工业无线网格网络的能源效率最佳部署使用过渡三角形哈里斯·霍克斯优化器
Hakim Abdulrab1, Fawnizu Azmadi Hussin2, Idris Ismail2
1School of Elecetrical Engineering & Artificial Intelligence Xiamen University Malaysia, Jalan Sunsuria, Bandar Sunsuria, 43900 Sepang, Selangor, Malaysia.
Heliyon
|April 10, 2024
概括
一个新的算法,即Transient Trigonometric Harris Hawks Optimizer (TTHHO),通过改进路由器放置以获得更好的覆盖和连接来优化无线网格网络 (WMNs). 它有效地使用剩余能量,优于现有的方法.
科学领域:
- 计算机科学 计算机科学
- 电气工程 电气工程
- 网络工程 网络工程
背景情况:
- 无线网格网络 (WMN) 对现代通信至关重要.
- 在WMN中优化路由器放置对于性能至关重要,但因重叠路由器造成的网络拥堵是一个挑战.
- 超启发式算法用于平衡WMN中的覆盖范围和连接性.
研究的目的:
- 引入一种新的混合优化算法,即 WMN 优化的过时三角形哈里斯·霍克斯优化器 (TTHHO).
- 为了找到一个最佳的路由器放置,最大限度地覆盖网络,并确保完全连接.
- 战略性地将沉积节点放置在具有较高残留能量的区域.
主要方法:
- 开发了短暂的三角形哈里斯·霍克斯优化器 (TTHHO) 算法.
- 将TTHHO与七个已知的算法进行比较:HHO,SCA,GWO,PSO,MFO,EO和TSO.
- 使用33个基准函数和统计分析验证了算法.
主要成果:
- 与其他算法相比,TTHHO在网络连接,覆盖范围和减少拥堵方面表现出卓越的性能.
- 该算法显示,有效利用剩余能量来放置沉降节点.
- 模拟结果证实了TTHHO在WMN优化中的有效性和有效性.
结论:
- 对于提高WMN性能来说,TTHHO是一种有前途的方法.
- 拟议的算法有效地解决了WMN优化挑战,包括覆盖范围,连接性和能源效率.
- 与无线通信系统的现有优化技术相比,TTHHO 提供了显著的改进.
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