roads in traffic networks, provided with limited observations in sparse time and locations. TSE is critical to transportation pla...

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Bibliographic Details
Main Author: Gu, Yiming
Format: Others
Published: Research Showcase @ CMU 2017
Subjects:
Online Access:http://repository.cmu.edu/dissertations/800
http://repository.cmu.edu/cgi/viewcontent.cgi?article=1839&context=dissertations