Cross-Layer Design for Mission-Critical IoT in Mobile Edge Computing Systems

Changyang She, Yifan Duan, Guodong Zhao, Tony Q.S. Quek, Yonghui Li, Branka Vucetic

研究成果: Article同行評審

12 引文 斯高帕斯(Scopus)

摘要

In this paper, we establish a cross-layer framework for optimizing user association, packet offloading rates, and bandwidth allocation for mission-critical Internet-of-Things (MC-IoT) services with short packets in mobile edge computing (MEC) systems, where enhanced mobile broadband (eMBB) services with long packets are considered as background services. To reduce communication delay, the fifth generation new radio is adopted in radio access networks. To avoid long queueing delay for short packets from MC-IoT, processor-sharing (PS) servers are deployed at MEC systems, where the service rate of the server is equally allocated to all the packets in the buffer. We derive the distribution of latency experienced by short packets in closed form, and minimize the overall packet loss probability subject to the end-to-end delay requirement. To solve the nonconvex optimization problem, we propose an algorithm that converges to a near optimal solution when the throughput of eMBB services is much higher than MC-IoT services, and extend it into more general scenarios. Furthermore, we derive the optimal solutions in two asymptotic cases: communication or computing is the bottleneck of reliability. The simulation and numerical results validate our analysis and show that the PS server outperforms first-come-first-serve servers.

原文English
文章編號8772198
頁(從 - 到)9360-9374
頁數15
期刊IEEE Internet of Things Journal
6
發行號6
DOIs
出版狀態Published - 2019 十二月

All Science Journal Classification (ASJC) codes

  • 訊號處理
  • 資訊系統
  • 硬體和架構
  • 電腦科學應用
  • 電腦網路與通信

指紋

深入研究「Cross-Layer Design for Mission-Critical IoT in Mobile Edge Computing Systems」主題。共同形成了獨特的指紋。

引用此