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Joint Access and Resource Allocation in Ultradense mmWave NOMA Networks With Mobile Edge Computing
- Source :
- IEEE Internet of Things Journal. 7:1531-1547
- Publication Year :
- 2020
- Publisher :
- Institute of Electrical and Electronics Engineers (IEEE), 2020.
-
Abstract
- This article considers a two-tier heterogeneous network consisting of conventional sub-6-GHz macrocells along with millimeter-wave (mmWave) small cells, where mobile devices (MDs) can connect to either macrocell or small cells opportunistically via the nonorthogonal multiple access (NOMA) protocol. We employ the queuing theory in our network model to conduct an assessment on the execution delay, energy consumption and the total cost of offloading tasks in a mobile-edge computation offloading (MECO) system. The main goal is to design an energy-efficient MECO decision algorithm in an ultradense Internet of Thing (UD-IoT) network to analyze the tradeoff between execution delay and energy consumption. The proposed scheme jointly optimizes the communication and computation resource management, subject to the energy and delay constraints. Due to the mixed-integer nonlinear problem (MINLP) for resource allocation and computation offloading, an iterative algorithm along with the successive convex approximation (SCA) is proposed to achieve the optimum local frequency scheduling, power allocation, and computation offloading. The superior performance of the proposed MECO algorithm in our UD-IoT network is verified by the extensive numerical results.
- Subjects :
- Queueing theory
Mobile edge computing
Computer Networks and Communications
Computer science
Distributed computing
020302 automobile design & engineering
020206 networking & telecommunications
02 engineering and technology
Energy consumption
Computer Science Applications
Scheduling (computing)
0203 mechanical engineering
Hardware and Architecture
Server
Signal Processing
0202 electrical engineering, electronic engineering, information engineering
Resource allocation
Computation offloading
Resource management
Macrocell
Mobile device
Heterogeneous network
Information Systems
Subjects
Details
- ISSN :
- 23722541
- Volume :
- 7
- Database :
- OpenAIRE
- Journal :
- IEEE Internet of Things Journal
- Accession number :
- edsair.doi...........d906a673df8f104dd1d12050c7526b14