arrow
返回

Efficient Resource Allocation Using Distributed Edge Computing in D2D Based 5G-HCN With Network Slicing

delete2021-01-01
delete13
delete
OA
AI
L
Lubna Nadeem *
Y
Yasar Amin
J
Jonathan Loo
M
Muhammad Awais Azam
K
Kok Keong Chai
DOI:10.1109/ACCESS.2021.3114629delete
delete原文链接
delete原文求助
delete分享
delete收藏
摘要

摘要

En 中文
Fifth Generation (5G) cellular networks aim to overcome the pressing demands posed by dynamic Quality of Service (QoS) constraints, which have primarily remained unaddressed using conventional network infrastructure. Cellular networks of the future necessitate the formulation of efficient resource allocation schemes that readily meet throughput requirements. The idea of combining Device-to-Device (D2D), Mobile Edge Computing (MEC), and Network slicing (NS) can improve spectrum utilization with better performance and scalability. This work presents a spectrum efficiency optimization problem in D2D based 5G-Heterogeneous Cellular Network (5G-HCN) with NS. Owing to the shortage of resources, we propose an underlay model where macro-cell users (MUs), small-cell users (SUs), and D2D users (DUs) reuse the resources while considering the effects of interference. The goal is to maximize the average network spectrum efficiency (SE) and throughput without degrading the system performance. The problem at hand is naturally a non-convex mixed-integer non-linear programming (MINLP) problem that is intractable. Therefore, we have suggested a distributed resource allocation strategy with an edge computing (DRA-EC) approach to find the sub-optimal solution. In distributed augmented Lagrange method, each edge router located at BS will solve its problem locally, and the consensus algorithm will find the global solution using these local estimates. The central slice controller will cut the customized network slices according to the bandwidth requirements of each user type with optimized spectrum information. The simulation outcomes prove that our proposed method is near the central optimization scheme with low computational complexity. It is much better because it reduces the computational time and system overhead.
Keyword:
Device-to-device communication
Resource management
5G mobile communication
Interference
Quality of service
Optimization
Edge computing
Network slicing
5G cellular networks
mobile edge computing
device-to-device
distributed optimization
consensus algorithm

期刊

IEEE Access 封面图
IEEE Access
IF:
3.6
论文数:
9.8W
被引数:
29.4W

机构

Q
Queen Mary University London
学者数:
2.0W
论文数: 1.5W
被引数: 327
University of West London 封面图
University of West London
学者数:
594
论文数: 638
被引数: 554
U
university of engineering and technology taxila
学者数:
1.1K
论文数: 1.0K
被引数: 1
U
university of london
学者数:
21.5W
论文数: 19.7W
被引数: 305
学者 查看更多机构
引用论文

引用论文

err分享
err收藏
Energy-Efficient Offloading for Mobile Edge Computing in 5G Heterogeneous Networks5g异构网络中面向移动边缘计算的高能效卸载
err2016-01-01
err654
errOAAI
errZhang, Ke; Mao, Yuming; Leng, Supeng; Zhao, Quanxin; Li, Longjiang; Peng, Xin; Pan, Li; Maharjan, Sabita; Zhang, Yan
err分享
err收藏
Collaborative Mobile Edge Computing in 5G Networks: New Paradigms, Scenarios, and Challenges
err2017-04-01
err504
errOAAI
errTran, Tuyen X.; Hajisami, Abolfazl; Pandey, Parul; Pompili, Dario
err分享
err收藏
Joint Spectrum and Power Allocation for D2D Communications Underlaying Cellular Networks
err2016-04-01
err172
errOAAI
errYin, Rui; Zhong, Caijun; Yu, Guanding; Zhang, Zhaoyang; Wong, Kai Kit; Chen, Xiaoming
err分享
err收藏
Historical Accumulation of Nonindigenous Forest Pests in the Continental United States
err2010-12-01
err0
PREAI
errJuliann E. Aukema; Deborah G. McCullough; Betsy Von Holle; Andrew M. Liebhold; Kerry Britton; Susan J. Frankel
err分享
err收藏
Integration of D2D, Network Slicing, and MEC in 5G Cellular Networks: Survey and Challenges5g蜂窝网络中D2D、网络切片和MEC的集成: 调查和挑战
err2021-01-01
err47
errOAAI
errNadeem, Lubna; Azam, Muhammad Awais; Amin, Yasar; Al-Ghamdi, Mohammed A.; Chai, Kok Keong; Khan, Muhammad Faisal Nadeem; Khan, Muhammad Adnan
err分享
err收藏
Energy-Efficient Scheduling for mmWave Backhauling of Small Cells in Heterogeneous Cellular Networks
err2017-03-01
err101
errOAAI
errNiu, Yong; Gao, Chuhan; Li, Yong; Su, Li; Jin, Depeng; Zhu, Yun; Wu, Dapeng Oliver
err分享
err收藏
学者 查看更多内容