Towards Cloud Big Data Services for Intelligent Transport Systems

被引:2
|
作者
Kemp, Gavin [1 ]
Vargas-Solar, Genoveva [2 ,3 ]
Ferreira Da Silva, Catarina [1 ]
Ghodous, Parisa [1 ]
Collet, Christine [2 ]
Lopez Amaya, Pedropablo [1 ]
机构
[1] Univ Lyon 1, LIRIS, CNRS, UMR5202, F-69621 Villeurbanne, France
[2] LIG Grenoble Inst Technol, St Martin Dheres, France
[3] Ecole Natl Super Electrochim & Electrome Grenoble, Thermodynam & Physicochim Met Lab, CNRS, LIG LAFMIA, F-38402 St Martin Dheres, France
关键词
ITS; Big Data; Cloud Services; NoSQL;
D O I
10.3233/978-1-61499-544-9-377
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
In later years, the increase in computation power and data storage has opened new perspectives to data analysis. The possibility to analyse big data brings new insights into obscure and useful correlations in data providing undiscovered knowledge. Applying big data analytics to the transport data has brought better understanding to the transports network revealing unexpected choking points in cities. This technology is still largely inaccessible to small companies due to their limited computational resources and complex for large ones due to the time needed to develop a big data analytical system Using the high scalability of Cloud and the use of specialized services in a services oriented architecture, new perspective are to developing efficient and scalable big data infrastructure adapted to transport systems. This paper presents a big data infrastructure using service oriented architecture.
引用
收藏
页码:377 / 385
页数:9
相关论文
共 50 条
  • [1] Towards Network-Aware Composition of Big Data Services in the Cloud
    Shehu, Umar
    Safdar, Ghazanfar
    Epiphaniou, Gregory
    [J]. INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2015, 6 (10) : 7 - 17
  • [2] Intelligent services for Big Data science
    Dobre, C.
    Xhafa, F.
    [J]. FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2014, 37 : 267 - 281
  • [3] Data-Less Big Data Analytics (Towards Intelligent Data Analytics Systems)
    Triantafillou, Peter
    [J]. 2018 IEEE 34TH INTERNATIONAL CONFERENCE ON DATA ENGINEERING (ICDE), 2018, : 1666 - 1667
  • [4] Advanced Media-Based Smart Big Data on Intelligent Cloud Systems
    Psannis, Kostas E.
    Stergiou, Christos
    Gupta, B. B.
    [J]. IEEE TRANSACTIONS ON SUSTAINABLE COMPUTING, 2019, 4 (01): : 77 - 87
  • [5] Semantics, intelligent processing and services for big data
    Xhafa, Fatos
    Barolli, Leonard
    [J]. FUTURE GENERATION COMPUTER SYSTEMS-THE INTERNATIONAL JOURNAL OF ESCIENCE, 2014, 37 : 201 - 202
  • [6] Special Issue on Systems and Applications of Cloud Computing and Big Data Services Preface
    Zhang, Weizhe
    Hsu, Ching-Hsien
    [J]. INTERNATIONAL JOURNAL OF GRID AND HIGH PERFORMANCE COMPUTING, 2016, 8 (03) : IV - VI
  • [7] Big Data in Intelligent Information Systems
    Anandakumar Haldorai
    Sri Devi Ravana
    Joan Lu
    Arulmurugan Ramu
    [J]. Mobile Networks and Applications, 2022, 27 : 997 - 999
  • [8] Big data and intelligent software systems
    Jalal, Ahmed Adeeb
    [J]. INTERNATIONAL JOURNAL OF KNOWLEDGE-BASED AND INTELLIGENT ENGINEERING SYSTEMS, 2018, 22 (03) : 177 - 193
  • [9] An Intelligent Dynamic Offloading From Cloud to Edge for Smart IoT Systems With Big Data
    Wang, Tian
    Liang, Yuzhu
    Zhang, Yilin
    Zheng, Xi
    Arif, Muhammad
    Wang, Jin
    Jin, Qun
    [J]. IEEE TRANSACTIONS ON NETWORK SCIENCE AND ENGINEERING, 2020, 7 (04): : 2598 - 2607
  • [10] Intelligent transportation systems in big data
    Xiang Li
    [J]. Journal of Ambient Intelligence and Humanized Computing, 2019, 10 : 305 - 306