Energy Efficient Optimal Deployment of Industrial Wireless Mesh Networks using Transient Trigonometric Harris Hawks Optimizer

无线网状网络 计算机科学 粒子群优化 水准点(测量) 数学优化 最优化问题 元启发式 分布式计算 无线 算法 无线网络 数学 大地测量学 电信 地理
作者
Hakim Abdulrab,Fawnizu Azmadi Hussin,Idris Ismail,Maher Assaad,Azlan Awang,Hussein Shutari,P. Arun Mozhi Devan
出处
期刊:Heliyon [Elsevier BV]
卷期号:10 (7): e28719-e28719
标识
DOI:10.1016/j.heliyon.2024.e28719
摘要

Wireless mesh networks (WMNs) play a vital role in modern communication systems, and optimizing the placement of wireless mesh routers is crucial for achieving efficient network performance in terms of coverage and connectivity. However, network congestion caused by overlapping routers poses challenges in WMN optimization. To address these issues, researchers have explored metaheuristic algorithms to strike a balance between coverage and connectivity in WMNs. This study introduces a novel hybrid optimization algorithm, namely Transient Trigonometric Harris Hawks Optimizer (TTHHO), specifically designed to tackle the optimization problems in WMNs. The primary objective of TTHHO is to find an optimal placement of routers that maximizes network coverage and ensures full connectivity among mesh routers. Notably, TTHHO's unique advantage lies in its efficient utilization of residual energy, strategically placing the sink node in areas with higher energy levels. The effectiveness of TTHHO is demonstrated through a comprehensive comparison with seven well-known algorithms, including Harris Hawks optimization (HHO), Sine Cosine Algorithm (SCA), Gray Wolf Optimization (GWO), Particle Swarm Optimization (PSO), Moth Flame Optimization (MFO), Equilibrium Optimizer (EO), and Transient Search Optimizer (TSO). The proposed algorithm is rigorously validated using 33 benchmark functions, and statistical analyses and simulation results confirm its superiority over other algorithms in terms of network connectivity, coverage, congestion reduction, and convergence. The simulation outcomes demonstrate the effectiveness and efficacy of the proposed TTHHO algorithm in optimizing WMNs, making it a promising approach for enhancing the performance of wireless communication systems.

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
我有一杯家万里完成签到,获得积分20
刚刚
leez发布了新的文献求助10
刚刚
DKJ应助月蚀六花采纳,获得10
刚刚
刚刚
开朗半仙发布了新的文献求助10
1秒前
2秒前
学术孤儿应助研友_LNoAMn采纳,获得10
2秒前
独特背包完成签到,获得积分10
3秒前
3秒前
GGL完成签到,获得积分10
3秒前
今后应助牧紫菱采纳,获得10
4秒前
5秒前
怡然如凡发布了新的文献求助10
6秒前
6秒前
星辰大海应助yoyo采纳,获得10
6秒前
6秒前
杺栎完成签到,获得积分20
6秒前
zyy完成签到,获得积分10
7秒前
7秒前
8秒前
Hailin发布了新的文献求助10
8秒前
8秒前
9秒前
吱吱发布了新的文献求助10
9秒前
Dong发布了新的文献求助10
9秒前
杺栎发布了新的文献求助10
9秒前
9秒前
英勇羿发布了新的文献求助10
11秒前
11秒前
11秒前
甜美刺猬完成签到 ,获得积分10
11秒前
Owen应助freshme采纳,获得10
11秒前
Sunny发布了新的文献求助10
12秒前
12秒前
zyy发布了新的文献求助10
12秒前
LT发布了新的文献求助10
12秒前
小新完成签到,获得积分20
12秒前
以恒之心发布了新的文献求助10
12秒前
所所应助难过花瓣采纳,获得10
12秒前
宇文天思发布了新的文献求助10
12秒前
高分求助中
Markov Chain Monte Carlo 10000
(应助此贴封号)【重要!!请各用户(尤其是新用户)详细阅读】【科研通的精品贴汇总】 10000
Common Foundations of American and East Asian Modernisation: From Alexander Hamilton to Junichero Koizumi 5000
Pediatric Dermoscopy Trichoscopy & Onychoscopy 1000
悉尼大学博士学位论文,题目:Modelling and testing of one-sided stitched laminated composites. 作者:Kristopher P. Plain 700
Matrix Methods in Data Mining and Pattern Recognition Second Edition 610
Clinical effects of budesonide oxygen driving atomization on patients with chronic obstructive pulmonary disease at acute exacerbation phase 500
热门求助领域 (近24小时)
化学 材料科学 医学 生物 纳米技术 工程类 有机化学 化学工程 生物化学 计算机科学 内科学 物理 复合材料 催化作用 细胞生物学 无机化学 光电子学 物理化学 电极 基因
热门帖子
关注 科研通微信公众号,转发送积分 7568830
求助须知:如何正确求助?哪些是违规求助? 9148725
关于积分的说明 19565310
捐赠科研通 7154801
什么是DOI,文献DOI怎么找? 3263152
关于科研通互助平台的介绍 2429089
邀请新用户注册赠送积分活动 2253412