MobiFi: Mobility-Aware Reactive and Proactive Wireless Resource Management in LiFi-WiFi Networks

被引:0
|
作者
Vijayaraghavan, Hansini [1 ]
Kellerer, Wolfgang [1 ]
机构
[1] Tech Univ Munich, Sch Computat Informat & Technol, Chair Commun Networks, D-80333 Munich, Germany
关键词
Light fidelity (LiFi); mobility; proactive resource allocation; wireless fidelity (WiFi);
D O I
10.1109/TNSM.2024.3455105
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper presents MobiFi, a framework addressing the challenges in managing LiFi-WiFi heterogeneous networks focusing on mobility-aware resource allocation. Our contributions include introducing a centralized framework incorporating reactive and proactive strategies for resource management in mobile LiFi-only and LiFi-WiFi networks. This framework reacts to current network conditions and proactively anticipates the future, considering user positions, line-of-sight blockages, and channel quality. Recognizing the importance of long-term network performance, particularly for use cases such as video streaming, we tackle the challenge of optimal proactive resource allocation by formulating an optimization problem that integrates access point assignment and wireless resource allocation using the alpha-fairness objective over time. Our proactive strategy significantly outperforms the reactive resource allocation, ensuring 7.7% higher average rate and 63.3% higher minimum user rate for a 10-user LiFi-WiFi network. We employ sophisticated techniques, including a Branch and Bound-based Mixed-Integer solver and a low-complexity, Evolutionary Game Theory-based algorithm to achieve this. Lastly, we introduce a novel approach to simulate errors in predictive user position modeling to assess the robustness of our proactive allocation strategy against real-world uncertainties. The contributions of MobiFi advance the field of resource management in mobile LiFi-WiFi networks, enabling efficiency and reliability.
引用
收藏
页码:6597 / 6613
页数:17
相关论文
共 50 条
  • [1] Delay-aware Wireless Resource Allocation and User Association in LiFi-WiFi Heterogeneous Networks
    Vijayaraghavan, Hansini
    Kellerer, Wolfgang
    2021 IEEE GLOBAL COMMUNICATIONS CONFERENCE (GLOBECOM), 2021,
  • [2] Mobility-aware load balancing for hybrid LiFi and WiFi networks
    Wu, Xiping
    Haas, Harald
    JOURNAL OF OPTICAL COMMUNICATIONS AND NETWORKING, 2019, 11 (12) : 588 - 597
  • [3] Mobility-aware data management on mobile wireless networks
    Yamasaki, Akiko
    Yamaguchi, Hirozumi
    Kusumoto, Shinji
    Higashino, Teruo
    2007 IEEE 65TH VEHICULAR TECHNOLOGY CONFERENCE, VOLS 1-6, 2007, : 679 - 683
  • [4] Resource and Mobility Management in Hybrid LiFi and WiFi Networks: A User-Centric Learning Approach
    Ji, Han
    Wu, Xiping
    IEEE TRANSACTIONS ON WIRELESS COMMUNICATIONS, 2025, 24 (02) : 1293 - 1305
  • [5] Mobility-Aware Resource Management for Integrated Satellite-Maritime Mobile Networks
    Xiao, Ailing
    Wang, Xingchen
    Wu, Sheng
    Jiang, Chunxiao
    Ma, Li
    IEEE NETWORK, 2022, 36 (01): : 121 - 127
  • [6] Mobility-Aware Subband and Beam Resource Allocation Schemes for Millimeter Wave Wireless Networks
    Shen, Li-Hsiang
    Feng, Kai-Ten
    IEEE TRANSACTIONS ON VEHICULAR TECHNOLOGY, 2020, 69 (10) : 11893 - 11908
  • [7] On MAC Design for Mobility-Aware Wireless Sensor Networks
    Kazmi, Syed Wajahat Abbas
    Kacso, Adrian
    Wismueller, Roland
    2017 2ND INTERNATIONAL CONFERENCE ON COMPUTER AND COMMUNICATION SYSTEMS (ICCCS2017), 2017, : 152 - 157
  • [8] Mobility-Aware Reassociation Control in Wireless Mesh Networks
    Yu, Jinqiang
    Wong, Wai-Choong
    2013 IEEE 24TH INTERNATIONAL SYMPOSIUM ON PERSONAL, INDOOR, AND MOBILE RADIO COMMUNICATIONS (PIMRC), 2013, : 3140 - 3144
  • [9] Mobility-Aware Call Admission Control Algorithm in Vehicular WiFi Networks
    Kim, Younghyun
    Pack, Sangheon
    Lee, Wonjun
    2010 IEEE GLOBAL TELECOMMUNICATIONS CONFERENCE GLOBECOM 2010, 2010,
  • [10] Deep Reinforcement Learning-Based Mobility-Aware Robust Proactive Resource Allocation in Heterogeneous Networks
    Li, Jing
    Zhang, Xing
    Zhang, Jiaxin
    Wu, Jie
    Sun, Qi
    Xie, Yuxuan
    IEEE TRANSACTIONS ON COGNITIVE COMMUNICATIONS AND NETWORKING, 2020, 6 (01) : 408 - 421