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Modelling the offload of AI tasks in mobile clouds
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Chen, Zhiyan and He, Ligang (2022) Modelling the offload of AI tasks in mobile clouds. In: 2022 Thirteenth International Conference on Ubiquitous and Future Networks (ICUFN), Barcelona, Spain, 5-8 Jul 2022. Published in: 2022 Thirteenth International Conference on Ubiquitous and Future Networks (ICUFN) ISBN 9781665485500. doi:10.1109/icufn55119.2022.9829710 ISSN 2165-8536.
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Official URL: https://doi.org/10.1109/ICUFN55119.2022.9829710
Abstract
In this paper, we systematically model the performance of running AI inference tasks on Mobile Cloud (MC) systems. Mobile devices collect the monitoring data and perform the model inference tasks. When the mobile devices cannot respond timely, the mobile device offloads a portion of inference tasks to the cloud server. We aim to model the performance of tasks running in such a MC system and also the resource capacities that the cloud server must have to achieve the required 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 Thirteenth International Conference on Ubiquitous and Future Networks (ICUFN) | ||||||
Publisher: | IEEE | ||||||
ISBN: | 9781665485500 | ||||||
ISSN: | 2165-8536 | ||||||
Official Date: | 20 July 2022 | ||||||
Dates: |
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DOI: | 10.1109/icufn55119.2022.9829710 | ||||||
Status: | Peer Reviewed | ||||||
Publication Status: | Published | ||||||
Access rights to Published version: | Restricted or Subscription Access | ||||||
Conference Paper Type: | Paper | ||||||
Title of Event: | 2022 Thirteenth International Conference on Ubiquitous and Future Networks (ICUFN) | ||||||
Type of Event: | Conference | ||||||
Location of Event: | Barcelona, Spain | ||||||
Date(s) of Event: | 5-8 Jul 2022 |
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