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Moving Objects with Transportation Modes: A Survey

College of Computer Science and Technology, Nanjing University of Aeronautics and Astronautics Nanjing 211106, China
Faculty of Mathematics and Computer Science, University of Hagen, Hagen 58097, Germany
JD Intelligent City Research, Beijing 100176, China
Department of Computer Science, University of Illinois at Chicago, Chicago 60607, U.S.A.
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Abstract

In this article, we survey the main achievements of moving objects with transportation modes that span the past decade. As an important kind of human behavior, transportation modes reflect characteristic movement features and enrich the mobility with informative knowledge. We make explicit comparisons with closely related work that investigates moving objects by incorporating into location-dependent semantics and descriptive attributes. An exhaustive survey is offered by considering the following aspects: 1) modeling and representing mobility data with motion modes; 2) answering spatio-temporal queries with transportation modes; 3) query optimization techniques; 4) predicting transportation modes from sensor data, e.g., GPS-enabled devices. Several new and emergent issues concerning transportation modes are proposed for future research.

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Journal of Computer Science and Technology
Pages 709-726

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Cite this article:
Xu J-Q, Güting RH, Zheng Y, et al. Moving Objects with Transportation Modes: A Survey. Journal of Computer Science and Technology, 2019, 34(4): 709-726. https://doi.org/10.1007/s11390-019-1938-4

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Received: 31 January 2019
Revised: 17 April 2019
Published: 19 July 2019
© 2019 Springer Science + Business Media, LLC & Science Press, China