Theses and Dissertations - UTB/UTPA

Date of Award

5-2014

Document Type

Thesis

Degree Name

Master of Science (MS)

Department

Computer Science

First Advisor

Dr. Xiang Lian

Second Advisor

Dr. Zhixiang Chen

Third Advisor

Dr. Christine Reilly

Abstract

In many real applications such as location-based services (LBS), map utilities, trip planning, and transportation systems, it is very useful and important to provide query services over spatial road networks. Nowadays we can easily obtain rich traffic information such as the speeds of vehicles on roads. However, due to the inaccuracy of devices or integration in consistencies, the traffic data (i.e., speeds) are often imprecise and uncertain. In this paper, we model road networks by uncertain graphs, which contain edges that are associated with probabilistic velocities. We formalize the problem of probabilistic shortest time query, and we propose time bound pruning and probabilistic bound pruning to filter out false alarms. Moreover, we design offline pre-computation to facilitate PSTQ processing.

Comments

Copyright 2014 Yaqing Chen. All Rights Reserved.

https://www.proquest.com/dissertations-theses/probabilistic-shortest-time-queries-over/docview/1560676516/se-2

Granting Institution

University of Texas-Pan American

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