Abstract
The split computation service has gained wide attention to reduce the artificial intelligence-based service completion time. In a split computation service, the mobile device and edge server need to exchange the intermediate data to cooperatively process the AI-based service (i.e., process the deep model in AI-based service). In this case, the performance of split computation (e.g., classification accuracy) is degraded due to the transmission error. However, most of the works did not consider the transmission error effect of the split computation service. In this paper, we conduct various simulations to analyze the effect of transmission error on the split computation service. From the simulation results, we find some general trends that the later deep layer and convolution layer have better error-tolerant capability.
| Original language | English |
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| Title of host publication | ICTC 2023 - 14th International Conference on Information and Communication Technology Convergence |
| Subtitle of host publication | Exploring the Frontiers of ICT Innovation |
| Publisher | IEEE Computer Society |
| Pages | 889-891 |
| Number of pages | 3 |
| ISBN (Electronic) | 9798350313277 |
| DOIs | |
| State | Published - 2023 |
| Event | 14th International Conference on Information and Communication Technology Convergence, ICTC 2023 - Jeju Island, Korea, Republic of Duration: 11 Oct 2023 → 13 Oct 2023 |
Publication series
| Name | International Conference on ICT Convergence |
|---|---|
| ISSN (Print) | 2162-1233 |
| ISSN (Electronic) | 2162-1241 |
Conference
| Conference | 14th International Conference on Information and Communication Technology Convergence, ICTC 2023 |
|---|---|
| Country/Territory | Korea, Republic of |
| City | Jeju Island |
| Period | 11/10/23 → 13/10/23 |
Bibliographical note
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