DocumentCode :
2370962
Title :
Transportation reliability based on information theory
Author :
Shlayan, Neveen ; Kachroo, Pushkin ; Wadoo, Sabiha
Author_Institution :
Dept. of Electr. & Comput. Eng. & Math., Univ. of Nevada, Las Vegas, NV, USA
fYear :
2011
fDate :
5-7 Oct. 2011
Firstpage :
1415
Lastpage :
1420
Abstract :
In this study, a novel travel time reliability measure is proposed that is developed based on entropy from information theory. The authors present the classical methods of measuring travel time reliability. Classical reliability measures rely fundamentally on the statistical standard deviation quantity. However, entropy is a direct tool to measure the uncertainty present in any random variable. The quantity of entropy not only contains the standard deviation but also all other moments. Based on this, the authors constructed a novel travel time reliability measure that can be applied to any random variable regardless of its distributional characteristics. The authors then demonstrate the use of the proposed novel travel time reliability measure by applying it to travel time data obtained from stationary detectors. Furthermore, the authors extended this work to demonstrate measuring the reliability of networked roadway segments. In this study it is found that the algebraic structure of the travel time reliability of a network is consistent with the semi-ring min-max algebraic structure. This provides us with well established properties that can simplify the algebra over networks´ reliability.
Keywords :
information theory; reliability theory; transportation; information theory; networked roadway segments; time reliability measurement; transportation reliability; Entropy; Information theory; Random variables; Reliability theory; Time measurement; Uncertainty;
fLanguage :
English
Publisher :
ieee
Conference_Titel :
Intelligent Transportation Systems (ITSC), 2011 14th International IEEE Conference on
Conference_Location :
Washington, DC
ISSN :
2153-0009
Print_ISBN :
978-1-4577-2198-4
Type :
conf
DOI :
10.1109/ITSC.2011.6083067
Filename :
6083067
Link To Document :
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