Knowledge Agora



Similar Articles

Title Abstracting Big Data Processing Tools for Smart Cities
ID_Doc 44209
Authors Magano, FD; Braghetto, KR
Title Abstracting Big Data Processing Tools for Smart Cities
Year 2018
Published
Abstract Large volumes of data from various sources are generated continuously in cities. The processing and analysis of these data play a key role in the implementation of initiatives for smart cities. In order to process urban Big Data, it is essential to use high-performance tools to accelerate processing and provide quick answers. However, this use is not trivial because Big Data tools are not interoperable and require from their users knowledge of parallel and distributed computing and databases. In this work, we compare popular open-source Big Data processing frameworks and propose a software system to abstract and facilitate their use in smart city applications. The architecture of the system is composed by an interface to specify dataflow models as well as services to interpret these models and instantiate them in different Big Data tools. An implementation of the system on top of a smart city platform is also addressed.
PDF

Similar Articles

ID Score Article
36480 Gomes, E; Dantas, MAR; de Macedo, DDJ; De Rolt, C; Brocardo, M; Foschini, L Towards an Infrastructure to Support Big Data for a Smart City Project(2016)
38538 Silva, BN; Khan, M; Han, K Big Data Analytics Embedded Smart City Architecture for Performance Enhancement through Real-Time Data Processing and Decision-Making(2017)
44933 Silva, BN; Khan, M; Seo, J; Muhammad, D; Yoon, Y; Han, J; Han, K Exploiting Big Data Analytics for Urban Planning and Smart City Performance Improvement(2018)
38702 Chamoso, P; González-Briones, A; De La Prieta, F; Venyagamoorthy, GK; Corchado, JM Smart city as a distributed platform: Toward a system for citizen-oriented management(2020)
40439 Gomes, EHA; Dantas, MAR; de Macedo, DDJ; De Rolt, CR; Dias, J; Foschini, L An infrastructure model for smart cities based on big data(2018)International Journal Of Grid And Utility Computing, 9, 4
36227 Girtelschmid, S; Steinbauer, M; Kumar, V; Fensel, A; Kotsis, G On the application of Big Data in future large-scale intelligent Smart City installations(2014)International Journal Of Pervasive Computing And Communications, 10, 2
37558 Ali, M; Scandurra, P; Moretti, F; Blaso, L; Leccisi, M; Leccese, F From Big Data to Smart Data-centric Software Architectures for City Analytics: the case of the PELL Smart City Platform(2021)
37659 Srivastava, DK; Singh, A Big Data Analytics Towards a Framework for a Smart City(2018)
40729 Fan, RD; Wu, G SCAPE: An Application Platform for Environmental Big Data Analysis in Smart Cities(2016)
45709 Silva, BN; Khan, M; Jung, C; Seo, J; Muhammad, D; Han, J; Yoon, Y; Han, K Urban Planning and Smart City Decision Management Empowered by Real-Time Data Processing Using Big Data Analytics(2018)Sensors, 18, 9
Scroll