Resource Management in Multicloud IoT Radio Access Network

被引:15
作者
Awais, Muhammad [1 ]
Ahmed, Ashfaq [1 ]
Ali, Syed Azhar [2 ]
Naeem, Muhammad [1 ]
Ejaz, Waleed [3 ]
Anpalagan, Alagan [4 ]
机构
[1] COMSATS Univ Islamabad Wah Campus, Dept Elect & Comp Engn, Wah Cantonment 47040, Pakistan
[2] Univ Engn & Technol, Dept Elect Engn, Taxila 47050, Pakistan
[3] Thompson Rivers Univ, Dept Appl Sci & Engn, Kamloops, BC V2C 0C8, Canada
[4] Ryerson Univ, Dept Elect & Comp Engn, Toronto, ON M5B 2K3, Canada
来源
IEEE INTERNET OF THINGS JOURNAL | 2019年 / 6卷 / 02期
关键词
Greedy algorithm; Internet of Things (IoT); radio access networks; resource allocation;
D O I
10.1109/JIOT.2018.2878511
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
Cloud radio access network (CRAN) is a promising approach to provide ubiquitous and on demand access to future Internet of Things (IoT) networks. The existing CRANs assume a single cloud which suffers from computational complexity and signaling latency to support massive number of IoT devices in large scale network deployments. This paper focuses on the scheduling of IoT devices in a multicloud IoT network scenario. This paper considers the downlink of an IoT network consisting of multiple clouds, each coordinates a cluster of several base stations (BSs) allowing joint signal processing. The transmit frame of each BS is composed of several resource blocks (RBs). The multiple clouds are linked to the central cloud which performs scheduling of IoT devices and synchronization of transmit frames. The work models the IoT devices to RBs assignment problem considering the intercloud and intracloud interference. The optimization problem maximizes the overall network utilization under practical network constraints. Further, this paper also proposes a low complexity heuristic algorithm to solve the constraint resource allocation problem in linear time. Complexity analysis of proposed algorithm is carried out and simulations results for a number of IoT network scenarios demonstrate that proposed solution is numerically accurate and performs close to the optimal solution.
引用
收藏
页码:3014 / 3023
页数:10
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