Optimized Multiuser Computation Offloading with Multi-Antenna NOMA

Feng Wang, Jie Xu, Zhiguo Ding

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

77 Scopus citations

Abstract

Mobile edge computing (MEC) has been regarded as a promising technique to enhance the computation capabilities of wireless devices, by enabling them to offload computationintensive tasks to base stations (BSs) at the network edge. This paper studies a new multiuser MEC system with multiantenna non-orthogonal multiple access (NOMA)-based computation offloading. In this system, multiple users simultaneously offload their computation tasks to one multi-antenna BS over the same time/frequency resources for remote execution, and the BS uses successive interference cancellation (SIC) for information decoding. We consider the partial offloading case, such that each user can partition the computation task into two parts for local computing and offloading, respectively. Under this setup, we minimize the weighted sum of the energy consumption at all users subject to their computation latency constraints. The decision variables include the task partition, local central processing unit (CPU) frequencies, and offloading power and rates at the users, and the SIC decoding order at the BS. We present an efficient algorithm to obtain the globally optimal solution to this problem by applying the Lagrange dual method. Numerical results show that the proposed NOMA-based partial offloading design can significantly improve the energy efficiency of the multiuser MEC system, as compared to benchmark schemes with orthogonal multiple access (OMA)-based partial offloading, and with only local computing or full offloading.

Original languageBritish English
Title of host publication2017 IEEE Globecom Workshops, GC Wkshps 2017 - Proceedings
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages1-7
Number of pages7
ISBN (Electronic)9781538639207
DOIs
StatePublished - 24 Jan 2018
Event2017 IEEE Global Telecommunications Conference, GC 2017 - Singapore, Singapore
Duration: 4 Dec 20178 Dec 2017

Publication series

Name2017 IEEE Globecom Workshops, GC Wkshps 2017 - Proceedings
Volume2018-January

Conference

Conference2017 IEEE Global Telecommunications Conference, GC 2017
Country/TerritorySingapore
CitySingapore
Period4/12/178/12/17

Fingerprint

Dive into the research topics of 'Optimized Multiuser Computation Offloading with Multi-Antenna NOMA'. Together they form a unique fingerprint.

Cite this