A Comparative Study of Recent Advances in Big Data Analytics in Vehicular Ad Hoc Networks

被引:4
|
作者
Zaraket, Kawthar [1 ]
Bennis, Ismail [2 ]
Harb, Hassan [1 ]
Jaber, Ali [1 ]
Abouaissa, Abedalhafid [1 ]
机构
[1] Lebanese Univ, Doctoral Sch Sci & Technol, MERCEL Lab, Beirut, Lebanon
[2] Univ Haute Alsace, IRIMAS, Mulhouse, France
关键词
Intelligent Transportation Systems (ITS); Big Data Analytics; VANET; Machine Learning;
D O I
10.1109/IWCMC55113.2022.9825248
中图分类号
TP301 [理论、方法];
学科分类号
081202 ;
摘要
Big data is becoming a research focus in Intelligent Transportation Systems (ITS), which can be seen in many projects worldwide. Intelligent transportation systems will produce a large amount of data. The produced big data will profoundly impact the design and application of the ITS, which makes them safer, more efficient, and profitable. Studying big data analytics in ITS is a flourishing field. This paper aims to provide a comparative study of some recent works in Big Data analytics for Vehicular Ad Hoc Networks. The study includes reviewing some frameworks that conduct big data analytics in ITS while discussing the data source and collection methods, data analytics methods, platforms and big data analytics application categories. The comparison and implementation of five recent works, with a focus on the data collection and application layers, are followed to pick up the best approach based on the Friedman test results.
引用
收藏
页码:841 / 846
页数:6
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