作者
Dan Wang, Yalu Bai, Gang Huang, Bin Song, F Richard Yu
发表日期
2023/2/14
期刊
IEEE Internet of Things Journal
卷号
10
期号
13
页码范围
11486-11496
出版商
IEEE
简介
With the growing demand for latency-sensitive and compute-intensive services in the Internet of Things (IoT), multiaccess edge computing (MEC)-enabled IoT is envisioned as a promising technique that allows network nodes to have computing and caching capabilities. In this article, we propose a cache-aided MEC (CA-MEC) offloading framework for joint optimization of communication, computing, and caching (3C) resources in the MEC-enabled IoT. Our goal is to optimize the offloading decision and resource allocation strategy to minimize the system latency subject to dynamic cache capacities and computing resource constraints. We first formulate this optimization problem as a multiagent decision problem, a partially observable Markov decision process (POMDP). Then, the deep graph convolution reinforcement learning (DGRL) method is applied to motivate the agents to learn optimal strategies cooperatively …
引用总数
学术搜索中的文章
D Wang, Y Bai, G Huang, B Song, FR Yu - IEEE Internet of Things Journal, 2023