4.8 Article

Developing Vehicular Data Cloud Services in the IoT Environment

Journal

IEEE TRANSACTIONS ON INDUSTRIAL INFORMATICS
Volume 10, Issue 2, Pages 1587-1595

Publisher

IEEE-INST ELECTRICAL ELECTRONICS ENGINEERS INC
DOI: 10.1109/TII.2014.2299233

Keywords

Automobile service; cloud computing; internet of things (IoT); intelligent transportation systems (ITSs); service-oriented architecture (SOA)

Funding

  1. National Natural Science Foundation of China (NNSFC) [71132008]
  2. U.S. National Science Foundation [SES-1318470, 1044845]

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The advances in cloud computing and internet of things (IoT) have provided a promising opportunity to resolve the challenges caused by the increasing transportation issues. We present a novel multilayered vehicular data cloud platform by using cloud computing and IoT technologies. Two innovative vehicular data cloud services, an intelligent parking cloud service and a vehicular data mining cloud service, for vehicle warranty analysis in the IoT environment are also presented. Two modified data mining models for the vehicular data mining cloud service, a Naive Bayes model and a Logistic Regression model, are presented in detail. Challenges and directions for future work are also provided.

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