Farrag Mohammed, Al Ayidh Abdulrahman, Hussein Hany S
Electrical Engineering Department, King Khalid University (KKU), Abha 62529, Saudi Arabia.
Electrical Engineering Department, Assiut University, Assiut 71515, Egypt.
Sensors (Basel). 2023 Dec 30;24(1):220. doi: 10.3390/s24010220.
A hybrid network has recently been proposed as a framework for a high-speed wireless communication network. Basically, it integrates light fidelity (LiFi) with radio frequency wireless gigabit alliance (WiGig) networks that operate, simultaneously, in a completely different frequency band. To assign the best access point (AP) and provide enough resources for each user, an effective load-balancing (LB) strategy is needed. However, the traditional LB strategies involve sophisticated iterative computing procedures whenever the user distribution changes. Hence, the first contribution of this work is to offer a more adaptable, two-step, conditional, and most-correlated distribution (CMCD) algorithm. Thus, the low-complexity most-correlated distribution (MCD) LB scheme is applied, and the average data rates for all users are then calculated. If the results achieve the predefined performance threshold (PDT), the decisions will be confirmed; otherwise, the proposed scheme automatically switches to the more accurate, but more complex, consecutive assign WiGig first separate optimization algorithms (CAWFS) algorithm. The suggested algorithm provides a clear performance-complexity trade-off, which could be simply controlled by choosing the suitable performance tolerance factor. The second contribution of this paper is the correlation-weighted majority voting (CWMV) method, which attempts to benefit from as many prior decision votes as possible, instead of relying just on one vote. In the CWMV technique, the weight of each vote is calculated based on the correlation between the history distribution vectors and the new user distribution vector. A significant increase in the system performance is evident from the simulation results.
最近,一种混合网络被提议作为高速无线通信网络的框架。基本上,它将光保真(LiFi)与在完全不同频段同时运行的射频无线千兆联盟(WiGig)网络集成在一起。为了分配最佳接入点(AP)并为每个用户提供足够的资源,需要一种有效的负载均衡(LB)策略。然而,每当用户分布发生变化时,传统的LB策略都涉及复杂的迭代计算过程。因此,这项工作的第一个贡献是提供一种更具适应性的两步、条件和最相关分布(CMCD)算法。因此,应用了低复杂度的最相关分布(MCD)LB方案,然后计算所有用户的平均数据速率。如果结果达到预定义的性能阈值(PDT),则决策将得到确认;否则,所提出的方案会自动切换到更准确但更复杂的连续先分配WiGig再单独优化算法(CAWFS)算法。所建议的算法提供了清晰的性能-复杂度权衡,可以通过选择合适的性能容差因子来简单控制。本文的第二个贡献是相关加权多数投票(CWMV)方法,该方法试图从尽可能多的先前决策投票中受益,而不是仅依赖于一票。在CWMV技术中,每个投票的权重是根据历史分布向量与新用户分布向量之间的相关性来计算的。仿真结果表明系统性能有显著提高。