Department of Communication Technology and Network, University Putra Malaysia (UPM), Seri Kembangan 43300, Malaysia.
Sensors (Basel). 2023 Jan 23;23(3):1312. doi: 10.3390/s23031312.
Since light fidelity (LiFi) and wireless fidelity (WiFi) do not interfere with one another, a LiFi/WiFi hybrid network may provide superior performance to existing wireless options. With many users and constant changes, a network can easily become overloaded, leading to slowdowns and fluctuations in data transfer speeds. Access point assignment (APA) is required with the increase of users, which can negatively impact the system performance and quality-of-service (QoS) due to mobility and line-of-sight (LOS) blockage. Many variables could influence the APA process; these variables are considered as criteria, such as the network capacity, the degree of blockage, the speed of the connected user, etc. Unlike conditional APA methods, recent studies have considered treating these variables as "evaluation criteria". Considering these criteria can offer better and more accurate results, eventually enhancing the APA process and QoS. However, the variety of these criteria, the conflict amongst them, their weights (importance), and priority have not been addressed so far. Moreover, treating the criteria equally might result in inaccurate outcomes. Therefore, to solve this issue, it is essential to investigate the impact of each criterion on the APA process. In this work, a multicriteria decision-making (MCDM) problem is formulated to determine a network-level selection for each user over a period of time The decision problem is modeled as a hierarchy that fragments a problem into a hierarchy of simple and small subproblems, and the selection of the AP network among various alternatives is a considered as an MCDM problem. Based on the previous works, we are not aware of any previous research attempts using MCDM methods in the LiFi research area for network selection. Therefore, this work proposes an access point assignment framework using an MCDM approach for users in a hybrid LiFi/WiFi network. The experiment was conducted based on four phases: Five criteria were identified and evaluated with eleven APs (alternatives). The outcome of this phase was used to build the decision matrix and an MCDM was developed and built based on user mobility and blockages with various scenarios using all the criteria; The analytic hierarchy process (AHP) was employed to identify the criterion of the subjective weights of each criterion and to determine the degree of importance supported by experts' judgement. Determining the weights in the AHP process considered various investigations, including the consistency ratio (CR) and the AHP consensus indicator, which is calculated using the rank-based maximum likelihood method (RGMM) and Shannon entropy techniques. The VIekriteri-Jumsko KOmpromisno Rangiranje (VIKOR) method is adopted in the selection of the optimal AP for the proper selection of whether a LiFi or WiFi AP must serve the users. The integrated AHP-VIKOR was effective for solving the APA and was the best solution based on using weighted criteria simultaneously. Moreover, the ranking outcomes of the developed integrated AHP-VIKOR approach were evaluated using sensitivity analysis. The result of this work takes the APA for hybrid LiFi networks to a new perspective.
由于光保真度 (LiFi) 和无线保真度 (WiFi) 互不干扰,因此 LiFi/WiFi 混合网络可能提供优于现有无线选项的性能。随着用户数量的增加和不断变化,网络很容易过载,导致数据传输速度放缓和波动。随着用户数量的增加,需要进行接入点分配 (APA),这可能会由于移动性和视线 (LOS) 阻塞而对系统性能和服务质量 (QoS) 产生负面影响。许多变量可能会影响 APA 过程;这些变量被视为标准,例如网络容量、阻塞程度、连接用户的速度等。与有条件的 APA 方法不同,最近的研究已经考虑将这些变量视为“评估标准”。考虑这些标准可以提供更好、更准确的结果,最终增强 APA 过程和 QoS。然而,到目前为止,还没有解决这些标准的多样性、它们之间的冲突、它们的权重(重要性)和优先级问题。此外,平等对待这些标准可能会导致不准确的结果。因此,要解决这个问题,就必须研究每个标准对 APA 过程的影响。在这项工作中,制定了一个多准则决策 (MCDM) 问题,以确定用户在一段时间内对每个用户的网络级选择。决策问题被建模为一个层次结构,将问题分解为简单和小的子问题,并且在各种替代方案中选择接入点网络被视为 MCDM 问题。基于以前的工作,我们不知道在 LiFi 研究领域中使用 MCDM 方法进行网络选择的任何先前研究尝试。因此,这项工作提出了一种使用混合 LiFi/WiFi 网络中的多准则决策 (MCDM) 方法为用户分配接入点的框架。实验基于四个阶段进行:确定并评估了五个标准,并使用 11 个接入点(替代方案)进行了评估。该阶段的结果用于构建决策矩阵,并使用所有标准基于用户移动性和阻塞情况开发和构建了基于多准则的决策模型;采用层次分析法 (AHP) 确定每个标准的主观权重标准,并由专家判断确定支持的重要程度。在 AHP 过程中确定权重时考虑了各种调查,包括一致性比率 (CR) 和基于等级的最大似然法 (RGMM) 和香农熵技术计算的 AHP 一致性指标。VIekriteri-Jumsko KOmpromisno Rangiranje (VIKOR) 方法用于选择最佳接入点,以正确选择是否必须由 LiFi 或 WiFi 接入点为用户提供服务。基于同时使用加权标准,集成的 AHP-VIKOR 方法对 APA 是有效的,并且是最佳解决方案。此外,使用敏感性分析评估了所开发的集成 AHP-VIKOR 方法的排名结果。这项工作的结果为混合 LiFi 网络的 APA 带来了新视角。