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Allocating resource capacities for an offload-enabled mobile edge cloud system
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Chen, Zhiyan and He, Ligang (2022) Allocating resource capacities for an offload-enabled mobile edge cloud system. In: 2022 IEEE Eighth International Conference on Big Data Computing Service and Applications (BigDataService), Newark, CA, USA, 15-18 Aug 2022. Published in: 2022 IEEE Eighth International Conference on Big Data Computing Service and Applications (BigDataService) ISBN 9781665458900. doi:10.1109/bigdataservice55688.2022.00010
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Official URL: https://doi.org/10.1109/bigdataservice55688.2022.0...
Abstract
AI applications have become increasingly popular and been widely deployed in various scenarios. In an AI application, an AI model is typically first trained, and then the model inference service is deployed in systems to perform model inference tasks based on the input data. In this paper, we systematically model the performance of running such AI tasks on Mobile Edge Cloud (MEC) systems. In particular, the model inference services are deployed in mobile devices, the edge devices and the cloud server. Mobile devices collect the monitoring data and perform the model inference tasks. When the arrival rate of the incoming data becomes too big, the mobile devices offload a portion of model inference tasks to the edge devices by the way of uploading the incoming data to the edge devices. If an edge device is overwhelmed by the tasks, it can further offload to the cloud server. This paper aims to model the offloading behaviors in MEC and also the resource capacities required to meet the desired task performance.
Item Type: | Conference Item (Paper) | ||||||
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Divisions: | Faculty of Science, Engineering and Medicine > Science > Computer Science | ||||||
SWORD Depositor: | Library Publications Router | ||||||
Journal or Publication Title: | 2022 IEEE Eighth International Conference on Big Data Computing Service and Applications (BigDataService) | ||||||
Publisher: | IEEE | ||||||
ISBN: | 9781665458900 | ||||||
Official Date: | 27 September 2022 | ||||||
Dates: |
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DOI: | 10.1109/bigdataservice55688.2022.00010 | ||||||
Status: | Peer Reviewed | ||||||
Publication Status: | Published | ||||||
Access rights to Published version: | Restricted or Subscription Access | ||||||
Conference Paper Type: | Paper | ||||||
Title of Event: | 2022 IEEE Eighth International Conference on Big Data Computing Service and Applications (BigDataService) | ||||||
Type of Event: | Conference | ||||||
Location of Event: | Newark, CA, USA | ||||||
Date(s) of Event: | 15-18 Aug 2022 |
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