Examining the Performance of Fog-Aided, Cloud-Centered IoT in a Real-World Environment
The fog layer provides substantial benefits in cloud-based IoT applications because it can serve as an aggregation layer and it moves the computation resources nearer to the IoT devices; however, it is important to ensure adequate performance is achieved in such applications, as the devices usually...
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Published in | Sensors (Basel, Switzerland) Vol. 21; no. 21; p. 6950 |
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Main Authors | , , , |
Format | Journal Article |
Language | English |
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20.10.2021
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Abstract | The fog layer provides substantial benefits in cloud-based IoT applications because it can serve as an aggregation layer and it moves the computation resources nearer to the IoT devices; however, it is important to ensure adequate performance is achieved in such applications, as the devices usually communicate frequently and authenticate with the cloud. This can cause performance and availability issues, which can be dangerous in critical applications such as in the healthcare sector. In this paper, we analyze the efficacy of the fog layer in different architectures in a real-world environment by examining performance metrics for the cloud and fog layers using different numbers of IoT devices. We also implement the fog layer using two methods to determine whether different fog implementation frameworks can affect the performance. The results show that including a fog layer with semi-heavyweight computation capability results in higher capital costs, although the in the long run resources, time, and money are saved. This study can serve as a reference for fundamental fog computing concepts. It can also be used to walk practitioners through different implementation frameworks of fog-aided IoT and to show tradeoffs in order to inform when to use each implementation framework based on one’s objectives. |
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AbstractList | The fog layer provides substantial benefits in cloud-based IoT applications because it can serve as an aggregation layer and it moves the computation resources nearer to the IoT devices; however, it is important to ensure adequate performance is achieved in such applications, as the devices usually communicate frequently and authenticate with the cloud. This can cause performance and availability issues, which can be dangerous in critical applications such as in the healthcare sector. In this paper, we analyze the efficacy of the fog layer in different architectures in a real-world environment by examining performance metrics for the cloud and fog layers using different numbers of IoT devices. We also implement the fog layer using two methods to determine whether different fog implementation frameworks can affect the performance. The results show that including a fog layer with semi-heavyweight computation capability results in higher capital costs, although the in the long run resources, time, and money are saved. This study can serve as a reference for fundamental fog computing concepts. It can also be used to walk practitioners through different implementation frameworks of fog-aided IoT and to show tradeoffs in order to inform when to use each implementation framework based on one’s objectives. |
Author | Sheldon, Frederick T Aleisa, Mohammed A Alsubaei, Faisal S Abuhussein, Abdullah |
AuthorAffiliation | 4 Department of Cybersecurity, University of Jeddah, Jeddah 23890, Saudi Arabia; fsalsubaei@uj.edu.sa 1 Department of Computer Science, The University of Idaho, Moscow, ID 83844, USA; sheldon@uidaho.edu 3 Information Systems Department, St. Cloud State University, St. Cloud, MN 56301, USA; aabuhussein@stcloudstate.edu 2 Department of Computer Science, Majmaah University, Al-Majmaah 11952, Saudi Arabia |
AuthorAffiliation_xml | – name: 4 Department of Cybersecurity, University of Jeddah, Jeddah 23890, Saudi Arabia; fsalsubaei@uj.edu.sa – name: 3 Information Systems Department, St. Cloud State University, St. Cloud, MN 56301, USA; aabuhussein@stcloudstate.edu – name: 2 Department of Computer Science, Majmaah University, Al-Majmaah 11952, Saudi Arabia – name: 1 Department of Computer Science, The University of Idaho, Moscow, ID 83844, USA; sheldon@uidaho.edu |
Author_xml | – sequence: 1 givenname: Mohammed A. orcidid: 0000-0002-7015-4131 surname: Aleisa fullname: Aleisa, Mohammed A. – sequence: 2 givenname: Abdullah orcidid: 0000-0002-1350-6719 surname: Abuhussein fullname: Abuhussein, Abdullah – sequence: 3 givenname: Faisal S. orcidid: 0000-0001-7332-3773 surname: Alsubaei fullname: Alsubaei, Faisal S. – sequence: 4 givenname: Frederick T. orcidid: 0000-0003-1241-2750 surname: Sheldon fullname: Sheldon, Frederick T. |
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SubjectTerms | Bandwidths benchmarking cloud computing Experiments fog computing Internet of Things performance analysis Performance evaluation performance metrics Privacy Sensors Traffic congestion |
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Title | Examining the Performance of Fog-Aided, Cloud-Centered IoT in a Real-World Environment |
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