通过元启发式 TDMA 链路调度和路由选择持续优化 WMN 性能

Ravi Sekhar, Haider Rasheed Abdulshaheed, Harshavardhan Reddy Penubadi, J. F. Tawfeq, Azmi Shawkat Abdulbaq, A. D. Radhi, Pritesh Shah, H. M. Gheni, R. Khatwani, Neena Nanda, Pradip Mitra, Shubhra Aanand, Yitong Niu
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引用次数: 0

摘要

无线网状网络(WMN)已成为城市和农村地区扩展互联网服务和通信的流行解决方案。然而,WMN 的性能取决于能否生成优化的时分多址(TDMA)时间表,该时间表将时间分配到称为超级帧的时隙列表中。本研究提出了新颖的元启发式算法,利用两种不同的干扰/约束模型:多发送-接收(MTR)和全双工(FD),在 WMN 中生成 TDMA 链路时间表。本研究的目标是优化用于数据包传输的 TDMA 帧,满足约束条件,并最大限度地减少端到端延迟。本研究的重要贡献在于(1) 提出有效和高效的启发式解决方案,以解决 WMN 中生成最佳 TDMA 链路调度的 NP-完全问题;(2) 研究新的 FD 干扰模型,以提高物理层以上的网络容量。为了实现这些目标和贡献,本研究采用了两种流行的元启发式方法,即人工蜂群(ABC)和/或遗传算法(GA),来解决联合调度、功率控制和速率控制等已知的 NP-完全问题。研究结果表明,所提出的算法可以为 MTR 和 FD 模型生成优化的 TDMA 链路调度。联合路由和调度方法在保持调度的最小长度和/或最大容量的同时,进一步将端到端延迟降至最低。所提出的解决方案在活动链路数量、端到端延迟和网络容量方面都优于现有解决方案。这项研究旨在提高 WMN 在大多数需要高吞吐量和快速响应时间的应用中的效率和有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Sustainable optimizing WMN performance through meta-heuristic TDMA link scheduling and routing
Wireless mesh networks (WMNs) have become a popular solution for expanding internet service and communication in both urban and rural areas. However, the performance of WMNs depends on generating optimized time-division multiple access (TDMA) schedules, which distribute time into a list of slots called superframes. This study proposes novel meta-heuristic algorithms to generate TDMA link schedules in WMNs using two different interference/constraint models: multi-transmit-receive (MTR) and full-duplex (FD). The objectives of this study are to optimize the TDMA frame for packet transmission, satisfy the constraints, and minimize the end-to-end delay. The significant contributions of this study are: (1) proposing effective and efficient heuristic solutions to solve the NP-complete problem of generating optimal TDMA link schedules in WMNs; (2) investigating the new FD interference model to improve the network capacity above the physical layer. To achieve these objectives and contributions, the study uses two popular meta-heuristics, the artificial bee colony (ABC) and/or genetic algorithm (GA), to solve the known NP-complete problems of joint scheduling, power control, and rate control. The results of this study show that the proposed algorithms can generate optimized TDMA link schedules for both MTR and FD models. The joint routing and scheduling approach further minimizes end-to-end delay while maintaining the schedule's minimum length and/or maximum capacity. The proposed solution outperforms the existing solutions in terms of the number of active links, end-to-end delay, and network capacity. The research aims to improve the efficiency and effectiveness of WMNs in most applications that require high throughput and fast response time.
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