Collaborative Task Offloading Based on Scalable DAG in Cell-Free HetMEC Networks

Xi Lu, Xiaofei Yu, Chaowei Wang, Weidong Wang, Jun Zhen
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Abstract

With the development of the Internet of Things (IoT), there are numerous real-time applications emerging for B5G. Driven by the low-latency requirement, mobile edge computing has become an important technology for enhancing user experience and reducing network costs. However, the computing power of the single-processor CPU is limited, it is difficult to meet the low-latency requirements of computation-intensive applications. Besides, the performance of the network is limited by cell interference. In this paper, we design a user-centric Cell-Free Heterogeneous Mobile Edge Computing (CF-HetMEC) network architecture, which comprehensively utilizes the computing and transmission resources of multi-heterogeneous processors of Central Processing Units. A category-based Directed Acyclic Graphs (DAGs) subtask offloading algorithm in CF-HetMEC network is proposed to reduce the system delay. Simulation results show that the proposed scheme can effectively reduce the processing delay and the energy consumption of CF-HetMEC network.
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无小区HetMEC网络中基于可扩展DAG的协同任务卸载
随着物联网(IoT)的发展,B5G出现了许多实时应用。在低时延需求的驱动下,移动边缘计算已成为提升用户体验、降低网络成本的重要技术。然而,单处理器CPU的计算能力有限,很难满足计算密集型应用的低延迟要求。此外,网络的性能受到小区干扰的限制。本文设计了一种以用户为中心的无cell异构移动边缘计算(CF-HetMEC)网络架构,综合利用中央处理单元多异构处理器的计算和传输资源。提出了一种CF-HetMEC网络中基于类别的有向无环图(dag)子任务卸载算法,以降低系统时延。仿真结果表明,该方案能有效降低CF-HetMEC网络的处理延迟和能耗。
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