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On Optimizing VLC Networks for Downlink Multi-User Transmission: A Survey (1808.05089v1)

Published 15 Aug 2018 in cs.IT and math.IT

Abstract: The evolving explosion in high data rate services and applications will soon require the use of untapped, abundant unregulated spectrum of the visible light for communications to adequately meet the demands of the fifth-generation (5G) mobile technologies. Radio-frequency (RF) networks are proving to be scarce to cover the escalation in data rate services. Visible light communication (VLC) has emerged as a great potential solution, either in replacement of, or complement to, existing RF networks, to support the projected traffic demands. Despite of the prolific advantages of VLC networks, VLC faces many challenges that must be resolved in the near future to achieve a full standardization and to be integrated to future wireless systems. Here, we review the new, emerging research in the field of VLC networks and lay out the challenges, technological solutions, and future work predictions. Specifically, we first review the VLC channel capacity derivation, discuss the performance metrics and the associated variables; the optimization of VLC networks are also discussed, including resources and power allocation techniques, user-to-access point (AP) association and APs-to-clustered-users-association, APs coordination techniques, non-orthogonal multiple access (NOMA) VLC networks, simultaneous energy harvesting and information transmission using the visible light, and the security issue in VLC networks. Finally, we propose several open research problems to optimize the various VLC networks by maximizing either the sum rate, fairness, energy efficiency, secrecy rate, or harvested energy.

Citations (170)

Summary

  • The paper surveys optimization techniques for multi-user downlink VLC networks, addressing resource allocation, energy harvesting, and security.
  • Optimizing VLC networks involves unique challenges like channel constraints, interference management, and security, which differ from traditional RF systems.
  • Numerical analysis shows that optimizing resource and power allocation significantly enhances sum rate and user fairness in multi-user VLC systems.

Overview of Optimization Techniques in VLC Networks for Multi-User Transmission

This paper presents a comprehensive survey of optimization techniques applied to Visible Light Communication (VLC) networks, specifically focusing on downlink multi-user transmission. As mobile technology advances towards fifth-generation (5G) systems, the demand for high data rates and efficient use of spectral resources is becoming increasingly crucial. VLC technology emerges as a promising solution to complement traditional radio frequency (RF) networks, offering the potential to leverage underutilized spectral resources in the visible light spectrum. However, integrating VLC into existing networks presents several technical challenges that require careful optimization to meet the higher data rate demands, enhance energy efficiency, and ensure robust security.

Key Areas of Focus

The paper delineates several critical areas in VLC network optimization:

  1. Channel Capacity Derivation: Understanding and deriving the channel capacity is fundamental to optimizing VLC networks. VLC channels are characterized by unique constraints, such as non-negative real signals and illumination requirements, which necessitate a departure from traditional Shannon capacity derivations.
  2. Resource and Power Allocation: Efficient resource allocation is paramount for maximizing the network's efficiency and user experience. Techniques discussed include user-to-access point (AP) association, power allocation, and AP coordination to facilitate non-orthogonal multiple access (NOMA) schemes.
  3. Energy Harvesting and Information Transmission: VLC networks can simultaneously transmit information and enable energy harvesting, which is pivotal in reducing power consumption and enhancing sustainability. The paper explores the dual use of LED signals for data and power transfer, highlighting new opportunities for integrating energy harvesting mechanisms.
  4. Security Challenges: Physical layer security (PLS) is a growing concern in VLC networks. Given that visible light can be easily blocked or redirected, ensuring secure data transmission requires careful consideration of network architecture and access points.

Numerical Results and Implications

The paper emphasizes the importance of numerical results to substantiate the optimization approaches. For instance, optimizing the user assignment to access points and allocating power resources can lead to substantial gains in sum rate performance and user fairness—a necessary trade-off in overloaded network scenarios. Moreover, simulations reveal how adjusting parameters like field-of-view (FoV) can drastically affect network coverage and efficiency.

Practical and Theoretical Implications

From a practical standpoint, the optimization strategies proposed in this paper are geared towards real-world deployment scenarios where VLC can be integrated into congested wireless networks as a supplementary technology. The focus on energy efficiency and fairness underscores the potential of VLC to offer sustainable solutions. Theoretically, this survey lays the groundwork for further exploration into how emerging RF technologies can be adapted for VLC, particularly in terms of resource management and interference coordination.

Future Developments in AI and VLC

Looking forward, advancements in AI could further improve the optimization processes outlined in this paper. Machine learning algorithms could be employed to dynamically predict user patterns, adapt resource allocation strategies in real-time, and enhance network security against evolving threats. AI techniques may also help refine energy harvesting models to maximize the efficiency of simultaneous lightwave information and power transfer (SLIPT) systems.

In conclusion, this survey paves the way for future exploration into the full integration of VLC networks within the broader wireless communication landscape, emphasizing the need for targeted optimization to harness the complete potential of visible light technology in supporting next-generation mobile communications.