DocumentCode :
1279601
Title :
Data-Driven Intelligent Transportation Systems: A Survey
Author :
Zhang, Junping ; Wang, Fei-Yue ; Wang, Kunfeng ; Lin, Wei-Hua ; Xu, Xin ; Chen, Cheng
Author_Institution :
Sch. of Comput. Sci., Fudan Univ., Shanghai, China
Volume :
12
Issue :
4
fYear :
2011
Firstpage :
1624
Lastpage :
1639
Abstract :
For the last two decades, intelligent transportation systems (ITS) have emerged as an efficient way of improving the performance of transportation systems, enhancing travel security, and providing more choices to travelers. A significant change in ITS in recent years is that much more data are collected from a variety of sources and can be processed into various forms for different stakeholders. The availability of a large amount of data can potentially lead to a revolution in ITS development, changing an ITS from a conventional technology-driven system into a more powerful multifunctional data-driven intelligent transportation system (D2ITS) : a system that is vision, multisource, and learning algorithm driven to optimize its performance. Furthermore, D2ITS is trending to become a privacy-aware people-centric more intelligent system. In this paper, we provide a survey on the development of D2ITS, discussing the functionality of its key components and some deployment issues associated with D2ITS Future research directions for the development of D2ITS is also presented.
Keywords :
automated highways; learning (artificial intelligence); security of data; D2ITS; data-driven intelligent transportation systems; learning algorithm; privacy-aware people-centric more intelligent system; technology-driven system; travel security; Data mining; Machine learning; Visual analytics; Visualization; Data mining; data-driven intelligent transportation systems ( $hbox{D}^{2}hbox{ITS}$); machine learning; microblog; mobility; visual analytics; visualization;
fLanguage :
English
Journal_Title :
Intelligent Transportation Systems, IEEE Transactions on
Publisher :
ieee
ISSN :
1524-9050
Type :
jour
DOI :
10.1109/TITS.2011.2158001
Filename :
5959985
Link To Document :
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