| Title | A Survey of Distributed Stream Processing Systems for Smart City Data Analytics |
|---|---|
| ID_Doc | 45670 |
| Authors | Nasiri, H; Nasehi, S; Goudarzi, M |
| Title | A Survey of Distributed Stream Processing Systems for Smart City Data Analytics |
| Year | 2018 |
| Published | |
| Abstract | The widespread grow of big data and the evolution of Internet of Things (IoT) technologies enable cities to obtain valuable intelligence from a large amount of real-time produced data. In a Smart City various IoT devices generate data continuously which needs to be analyzed within a short period of time, using some big data technique. In this paper, we examine applicability of employing distributed stream processing frameworks at the data processing layer of Smart City and appraising the current state of their adoption and maturity among the Smart City use cases. Our experiments focuses on evaluating the performance of three SDPSs, namely Apache Storm, Apache Spark Streaming, and Apache Flink. According to our obtained results, choosing proper framework at the data analytics layer of a Smart City, depends on characteristics of the target IoT applications. Finally, we present a category of applications that suit each framework. |
Similar Articles
| ID | Score | Article |
|---|---|---|
39602
|
Nasiri, H; Nasehi, S; Goudarzi, M Evaluation of distributed stream processing frameworks for IoT applications in Smart Cities(2019)Journal Of Big Data, 6, 1 | |
| 37266
|
Jung, HS; Yoon, CS; Lee, YW; Park, JW; Yun, CH Cloud Computing Platform Based Real-Time Processing for Stream Reasoning(2017) | |
| 38163
|
Ma, SM; Liang, ZL Design and Implementation of Smart City Big Data Processing Platform Based On Distributed Architecture(2016) | |
| 44209
|
Magano, FD; Braghetto, KR Abstracting Big Data Processing Tools for Smart Cities(2018) | |
| 38149
|
Ma, SM; Liang, ZL Design and Implementation of Smart City Big Data Processing Platform Based On Distributed Architecture(2015) | |
| 40988
|
Babar, M; Arif, F Smart urban planning using Big Data analytics to contend with the interoperability in Internet of Things(2017) | |
| 43979
|
Babar, M; Arif, F; Jan, MA; Tan, ZY; Khan, F Urban data management system: Towards Big Data analytics for Internet of Things based smart urban environment using customized Hadoop(2019) | |
| 40433
|
Rathore, MM; Ahmad, A; Paul, A; Rho, S Urban planning and building smart cities based on the Internet of Things using Big Data analytics(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) | |
| 45231
|
Rathore, MM; Ahmad, A; Paul, A IoT-Based Smart City Development using Big Data Analytical Approach(2016) |