Authors
Cong T Nguyen, Diep N Nguyen, Dinh Thai Hoang, Khoa Tran Phan, Dusit Niyato, Hoang-Anh Pham, Eryk Dutkiewicz
Publication date
2022/10/20
Journal
IEEE Transactions on Wireless Communications
Volume
22
Issue
4
Pages
2636-2649
Publisher
IEEE
Description
Coded distributed computing (CDC) has recently emerged to be a promising solution to address the straggling effects in conventional distributed computing systems. By assigning redundant workloads to the computing nodes, CDC can significantly enhance the performance of the whole system. However, since the core idea of CDC is to introduce redundancies to compensate for uncertainties, it may lead to a large amount of wasted energy at the edge nodes. It can be observed that the more redundant workload added, the less impact the straggling effects have on the system. However, at the same time, the more energy is needed to perform redundant tasks. In this work, we develop a novel framework, namely CERA, to elastically allocate computing resources for CDC processes. Particularly, CERA consists of two stages. In the first stage, we model a joint coding and node selection optimization problem to minimize …
Total citations
2023202424
Scholar articles
CT Nguyen, DN Nguyen, DT Hoang, KT Phan, D Niyato… - IEEE Transactions on Wireless Communications, 2022