Optimizing WiFi Signal Quality Through Access Point Placement Using Genetic Algorithm Method

Nurmala Dewi Lubis, Novery Lysbetti Marpaung
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Abstract

The quality of WiFi signal is one of the critical factors that affects the performance of wireless networks in dense and complex environments. Proper placement of access points (APs) in an area can enhance network coverage and optimize signal quality. However, determining the optimal location for Access Points in a complex environment often presents a complicated and intricate challenge. PT. Globalriau Data Solusi is a company operating in the internet service provider sector. Within this company, there are still several areas with poor signal coverage, which can hinder the work processes of the staff in this office. Therefore, this research aims to optimize the WiFi signal quality by strategically placing Access Points using the Genetic Algorithm (GA) method. This will extend the signal coverage to areas that currently lack proper signal reception and improve the signal quality for overall enhancement. The Genetic Algorithm method proves effective in optimizing WiFi signal quality through the appropriate placement of APs. The results indicate the potential of applying this method in designing and managing efficient and reliable wireless networks in complex environments. This research demonstrates an increase in coverage area from an initial 60% to 80.5%, with signal quality reaching -65 dBm / -45 dBm.
使用遗传算法通过接入点布局优化 WiFi 信号质量
WiFi 信号质量是影响密集复杂环境中无线网络性能的关键因素之一。在一个区域内适当放置接入点(AP)可以增强网络覆盖并优化信号质量。然而,在复杂的环境中确定接入点的最佳位置往往是一项复杂而艰巨的挑战。PT.Globalriau Data Solusi 是一家互联网服务提供商。在该公司内部,仍有几个区域的信号覆盖率较低,这可能会妨碍该办公室员工的工作流程。因此,本研究旨在通过使用遗传算法(GA)方法战略性地放置接入点来优化 WiFi 信号质量。这将把信号覆盖范围扩大到目前缺乏适当信号接收的区域,并改善信号质量,从而全面提高信号质量。事实证明,遗传算法方法能通过适当放置接入点有效优化 WiFi 信号质量。研究结果表明,在复杂环境中设计和管理高效、可靠的无线网络时,应用这种方法大有可为。这项研究表明,覆盖面积从最初的 60% 增加到 80.5%,信号质量达到 -65 dBm / -45 dBm。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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