Abstract
The proliferation of resource-intensive applications (such as face recognition, image/video processing, interactive gaming, and augmented reality) on mobile devices poses challenges due to their high resource demands. While cloud offloading can alleviate some of these issues, it is unsuitable for latency-sensitive applications. Mobile Edge Computing (MEC) offers an alternative by offloading computational tasks to edge servers located at the periphery of mobile networks. However, selecting the optimal edge server remains complex due to limited resources, user mobility, and varying server workloads. In this study, we compare three edge server selection methodologies: Nearest Server (NS), Least Remaining CPU cycles (LRC), and Fewest Active Tasks (FAT). Using a central controller model, we evaluate these methods based on average task sojourn time, considering factors such as task size, CPU requirements, and communication/computation delays. Our findings provide insights into the effectiveness of each approach, contributing to a deeper understanding of edge server selection in dynamic MEC environments. Additionally, we propose a round-robin process scheduling model to enhance resource efficiency compared to traditional fixed CPU allocation methods. The results from the simulated experiments demonstrate that the Least Remaining CPU Cycles (LRC) scheme achieves the best overall performance in terms of task sojourn time, whereas the Nearest Server (NS) strategy performs the worst.
Original language | English |
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Title of host publication | 2024 9th International Conference on Fog and Mobile Edge Computing, FMEC 2024 |
Editors | Muhannad Quwaider, Sadi Alawadi, Yaser Jararweh |
Publisher | Institute of Electrical and Electronics Engineers Inc. |
Pages | 38-45 |
Number of pages | 8 |
ISBN (Electronic) | 9798350366488 |
DOIs | |
Publication status | Published - 2024 |
Event | 9th International Conference on Fog and Mobile Edge Computing, FMEC 2024 - Malmo, Sweden Duration: 2 Sept 2024 → 5 Sept 2024 |
Publication series
Name | 2024 9th International Conference on Fog and Mobile Edge Computing, FMEC 2024 |
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Conference
Conference | 9th International Conference on Fog and Mobile Edge Computing, FMEC 2024 |
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Country/Territory | Sweden |
City | Malmo |
Period | 2/09/24 → 5/09/24 |
Bibliographical note
Publisher Copyright:© 2024 IEEE.
Keywords
- communication delay
- computation delay
- Edge computing
- edge server selection
- sojourn time