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Big Data Driven Assessment of Probe-sourced Data

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서명/저자사항Big Data Driven Assessment of Probe-sourced Data.
개인저자Ahsani, Vesal.
단체저자명Iowa State University. Civil, Construction, and Environmental Engineering.
발행사항[S.l.]: Iowa State University., 2019.
발행사항Ann Arbor: ProQuest Dissertations & Theses, 2019.
형태사항124 p.
기본자료 저록Dissertations Abstracts International 81-02A.
Dissertation Abstract International
ISBN9781085595674
학위논문주기Thesis (Ph.D.)--Iowa State University, 2019.
일반주기 Source: Dissertations Abstracts International, Volume: 81-02, Section: A.
Advisor: Sharma, Anuj.
이용제한사항This item must not be sold to any third party vendors.
요약Presently, there is an expanding interest among transportation agencies and state Departments of Transportation to consider augmenting traffic data collection with probe-based services, such as INRIX. The objective is to decrease the cost of deploying and maintaining sensors and increase the coverage under constrained budgets. This dissertation documents a study evaluating the opportunities and challenges of using INRIX data in Midwest. The objective of this study is threefold: (1) quantitative analysis of probe data characteristics: coverage, speed bias, and congestion detection precision (2) improving probe based congestion performance metrics accuracy by using change point detection, and (3) assessing the impact of game day schedule and opponents on travel patterns and route choice.The first study utilizes real-time and historical traffic data which are collected through two different data sources
일반주제명Civil engineering.
Transportation.
Computer science.
언어영어
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