A Time-Sensitive IoT Data Analysis Framework
| dc.contributor.author | Korala, Harindu | |
| dc.contributor.author | Georgakopoulos, Dimitrios | |
| dc.contributor.author | Jayaraman, Prem Prakash | |
| dc.contributor.author | Yavari, Ali | |
| dc.date.accessioned | 2020-12-24T20:30:02Z | |
| dc.date.available | 2020-12-24T20:30:02Z | |
| dc.date.issued | 2021-01-05 | |
| dc.description.abstract | This paper proposes a Time-Sensitive IoT Data Analysis (TIDA) framework that meets the time-bound requirements of time-sensitive IoT applications. The proposed framework includes a novel task sizing and dynamic distribution technique that performs the following: 1) measures the computing and network resources required by the data analysis tasks of a time-sensitive IoT application when executed on available IoT devices, edge computers and cloud, and 2) distributes the data analysis tasks in a way that it meets the time-bound requirement of the IoT application. The TIDA framework includes a TIDA platform that implements the above techniques using Microsoft’s Orleans framework. The paper also presents an experimental evaluation that validates the TIDA framework’s ability to meet the time-bound requirements of IoT applications in the smart cities domain. Evaluation results show that TIDA outperforms traditional cloud-based IoT data processing approaches in meeting IoT application time-bounds and reduces the total IoT data analysis execution time by 46.96%. | |
| dc.format.extent | 10 pages | |
| dc.identifier.doi | 10.24251/HICSS.2021.865 | |
| dc.identifier.isbn | 978-0-9981331-4-0 | |
| dc.identifier.uri | http://hdl.handle.net/10125/71486 | |
| dc.language.iso | English | |
| dc.relation.ispartof | Proceedings of the 54th Hawaii International Conference on System Sciences | |
| dc.rights | Attribution-NonCommercial-NoDerivatives 4.0 International | |
| dc.rights.uri | https://creativecommons.org/licenses/by-nc-nd/4.0/ | |
| dc.subject | Smart (City) Application Development: Challenges and Experiences | |
| dc.subject | distributed iot data analysis | |
| dc.subject | iot | |
| dc.subject | smart city applications | |
| dc.subject | time-sensitive data analysis | |
| dc.title | A Time-Sensitive IoT Data Analysis Framework | |
| prism.startingpage | 7185 |
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