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Hierarchical Blockchain Radio Access Networks: Architecture, Modelling, and Performance Assessment 分层区块链无线接入网:体系结构、建模和性能评估
IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-01-06 DOI: 10.1109/OJCOMS.2025.3526421
Vasileios Kouvakis;Stylianos E. Trevlakis;Alexandros-Apostolos A. Boulogeorgos;Hongwu Liu;Waqas Khalid;Theodoros A. Tsiftsis;Octavia A. Dobre
Demands for secure, ubiquitous, and always-available connectivity have been identified as the pillar design parameters of the next generation radio access networks (RANs). Motivated by this, the current contribution introduces a network architecture that leverages blockchain technologies to augment security in RANs, while enabling dynamic coverage expansion through the use of intermediate commercial or private wireless nodes. To assess the efficiency and limitations of the architecture, we employ Markov chain theory in order to extract a theoretical model with increased engineering insights. Building upon this model, we quantify the latency as well as the security capabilities in terms of probability of successful attack, for three scenarios, namely fixed topology fronthaul network, advanced coverage expansion and advanced mobile node connectivity, which reveal the scalability of the blockchain-RAN architecture.
对安全、无处不在和始终可用的连接的需求已被确定为下一代无线接入网络(ran)的支柱设计参数。受此启发,目前的贡献引入了一种网络架构,该架构利用区块链技术来增强ran中的安全性,同时通过使用中间商业或专用无线节点实现动态覆盖扩展。为了评估该架构的效率和局限性,我们采用马尔可夫链理论来提取具有更多工程洞察力的理论模型。在此模型的基础上,我们量化了三种场景的延迟和安全能力,即固定拓扑前传网络、高级覆盖扩展和高级移动节点连接,揭示了区块链- ran架构的可扩展性。
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引用次数: 0
Transceiver Design of a Secure Multiuser FDSS-Based DFT-Spread OFDM System for RIS- and UAV-Assisted THz Communications RIS和uav辅助太赫兹通信安全多用户fdss DFT-Spread OFDM系统收发器设计
IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-01-06 DOI: 10.1109/OJCOMS.2025.3526889
Md. Najmul Hossain;Kottakkaran Sooppy Nisar;Tetsuya Shimamura;Md. Rakibul Islam;Sk. Tamanna Kamal;Shaikh Enayet Ullah
In this article, we design and implement a multiantenna configured secure multiuser discrete Fourier transform (DFT)-Spread orthogonal frequency division multiplexing (OFDM) system based on frequency-domain spectrum shaping (FDSS) for reconfigurable intelligent surfaces (RISs) and unmanned aerial vehicle (UAV)-assisted terahertz (THz) communications. Our proposed simulated system highlights more suitable performance matrices for a typical case of three users for color image transmission. We introduced a six-dimensional hyperchaotic system-based encryption algorithm to enhance the physical layer security (PLS) of a UAV-to-ground communication network. In addition, the block diagonalization (BD) precoding technique reduces multiuser interference (MUI). Furthermore, we included repeat and accumulate (RA) channel coding with Cholesky decomposition-based zero-forcing (CD-ZF) and minimum mean square error (MMSE) signal detection schemes to improve the bit error rate (BER). We adopted the FDSS scheme and considered null carriers to reduce the out-of-band (OOB) spectrum power. The simulation results demonstrate the effectiveness of the proposed system in terms of PLS enhancement for color image transmission, with a low image structural similarity index of 0.65%, 1.60%, and 0.70% for users 1, 2, and 3, respectively; an achievable OOB power emission of 337 dB; and estimated peak-to-average power ratios (PAPRs) ranging from 7.10 to 7.85 dB at a complementary cumulative distribution function (CCDF) of $1times 10^{-4}$ for different ground-transmitting channels. At signal-to-noise ratios of 13.7, 9.4, and 7.5 dB, users 1, 2, and 3 achieve a BER of $1times 10^{-3}$ under RA channel coding, MMSE, and binary phase shift keying (BPSK) digital modulation.
在本文中,我们设计并实现了一个多天线配置的安全多用户离散傅立叶变换(DFT)-扩展正交频分复用(OFDM)系统,该系统基于频域频谱整形(FDSS),用于可重构智能表面(RISs)和无人机(UAV)辅助太赫兹(THz)通信。我们提出的模拟系统突出了更适合三用户彩色图像传输的典型情况的性能矩阵。为了提高无人机对地通信网络的物理层安全性,提出了一种基于六维超混沌系统的加密算法。此外,块对角化(BD)预编码技术减少了多用户干扰(MUI)。此外,我们采用了基于Cholesky分解的零强迫(CD-ZF)和最小均方误差(MMSE)信号检测方案的重复和累积(RA)信道编码来提高误码率(BER)。我们采用FDSS方案并考虑零载波以降低带外(OOB)频谱功率。仿真结果表明,该系统在彩色图像传输的PLS增强方面是有效的,用户1、用户2和用户3的图像结构相似度分别为0.65%、1.60%和0.70%;可实现的OOB功率发射为337 dB;在1乘以10^{-4}$的互补累积分布函数(CCDF)下,不同地面发射信道的估计峰均功率比(papr)范围为7.10至7.85 dB。在信噪比分别为13.7、9.4和7.5 dB时,用户1、2和3在RA信道编码、MMSE和二进制相移键控(BPSK)数字调制下的误码率为1 × 10^{-3}$。
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引用次数: 0
Intelligent Control in 6G Open RAN: Security Risk or Opportunity?
IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-01-06 DOI: 10.1109/OJCOMS.2025.3526215
Sanaz Soltani;Ali Amanloo;Mohammad Shojafar;Rahim Tafazolli
The Open Radio Access Network (Open RAN) framework, emerging as the cornerstone for Artificial Intelligence (AI)-enabled Sixth-Generation (6G) mobile networks, heralds a transformative shift in radio access network architecture. As the adoption of Open RAN accelerates, ensuring its security becomes critical. The RAN Intelligent Controller (RIC) plays a central role in Open RAN by improving network efficiency and flexibility. Nevertheless, it also brings about potential security risks that need careful scrutiny. Therefore, it is imperative to evaluate the current state of RIC security comprehensively. This assessment is essential to gain a profound understanding of the security considerations associated with RIC. This survey combines a comprehensive analysis of RAN security, tracing its evolution from 2G to 5G, with an in-depth exploration of RIC security, marking the first comprehensive examination of its kind in the literature. Real-world security incidents involving RIC are vividly illustrated, providing practical insights. The study evaluates the security implications of the RIC within the 6G Open RAN context, addressing security vulnerabilities, mitigation strategies, and potential enhancements. It aims to guide stakeholders in the telecom industry toward a secure and dependable telecommunications infrastructure. The article serves as a valuable reference, shedding light on the RIC’s crucial role within the broader network infrastructure and emphasizing security’s paramount importance. This survey also explores the promising security opportunities that the RIC presents for enhancing network security and resilience in the context of 6G mobile networks. It outlines open issues, lessons learned, and future research directions in the domain of intelligent control in 6G Open RAN, facilitating a comprehensive understanding of this dynamic landscape.
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引用次数: 0
Active RIS-NOMA Uplink in URLLC, Jamming Mitigation via Surrogate and Deep Learning URLLC中的主动RIS-NOMA上行链路,基于代理和深度学习的干扰缓解
IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-01-06 DOI: 10.1109/OJCOMS.2025.3526759
Ghazal Asemian;Mohammadreza Amini;Burak Kantarci
The integration of Non-Orthogonal Multiple Access (NOMA) and Reconfigurable Intelligent Surfaces (RIS) significantly enhances 5G across a variety of technologies such as the Internet of Things (IoT), smart cities, and industrial automation. This work explores an active RIS-assisted NOMA uplink system aimed at mitigating jamming attacks while ensuring the reliability and latency requirements of ultra-reliable low-latency communication (URLLC) applications. We investigate the potential of RIS with active elements that adjust the phase and amplitude of the received signals for robust jamming mitigation. The study incorporates finite blocklength (FBL) and Automatic Repeat Request (ARQ) strategies to handle real-world complex configurations effectively. A thorough examination of various network parameters is conducted, including user transmit powers, active RIS elements amplitude, and the number of RIS elements. The paper utilizes the surrogate optimization technique, particularly the Radial Basis Function (RBF), to address the non-convex optimization problem minimizing the power consumption. The complexity of the optimization problem, involving numerous interacting variables, leads us to develop a deep regression model to predict optimal network configurations, providing a computationally efficient approach as well as reducing the signaling overhead. The findings emphasize the delicate balance required in optimizing network parameters. For instance, increasing the blocklength from 100 to 150 increases the reliability feasibility by 12.19%. The results demonstrate an optimal range for the amplitude value of active RIS elements $(2lt beta lt 15)$ . Exceeding this range results in over-amplification, high latency, and lower reliability, due to the interference related to NOMA cluster users. The deep regression model converges to a weighted mean square error (WMSE) of 10.6 for RIS with 25 elements and 15.8 for larger RIS size, highlighting the effectiveness of the deep regression model and RIS configuration’s importance.
非正交多址(NOMA)和可重构智能表面(RIS)的集成显著增强了5G在物联网(IoT)、智慧城市和工业自动化等各种技术上的应用。本研究探索了一种主动ris辅助NOMA上行系统,旨在减轻干扰攻击,同时确保超可靠低延迟通信(URLLC)应用的可靠性和延迟要求。我们研究了具有有源元件的RIS的潜力,该元件可调节接收信号的相位和幅度,以实现稳健的干扰缓解。该研究结合了有限块长度(FBL)和自动重复请求(ARQ)策略来有效地处理现实世界的复杂配置。对各种网络参数进行了彻底的检查,包括用户发射功率、有源RIS元素幅度和RIS元素数量。本文利用代理优化技术,特别是径向基函数(RBF)来解决功耗最小化的非凸优化问题。优化问题的复杂性,涉及许多相互作用的变量,导致我们开发一个深度回归模型来预测最优网络配置,提供一个计算效率高的方法,并减少信号开销。研究结果强调了优化网络参数所需的微妙平衡。例如,将区块长度从100增加到150,可靠性可行性增加12.19%。结果表明,有源RIS元件振幅值的最佳范围为$(2lt beta lt 15)$。由于与NOMA集群用户相关的干扰,超过这个范围将导致过度放大、高延迟和较低的可靠性。深度回归模型在25个元素时的加权均方误差(WMSE)为10.6,在RIS规模较大时的加权均方误差(WMSE)为15.8,突出了深度回归模型的有效性和RIS配置的重要性。
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引用次数: 0
Free Space Optical Mesh Networks: A Survey 自由空间光网状网络:综述
IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-01-03 DOI: 10.1109/OJCOMS.2025.3525468
Ferdaous Tarhouni;Ruibo Wang;Mohamed-Slim Alouini
Free space optical (FSO) communication, known for its high data rates and immunity to electromagnetic interference, encounters challenges such as weather dependency, misalignment issues, and line-of-sight (LoS) requirements. Mesh networks, with their inherent scalability and redundancy, can mitigate these limitations by providing multiple pathways for data transmission and robust network configurations. This paper investigates the key motivations for integrating FSO transmission within mesh structures. We review existing literature on both FSO and hybrid RF/FSO mesh networks, discussing technical studies aimed at maximizing network performance and minimizing delay and cost deployments. We equally explore some relaying approaches in FSO mesh networks and shed light on the advantages of some relaying solutions, mainly, flying platforms and reconfigurable intelligent surfaces (RIS). We discuss the use of FSO in satellite communication to establish two types of mesh networks: inter-satellite and satellite-aerial/ground mesh networks. Finally, some open issues and future research directions are explored.
自由空间光学(FSO)通信以其高数据速率和抗电磁干扰能力而闻名,但遇到了诸如天气依赖性、不对准问题和视距(LoS)要求等挑战。网状网络具有固有的可扩展性和冗余性,可以通过为数据传输提供多条路径和健壮的网络配置来缓解这些限制。本文研究了在网格结构中集成FSO传输的关键动机。我们回顾了FSO和混合RF/FSO网状网络的现有文献,讨论了旨在最大化网络性能和最小化延迟和成本部署的技术研究。我们同样探讨了FSO网状网络中的一些中继方法,并阐明了一些中继解决方案的优势,主要是飞行平台和可重构智能表面(RIS)。我们讨论了在卫星通信中使用FSO来建立两种类型的网状网络:卫星间和卫星-空中/地面网状网络。最后,对一些有待解决的问题和未来的研究方向进行了展望。
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引用次数: 0
Energy Efficiency and Fairness in Large Scale Systems Using RSMA 使用RSMA的大型系统的能源效率和公平性
IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-01-03 DOI: 10.1109/OJCOMS.2025.3525954
Usman Ali;Luca De Nardis;Maria-Gabriella Di Benedetto
The performance of Space Division Multiple Access (SDMA) in Multiuser Multiple Input Single Output (MU-MISO) systems degrades significantly under imperfect Channel State Information at the Transmitter (CSIT). To address this, Rate-Splitting Multiple Access (RSMA) has been shown to outperform SDMA in scenarios where CSIT is imperfect, particularly in underloaded scenarios, where the number of potential users is lower than the number of antennas. This paper investigates the use of RSMA in a large-scale, overloaded system, where the number of users exceeds the number of antennas at the base station. We propose a novel approximation of the RSMA sum rate under limited feedback conditions and develop an optimal power allocation strategy that dynamically switches between RSMA and SDMA to maximize energy efficiency and system performance. Additionally, a robust Minimum Mean Square Error (MMSE) based precoding method is introduced to mitigate the effects of imperfect CSIT in private streams of RSMA. Numerical simulations validate our analytical derivations and show that RSMA offers superior performance over SDMA in large user regimes with low feedback loads, providing significant performance gains in realistic network conditions. These findings offer new insights into the design of energy-efficient and scalable downlink communication systems for future wireless networks.
在多用户多输入单输出(MU-MISO)系统中,在发送端信道状态信息不完全的情况下,SDMA的性能显著下降。为了解决这个问题,在CSIT不完善的情况下,特别是在潜在用户数量低于天线数量的负载不足的情况下,RSMA (Rate-Splitting Multiple Access)表现优于SDMA。本文研究了在用户数量超过基站天线数量的大型过载系统中RSMA的使用。我们提出了有限反馈条件下RSMA和速率的新近似,并开发了在RSMA和SDMA之间动态切换的最优功率分配策略,以最大限度地提高能源效率和系统性能。此外,引入了一种鲁棒的基于最小均方误差(MMSE)的预编码方法,以减轻RSMA私有流中不完美CSIT的影响。数值模拟验证了我们的分析推导,并表明RSMA在低反馈负载的大用户系统中提供优于SDMA的性能,在实际网络条件下提供显着的性能提升。这些发现为未来无线网络节能和可扩展下行通信系统的设计提供了新的见解。
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引用次数: 0
Resource Scheduling in MU-MIMO and NOMA Enabled Integrated Access and Backhaul Networks 基于MU-MIMO和NOMA的综合接入和回程网络中的资源调度
IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-01-03 DOI: 10.1109/OJCOMS.2025.3525506
Chuan-Wei Cho;Meng-Shiuan Pan
The integrated access and backhaul (IAB) architecture utilizes wireless backhaul to facilitate the expansion of fifth-generation (5G) New Radio (NR) networks. In an IAB network, intermediate base stations (or say IAB nodes) can be connected in a multi-hop fashion. However, optimizing resource scheduling in such a network remains a critical challenge. In this work, we present a novel method that integrates multi-user multiple-input and multiple-output (MU-MIMO) and non-orthogonal multiple access (NOMA) technologies into IAB networks. The designed two-phase algorithm has the following features: 1) support for multi-path routing and efficient resource utilization through the combined use of MU-MIMO and NOMA, 2) a novel route decision phase that selects optimal paths by considering load balancing among IAB nodes, and 3) a dynamic link scheduling phase that allocates transmission power and schedules links to maximize network capacity. Simulation results demonstrate that the proposed solution achieves significant improvements in throughput, fairness, and latency compared to existing methods.
综合接入和回程(IAB)架构利用无线回程来促进第五代(5G)新无线电(NR)网络的扩展。在IAB网络中,中间基站(或者说是IAB节点)可以以多跳方式连接。然而,在这样的网络中,优化资源调度仍然是一个关键的挑战。在这项工作中,我们提出了一种将多用户多输入多输出(MU-MIMO)和非正交多址(NOMA)技术集成到IAB网络中的新方法。设计的两阶段算法具有以下特点:1)通过组合使用MU-MIMO和NOMA,支持多路径路由和高效的资源利用;2)新颖的路由决策阶段,考虑IAB节点之间的负载均衡,选择最优路径;3)动态链路调度阶段,分配传输功率和调度链路,使网络容量最大化。仿真结果表明,与现有方法相比,该方案在吞吐量、公平性和延迟方面都有显著提高。
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引用次数: 0
Design of Stacked Intelligent Metasurfaces With Reconfigurable Amplitude and Phase for Multiuser Downlink Beamforming 面向多用户下行波束形成的可重构振幅和相位叠加智能元表面设计
IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-01-03 DOI: 10.1109/OJCOMS.2025.3526126
Donatella Darsena;Francesco Verde;Ivan Iudice;Vincenzo Galdi
A novel technology based on stacked intelligent metasurfaces (SIM) has recently emerged. This platform involves cascading multiple metasurfaces, each acting as a digitally programmable physical layer within a diffractive neural network. SIM enable the implementation of signal-processing transformations directly in the electromagnetic wave domain, eliminating the need for expensive, high-precision, and power-intensive digital platforms. However, existing studies employing SIM in wireless communication applications rely solely on nearly passive structures that control only the phase of the meta-atoms in each layer. In this study, we propose a SIM-aided downlink multiuser transmission scheme, where the SIM at the base station (BS) end is designed by combining nearly passive layers with phase-only reconfiguration capabilities and active layers integrated with amplifier chips to enable amplitude control. Our optimal design aims at maximizing the sum rate for the best group of users by jointly optimizing the transmit power allocation at the BS and the wave-based beamforming at the SIM. In addition to the standard sum-power constraint at the BS, our optimization framework includes two additional constraints: (i) a per-stream power preserving constraint to prevent propagation losses across the SIM, and (ii) an amplitude constraint to account for power limitations for each active layer. To further reduce the complexity of the optimal beamforming solution, we explore a simple yet suboptimal zero-forcing (ZF) beamforming design, where the wave-based transformation implemented by the SIM is selected to eliminate interference among user streams. Finally, extensive Monte Carlo simulations demonstrate that incorporating both nearly passive and active layers within the SIM significantly enhances capacity compared to previously reported phase-only coding SIM. Additionally, the numerical results reveal that low-complexity ZF beamforming approaches optimality in terms of maximum sum rate even for a relatively small number of users.
近年来出现了一种基于堆叠智能元表面(SIM)的新技术。该平台涉及级联多个超表面,每个超表面都充当衍射神经网络中的数字可编程物理层。SIM能够直接在电磁波域中实现信号处理转换,从而消除了对昂贵、高精度和功耗高的数字平台的需求。然而,在无线通信应用中使用SIM的现有研究仅依赖于几乎无源的结构,该结构仅控制每层元原子的相位。在本研究中,我们提出了一种SIM辅助下行多用户传输方案,其中基站(BS)端的SIM通过结合具有纯相位重构能力的近无源层和集成了放大器芯片的有源层来实现幅度控制来设计。我们的优化设计旨在通过联合优化BS的发射功率分配和SIM的基于波的波束形成来最大化最佳用户群的总和速率。除了BS的标准和功率约束外,我们的优化框架还包括两个额外的约束:(i)每个流功率保持约束,以防止SIM间的传播损耗,以及(ii)幅度约束,以考虑每个有源层的功率限制。为了进一步降低最佳波束形成方案的复杂性,我们探索了一种简单但次优的零强迫(ZF)波束形成设计,其中选择由SIM实现的基于波的变换来消除用户流之间的干扰。最后,广泛的蒙特卡罗模拟表明,与之前报道的纯相位编码SIM相比,在SIM中合并近无源层和有源层显着提高了容量。此外,数值结果表明,即使对于相对较少的用户,低复杂度的ZF波束形成在最大和速率方面也接近最优。
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引用次数: 0
PRIDA-ME: A Privacy-Preserving, Interoperable and Decentralized Authentication Scheme for Metaverse Environment PRIDA-ME:一种面向元环境的隐私保护、可互操作和分散的身份验证方案
IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2025-01-01 DOI: 10.1109/OJCOMS.2024.3523518
Mehmood Ul Hassan;Yawar Abbas Bangash;Waseem Iqbal;Abdellah Chehri;Javed Iqbal
The metaverse is a new virtual world that has the potential to significantly impact our interactions with digital content and with each other. It is a shared virtual environment where users can seamlessly and with immersive experiences create, interact, and enjoy digital assets. Nevertheless, the metaverse also poses fundamental challenges, particularly about security and privacy concerns, that require careful consideration. One of the most daunting aspects of securing the metaverse is authentication. Several solutions have been proposed, including deployment of blockchain technology and smart contracts, to address these authentication challenges. While these methods provide a secure and tamper-proof authentication mechanism, they fail to meet certain critical security and privacy requirements like interoperability and decentralization. This research proposes an enhanced privacy-preserving authentication scheme based on blockchain, elliptic curve cryptography, biohashing, and a physical unclonable function that guards against various attacks. The proposed scheme does not rely on a single central authority and consists of various phases, including user and avatar authentication, password change, and avatar generation phases. The proposed scheme underwent security assessment using the Burrows Abadi Needham (BAN) logic, ProVerif tool, and Scyther tool. The results demonstrate that it provides a better level of security against a wide range of attack vectors. The proposed scheme offers a swift and efficient authentication mechanism that adheres to the requirements of the metaverse environment, such as interoperability, decentralization, and privacy protection, and requires less computation cost as compared to state-of-the-art schemes.
虚拟世界是一个新的虚拟世界,它有可能显著影响我们与数字内容以及彼此之间的互动。这是一个共享的虚拟环境,用户可以无缝地沉浸式地创建、交互和享受数字资产。然而,虚拟世界也带来了根本性的挑战,特别是在安全和隐私问题上,需要仔细考虑。保护元数据库最令人生畏的一个方面是身份验证。已经提出了几种解决方案,包括部署区块链技术和智能合约,以应对这些身份验证挑战。虽然这些方法提供了安全和防篡改的身份验证机制,但它们无法满足某些关键的安全和隐私要求,如互操作性和去中心化。本研究提出了一种基于区块链、椭圆曲线加密、生物哈希和物理不可克隆功能的增强隐私保护认证方案,以防止各种攻击。该方案不依赖于单一的中央权威机构,由多个阶段组成,包括用户和虚拟身份验证、密码更改和虚拟身份生成阶段。该方案使用Burrows Abadi Needham (BAN)逻辑、ProVerif工具和Scyther工具进行了安全评估。结果表明,它针对各种攻击媒介提供了更好的安全性。所提出的方案提供了一种快速有效的身份验证机制,符合元环境的要求,如互操作性、去中心化和隐私保护,并且与最先进的方案相比,所需的计算成本更低。
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引用次数: 0
Concept Drift Aware Wireless Key Generation in Dynamic LiFi Networks
IF 6.3 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-12-31 DOI: 10.1109/OJCOMS.2024.3524497
Elmahedi Mahalal;Eslam Hasan;Muhammad Ismail;Zi-Yang Wu;Mostafa M. Fouda;Zubair Md Fadlullah;Nei Kato
This paper studies the generation of cryptographic keys from wireless channels in light-fidelity (LiFi) networks. Unlike existing studies, we account for several practical considerations (a) realistic indoor multi-user mobility scenarios, (b) non-ideal channel reciprocity given the unique characteristics of the downlink visible light (VL) and uplink infrared (IR) channels, (c) different room occupancy levels, (d) different room layouts, and (e) different receivers’ field-of-view (FoV). Since general channel models in dynamic LiFi networks are inaccurate, we propose a novel deep learning-based framework to generate secret keys with minimal key disagreement rate (KDR) and maximal key generation rate (KGR). However, we find that wireless channels in LiFi networks exhibit different statistical behaviors under various conditions, leading to concept drift in the deep learning model. As a result, key generation suffers from (a) a deterioration in KDR and KGR up to 29% and 38%, respectively, and (b) failing the NIST randomness test. To enable a concept drift aware framework, we propose an adaptive learning strategy using the similarity of channel probability density functions and the mix-of-experts ensemble method. Results show our adaptive learning strategy can achieve stable performance that passes the NIST randomness test and achieves 8% KDR and 89 bits/s KGR for a case of study with 60° FoV.
本文研究了在光保真(LiFi)网络中从无线信道生成加密密钥的问题。与现有研究不同的是,我们考虑到了几个实际因素:(a)现实的室内多用户移动场景;(b)鉴于下行可见光(VL)和上行红外(IR)信道的独特特性,信道互惠性并不理想;(c)不同的房间占用率;(d)不同的房间布局;以及(e)不同的接收器视场(FoV)。由于动态 LiFi 网络中的一般信道模型不准确,我们提出了一种基于深度学习的新型框架,以最小的密钥分歧率(KDR)和最大的密钥生成率(KGR)生成密钥。然而,我们发现 LiFi 网络中的无线信道在各种条件下表现出不同的统计行为,从而导致深度学习模型中的概念漂移。因此,密钥生成会出现以下问题:(a)KDR 和 KGR 分别下降 29% 和 38%;(b)无法通过 NIST 随机性测试。为了实现概念漂移感知框架,我们利用信道概率密度函数的相似性和混合专家集合方法提出了一种自适应学习策略。结果表明,我们的自适应学习策略可以实现稳定的性能,通过了 NIST 随机性测试,并在 60° FoV 的研究案例中实现了 8% 的 KDR 和 89 bits/s KGR。
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引用次数: 0
期刊
IEEE Open Journal of the Communications Society
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