Hybrid NOMA Offloading in Multi-User MEC Networks

Zhiguo Ding, Dongfang Xu, Robert Schober, H. Vincent Poor

Research output: Contribution to journalArticlepeer-review

78 Scopus citations

Abstract

Non-orthogonal multiple access (NOMA) assisted mobile edge computing (MEC) has recently attracted significant attention due to its superior capability to reduce the energy consumption and the latency of MEC offloading. In this paper, a general hybrid NOMA-MEC offloading strategy is proposed, which includes conventional orthogonal multiple access (OMA) and pure NOMA based offloading as special cases. A multi-objective optimization problem is formulated to minimize the energy consumption for MEC offloading, and a low-complexity resource allocation solution is derived and shown to be Pareto-optimal. Furthermore, by analyzing the properties of the obtained resource allocation solution, important insights regarding NOMA-MEC offloading are obtained. For example, it is proved that pure NOMA-MEC offloading cannot outperform hybrid NOMA-MEC. In addition, a precise condition under which NOMA-MEC outperforms OMA-MEC is established, and shown to match the one previously developed for the two-user special case. Furthermore, the developed analytical results also establish an interesting analogy between the proposed hybrid NOMA-MEC power allocation scheme and the well-known water-filling strategy.

Original languageEnglish (US)
Pages (from-to)5377-5391
Number of pages15
JournalIEEE Transactions on Wireless Communications
Volume21
Issue number7
DOIs
StatePublished - Jul 1 2022
Externally publishedYes

All Science Journal Classification (ASJC) codes

  • Computer Science Applications
  • Electrical and Electronic Engineering
  • Applied Mathematics

Keywords

  • Non-orthogonal multiple access (NOMA)
  • Pareto optimality
  • mobile edge computing (MEC)
  • multi-objective optimization

Fingerprint

Dive into the research topics of 'Hybrid NOMA Offloading in Multi-User MEC Networks'. Together they form a unique fingerprint.

Cite this