Towards a Cloud Computing Paradigm for Big Data Analysis in Smart Cities
- 作者: Massobrio R.1, Nesmachnow S.1, Tchernykh A.2,3,4,5, Avetisyan A.3,6,5, Radchenko G.4
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隶属关系:
- Universidad de la Republica
- CICESE Research Center, Carretera Tijuana-Ensenada 3918
- Institute for System Programming of the RAS
- South Ural State University
- Moscow Institute of Physics and Technology
- Lomonosov Moscow State University
- 期: 卷 44, 编号 3 (2018)
- 页面: 181-189
- 栏目: Article
- URL: https://journals.rcsi.science/0361-7688/article/view/176608
- DOI: https://doi.org/10.1134/S0361768818030052
- ID: 176608
如何引用文章
详细
In this paper, we present a Big Data analysis paradigm related to smart cities using cloud computing infrastructures. The proposed architecture follows the MapReduce parallel model implemented using the Hadoop framework. We analyse two case studies: a quality-of-service assessment of public transportation system using historical bus location data, and a passenger-mobility estimation using ticket sales data from smartcards. Both case studies use real data from the transportation system of Montevideo, Uruguay. The experimental evaluation demonstrates that the proposed model allows processing large volumes of data efficiently.
作者简介
R. Massobrio
Universidad de la Republica
编辑信件的主要联系方式.
Email: renzom@fing.edu.uy
乌拉圭, Montevideo, 11200
S. Nesmachnow
Universidad de la Republica
Email: renzom@fing.edu.uy
乌拉圭, Montevideo, 11200
A. Tchernykh
CICESE Research Center, Carretera Tijuana-Ensenada 3918; Institute for System Programming of the RAS; South Ural State University; Moscow Institute of Physics and Technology
Email: renzom@fing.edu.uy
墨西哥, Ensenada, BC, 22860; Moscow, 109004; Chelyabinsk, 454080; Dolgoprudny, Moscow oblast, 141701
A. Avetisyan
Institute for System Programming of the RAS; Lomonosov Moscow State University; Moscow Institute of Physics and Technology
Email: renzom@fing.edu.uy
俄罗斯联邦, Moscow, 109004; Moscow, 119991; Dolgoprudny, Moscow oblast, 141701
G. Radchenko
South Ural State University
Email: renzom@fing.edu.uy
俄罗斯联邦, Chelyabinsk, 454080