Survey of Bio-Inspired Resource Allocation Algorithms and MAC Protocol Design Based on a Bio-Inspired Algorithm for Mobile Ad Hoc Networks

被引:17
|
作者
Jung, Ji-Young [1 ]
Choi, Hyun-Ho [2 ]
Lee, Jung-Ryun [3 ]
机构
[1] Chung Ang Univ, Seoul, South Korea
[2] Hankyong Natl Univ, Dept Elect Elect & Control Engn, Anseong, South Korea
[3] Chung Ang Univ, Sch Elect Engn, Seoul, South Korea
基金
新加坡国家研究基金会;
关键词
WIRELESS; TAXONOMY; ENERGY;
D O I
10.1109/MCOM.2017.1500740
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
A variety of recent studies have attempted to apply biologically inspired (bio-inspired) algorithms to distributed resource allocation problems because they promise to enable efficient decentralized communication. In this article, we discuss the key challenges of MANETs with respect to bandwidth utilization, fairness, scalability, QoS, energy efficiency, and mobility. We also provide an overview of the state of the art of bio-inspired algorithms for resource allocation and describe the key benefits of using bio-inspired resource allocation algorithms in order to solve the various challenges of MANETs. Using the underlying key features of such bio-inspired algorithms, we design and implement a framework for a bio-inspired MAC protocol suited to MANETs and evaluate its performance. A simulation verifies that the proposed MAC protocol outperforms the existing MAC protocols in terms of throughput, delay, fairness, overhead, and energy efficiency. Finally, we discuss open issues associated with application of bio-inspired algorithms to resource allocation in MANETs.
引用
收藏
页码:119 / 127
页数:9
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