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Efficient improvement of energy detection technique in cognitive radio networks using K-nearest neighbour (KNN) algorithm 利用 KNN 算法有效改进认知无线电网络中的能量检测技术
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-02-27 DOI: 10.1186/s13638-024-02338-8
Aneesh Sarjit S. Musuvathi, Jofin F. Archbald, T. Velmurugan, D. Sumathi, S. Renuga Devi, K. S. Preetha

With the birth of the IoT era, it is evident that the existing number of devices is going to rise exponentially. Any two devices will communicate with each other using the same frequency band with limited availability. Therefore, it is of vital importance that this frequency band used for communication be used efficiently to accommodate the maximum number of devices with the available radio resources. Cognitive radio (CR) technology serves this exact purpose. The stated one is an intelligent radio that is made to automatically identify the optimal wireless channel in the available wireless spectrum at a given instant. An important functionality of CR is spectrum sensing. Energy detection is a very popular algorithm used for spectrum sensing in CR technology for efficient allocation of radio resources to the devices intended to communicate with each other. Energy detection detects the presence of a primary user (PU) signal by continuously monitoring a selected frequency bandwidth. The conventional energy detection technique is known to perform poorly in lower SNR ranges. This paper works towards the improvement of the energy detection algorithm with the help of machine learning (ML). The ML model uses the general properties of the signal as training data and classifies between a PU signal and noise at very low SNR ranges (− 25 to − 10 dB). In this research, a K-nearest neighbours (KNN) model is selected for its versatility and simplicity. Upon testing the model with an out-of-sample dataset, the KNN model produced a detection accuracy of 94.5%.

随着物联网时代的到来,现有设备的数量显然将呈指数级增长。任何两台设备之间的通信都将使用同一频段,而这一频段的可用性是有限的。因此,有效利用这一用于通信的频段,以可用的无线电资源容纳最大数量的设备至关重要。认知无线电(CR)技术正是为这一目的服务的。认知无线电是一种智能无线电,能够在特定时刻自动识别可用无线频谱中的最佳无线信道。CR 的一个重要功能是频谱感知。能量检测是 CR 技术中用于频谱感知的一种非常流行的算法,可有效地将无线电资源分配给打算相互通信的设备。能量检测通过持续监测选定的频率带宽来检测主用户(PU)信号的存在。众所周知,传统的能量检测技术在较低信噪比范围内表现不佳。本文致力于在机器学习(ML)的帮助下改进能量检测算法。ML 模型使用信号的一般属性作为训练数据,在极低 SNR 范围(- 25 到 - 10 dB)内对 PU 信号和噪声进行分类。在本研究中,由于 K 近邻(KNN)模型的通用性和简易性,选择了该模型。在使用样本外数据集对该模型进行测试后,KNN 模型的检测准确率达到 94.5%。
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引用次数: 0
Joint data power control and LSFD design in distributed cell-free massive MIMO under non-ideal UE hardware 非理想 UE 硬件条件下分布式无小区大规模 MIMO 的联合数据功率控制和 LSFD 设计
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-02-14 DOI: 10.1186/s13638-024-02334-y
Ning Li, Pingzhi Fan

This paper investigates distributed cell-free massive multiple-input multiple-output with non-ideal user equipment hardware under spatially correlated channels. By employing the use-and-then-forget technique, a lower capacity bound is derived based on the established generalized UE hardware impairments model. In addition, maximum ratio combining can be used to derive a closed-form expression of the spectral efficiency (SE), which offers novel insights into the impact of non-ideal UE hardware on network performance. Furthermore, a max–min SE fairness problem with UE hardware impairments is established where the optimization variables are data power and large-scale fading decoding (LSFD) vectors. Since this is a non-convex problem, we devise an iterative alternating optimization algorithm based on the bisection search to acquire the globally optimal solution. Numerical results indicate that the recommended joint data power control and LSFD design algorithm provides higher SE for the weakest UE, thus significantly enhancing the total SE of the network.

本文研究了空间相关信道下具有非理想用户设备硬件的分布式无小区大规模多输入多输出。通过采用 "先用后忘 "技术,基于已建立的广义用户设备硬件损伤模型,得出了容量下限。此外,最大比值组合可用于推导频谱效率(SE)的闭式表达式,这为了解非理想 UE 硬件对网络性能的影响提供了新的视角。此外,还建立了一个具有 UE 硬件损伤的最大最小 SE 公平性问题,其优化变量是数据功率和大规模衰落解码 (LSFD) 向量。由于这是一个非凸问题,我们设计了一种基于分段搜索的迭代交替优化算法,以获得全局最优解。数值结果表明,推荐的联合数据功率控制和 LSFD 设计算法为最弱的 UE 提供了更高的 SE,从而显著提高了网络的总 SE。
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引用次数: 0
Detection and performance analysis for MIMO visible light communication system using joint optical spatial and pulse amplitude width modulation 使用联合光空间和脉冲振幅宽度调制的多输入多输出可见光通信系统的检测和性能分析
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-02-13 DOI: 10.1186/s13638-024-02335-x
Wei-Chiang Wu

Conventional optical spatial modulation (SM) scheme activates one of the light-emitting diodes (LEDs) to transmit an intensity-modulated optical signal, in which the index of the activated LED is determined by spatial symbol and the emitted intensity is controlled by temporal symbol. In order to enhance the spectral efficiency (bits per channel use), we propose a joint SM and pulse amplitude width modulation (PAWM) as a novel optical spatial–temporal signaling scheme. In this paper, the proposed SM-PAWM optical signaling scheme is applied in a multi-input multi-output (MIMO) visible light communication (VLC) system. Employing optimal maximum likelihood (ML) algorithm to extract the spatial and temporal symbols is computationally prohibitive; hence, we develop a novel low-complexity detection scheme that converts the joint optimization problem separately to decode the spatial and temporal symbols. Moreover, theoretical results in terms of the successful identification probability of activated LED as well as the overall symbol error rate are derived. Extensive computer simulations are performed to validate the analytical results. It is shown that the proposed detection scheme is a feasible alternative to the ML detector in the VLC-MIMO system employing SM-PAWM.

传统的光空间调制(SM)方案是激活一个发光二极管(LED)来传输强度调制光信号,其中激活的 LED 的指数由空间符号决定,而发射强度则由时间符号控制。为了提高频谱效率(每个信道使用的比特数),我们提出了一种联合 SM 和脉冲振幅宽度调制(PAWM)的新型光时空信令方案。本文将提出的 SM-PAWM 光信令方案应用于多输入多输出(MIMO)可见光通信(VLC)系统。采用最优最大似然(ML)算法提取空间和时间符号的计算量过大;因此,我们开发了一种新型低复杂度检测方案,将联合优化问题分别转换为空间和时间符号解码。此外,我们还得出了激活 LED 的成功识别概率以及整体符号错误率的理论结果。为了验证分析结果,还进行了大量的计算机模拟。结果表明,在采用 SM-PAWM 的 VLC-MIMO 系统中,所提出的检测方案是 ML 检测器的可行替代方案。
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引用次数: 0
Towards intelligent user clustering techniques for non-orthogonal multiple access: a survey 面向非正交多址接入的智能用户聚类技术:一项调查
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-01-24 DOI: 10.1186/s13638-024-02333-z
Syed M. Hamedoon, Jawwad Nasar Chattha, Muhammad Bilal

With the increasing user density of wireless networks, various user partitioning techniques or algorithms segregate users into smaller, more manageable clusters. The benefit of user clustering techniques in non-orthogonal multiple access (NOMA) is to optimize resource allocation and improve network performance, spectral efficiency, and user fairness in next-generation wireless networks, particularly in scenarios with a high density of users and diverse channel conditions. With increasing users, the network creates clusters before implementing non-orthogonal multiple access within these clusters. In this paper, we have organized and classified various user clustering techniques deployed from the perspective of NOMA-based communication in the current era. Furthermore, researchers have highlighted some works deploying joint resource allocation and clustering optimization based on various criteria to enhance the overall sum rate of the network. We also identify low-complexity user clustering techniques for multiple applications, e.g. the Internet of Things, unmanned aerial vehicles, and reconfigurable intelligent surfaces in the 5G and beyond communication networks.

随着无线网络用户密度的不断增加,各种用户划分技术或算法将用户划分成更小、更易于管理的群组。非正交多址接入(NOMA)中用户分群技术的优势在于优化资源分配,提高下一代无线网络的网络性能、频谱效率和用户公平性,尤其是在用户密度高、信道条件多样化的情况下。随着用户数量的增加,网络会先创建集群,然后在这些集群内实施非正交多址接入。在本文中,我们从基于非正交多址接入的通信角度出发,对当今时代部署的各种用户聚类技术进行了整理和分类。此外,研究人员还重点介绍了一些基于不同标准部署联合资源分配和聚类优化的作品,以提高网络的整体总和速率。我们还确定了适用于多种应用的低复杂度用户聚类技术,如 5G 及更高通信网络中的物联网、无人机和可重构智能表面。
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引用次数: 0
Optimizing spectrum efficiency in 6G multi-UAV networks through source correlation exploitation 通过源相关性开发优化 6G 多无人机网络的频谱效率
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-01-18 DOI: 10.1186/s13638-023-02332-6

Abstract

In the context of 6G and 5G communication networks, particularly in disaster-stricken areas with a surging demand for connectivity and the rapid evolution of the internet of everything (IoE), the imperative for augmenting spectrum efficiency in unmanned aerial vehicles (UAVs) communication-enabled wireless networks becomes ever more pronounced. This work embarks on the mission of significantly enhancing spectrum efficiency by capitalizing on redundancies, such as correlations inherent in data sources like co-located video sensors. While the intuitive potential of exploiting redundancies for spectrum efficiency enhancement is apparent, our approach is systematically structured. We introduce a linear programming framework designed to meticulously allocate bandwidth to individual links based on their respective demands, while judiciously adhering to spatial spectrum reuse constraints. Subsequently, we employ this linear program to empirically quantify the improvements in spectrum efficiency engendered by source correlations. Furthermore, we elucidate various strategies for harnessing these correlations to maximize spectrum efficiency gains, while navigating the trade-off terrain between computational complexity and precision. Our findings resoundingly underscore the trans-formative power of identifying the precise set of source correlations, resulting in spectrum efficiency enhancements of up to two orders of magnitude. In terms of network performance, the judicious exploitation of source correlations grants admission to nearly 100% of delay-intolerant traffic, alongside substantial reductions in mean delay for delay-tolerant traffic.”

摘要 在 6G 和 5G 通信网络的背景下,特别是在连接需求激增的受灾地区以及万物互联(IoE)的快速发展中,提高无人机(UAVs)通信无线网络的频谱效率变得越来越迫切。这项工作的使命是通过利用冗余(如共用视频传感器等数据源中固有的相关性)来显著提高频谱效率。虽然利用冗余提高频谱效率的直观潜力显而易见,但我们的方法是系统化的。我们引入了一个线性编程框架,旨在根据各个链路的需求为其精心分配带宽,同时明智地遵守空间频谱重用约束。随后,我们利用该线性编程来量化源相关性对频谱效率的改善。此外,我们还阐明了利用这些相关性最大限度提高频谱效率的各种策略,同时在计算复杂性和精确性之间进行权衡。我们的研究结果有力地强调了识别精确的信号源相关性集的跨形式能力,从而使频谱效率提高了两个数量级。在网络性能方面,对源相关性的合理利用几乎能100%地接纳不耐受延迟的流量,同时大幅降低耐受延迟流量的平均延迟。
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引用次数: 0
A new pilot assignment scheme for mitigating pilot contamination in uplink massive multi-input–multi-output (MIMO) systems 用于减轻上行链路大规模多输入多输出 (MIMO) 系统中先导污染的新先导分配方案
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-01-04 DOI: 10.1186/s13638-023-02329-1

Abstract

Pilot contamination is a serious issue in massive multi–input–multi–output systems which significantly degrades system performance. In this paper, we investigate a new pilot assignment scheme by integrating two-dimensional genetic algorithm with Tabu-Search algorithm (TS) to mitigate the pilot contamination problem. Firstly, we design a two-dimensional genetic algorithm equipped with elitism strategy as a principal algorithm for solving the pilot assignment problem; then, aiming to enhance the convergence speed of the genetic algorithm to the ideal optimal solution, we integrate TS with the genetic algorithm. This integrated pilot assignment scheme, henceforth designated as GATS-PA, is found to be powerful in mitigating the pilot contamination problem. Numerical simulation results verify that the proposed pilot assignment scheme is very close to the ideal optimal solution with few numbers of iterations and outperforms existing methods in terms of enhancing the average uplink rate per user over a wide range of simulation parameters.

摘要 在大规模多输入多输出系统中,先导污染是一个严重的问题,它会显著降低系统性能。本文通过将二维遗传算法与塔布搜索算法(Tabu-Search algorithm,TS)相结合,研究了一种新的先导分配方案,以缓解先导污染问题。首先,我们设计了一种配备精英策略的二维遗传算法,作为解决先导分配问题的主要算法;然后,为了提高遗传算法向理想最优解收敛的速度,我们将塔布搜索算法与遗传算法进行了整合。这种集成的先导分配方案(以下简称为 GATS-PA)被认为能有效缓解先导污染问题。数值模拟结果验证了所提出的先导分配方案只需很少的迭代次数就能非常接近理想的最优解,并且在很大的模拟参数范围内,在提高每个用户的平均上行链路速率方面优于现有方法。
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引用次数: 0
Tconns: a novel time-varying context-aware offloading strategy for mobile edge computing Tconns:针对移动边缘计算的新型时变上下文感知卸载策略
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-01-04 DOI: 10.1186/s13638-023-02331-7
Meiguang Zheng, Jie Li, Yu Hu, Hui Xiao, Zhigang Hu

Mobility is a fundamental feature of mobile edge computing. Due to the mobility of users, the contextual attributes of cloudlets such as server resources and network state will dynamically change with time during offloading, showing time-varying and fuzzy characteristics. To this end, how to make efficient offloading decision to provide low-latency, low-power and highly reliable services in MEC has become a critical issue. In this paper, we propose a time-varying context-aware cloudlet decision algorithm based on neutrosophic set, TConNS ({text {(The Code of TConNS is available at https://github.com/zhengLabs/NSO)}}). Firstly, we establish a representation model of the multi-dimensional time-varying context of candidate cloudlets, including the mobile residence time. Secondly, we adopt the backward generator of cloud model theory to transform the contextual raw data into a single-valued neutrosophic set with the expression ability for fuzzy information. Finally, we use a series of appropriate operations under the own unique computing system of neutrosophic set to obtain the best cloudlet. Extensive experiments show that TConNS reduces the average response time by about 49% and the average energy consumption by about 46%, and also reduces the number of task failures.

移动性是移动边缘计算的一个基本特征。由于用户的移动性,在卸载过程中,服务器资源和网络状态等小云的上下文属性会随着时间的推移而动态变化,呈现出时变和模糊的特点。为此,如何做出高效的卸载决策,以在 MEC 中提供低延迟、低功耗和高可靠性的服务成为一个关键问题。本文提出了一种基于中性集(TConNS)的时变上下文感知小云决策算法。首先,我们建立了候选小云的多维时变上下文表示模型,包括移动驻留时间。其次,我们采用云模型理论的后向生成器将上下文原始数据转化为具有模糊信息表达能力的单值中值集。最后,在中性集自身独特的计算体系下,通过一系列适当的运算,得到最佳的小云。大量实验表明,TConNS 可将平均响应时间缩短约 49%,平均能耗降低约 46%,同时还能减少任务失败的次数。
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引用次数: 0
Implementation of highly isolation OLR: based microstrip full-duplex Tx/Rx antenna systems with low insertion loss for contemporary wireless system applications 为当代无线系统应用实现具有低插入损耗的高隔离度 OLR:基于微带全双工 Tx/Rx 天线系统
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-01-04 DOI: 10.1186/s13638-023-02330-8
Rania H. Elabd, Amr H. Hussein, Marwa E. Mousa, Ahmed A.Kabeel

This paper presents a Highly Isolation open-loop resonators (OLR)—based microstrip full-duplex Tx/Rx antenna systems with low insertion loss for contemporary wireless system applications. Through a T-junction combiner, the proposed diplexer is accomplished by combining two OLR—based band-pass filters tuned at two distinct frequencies. The system is implemented on a Rogers TMM4 substrate with a loss tangent of 0.002, a dielectric constant of 4.7, and a thickness of 1.52 mm. The suggested full duplex has dimensions of (90 × 70) mm2. It achieves a modest frequency space ratio of R = 0.1646 in both transmit and receive modes by having two resonance frequencies of ({f}_{t}) = 2.191 GHz and ({f}_{r}) = 2.584 GHz, respectively. The simulated structure displays good insertion losses (IL) of approximately 1.2 dB and 1.79 dB for the two channels, respectively, at fractional bandwidths of 1.24% at 2.191 GHz and 0.636% at 2.584 GHz. The simulated isolation values for 2.191 GHz and 2.584 GHz are 53.3 dB and 66.5 dB, respectively.

本文提出了一种基于高隔离度开环谐振器(OLR)的微带全双工 Tx/Rx 天线系统,插入损耗低,适用于当代无线系统应用。通过一个 T 型结合器,将两个基于开环谐振器的带通滤波器调整为两个不同的频率,从而实现了所提出的双工器。该系统是在罗杰斯 TMM4 衬底上实现的,其损耗正切为 0.002,介电常数为 4.7,厚度为 1.52 毫米。建议的全双工系统尺寸为(90 × 70)平方毫米。它的两个共振频率分别为({f}_{t}) = 2.191 GHz 和 ({f}_{r}) = 2.584 GHz,从而在发射和接收模式下实现了适度的频空比 R = 0.1646。在 2.191 GHz 和 2.584 GHz 的分数带宽分别为 1.24% 和 0.636% 时,模拟结构在两个通道上分别显示出约 1.2 dB 和 1.79 dB 的良好插入损耗 (IL)。2.191 GHz 和 2.584 GHz 的模拟隔离值分别为 53.3 dB 和 66.5 dB。
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引用次数: 0
Dimensioning payload size for fast retransmission of MQTT packets in the wake of network disconnections 确定有效载荷大小,以便在网络断开后快速重传 MQTT 数据包
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-01-02 DOI: 10.1186/s13638-023-02327-3
Marco Domingues, José N. Faria, David Portugal

The Internet of Things (IoT) is spreading rapidly around the world, and Message Queue Telemetry Transport (MQTT) is one of the main protocols used to explore device-to-device (D2D) communication. The industry typically requires communication systems that can transmit data continuously while optimizing both bandwidth and transmission time. Due to the vast amount of data that can be lost, companies often find that even short periods of network downtime lead to significant costs. In this paper, we propose a retransmission mechanism to allow sensor nodes to relay missing data via MQTT to a local server when it reconnects after an unexpected disconnection. To assess its performance, several tests in a digital healthcare use case scenario have been designed. Since the procedure involves transferring a considerable amount of data, our main goal is to determine the maximum payload of each message to restore the missing information, while minimizing the retransmission time without information loss.

物联网(IoT)正在全球迅速普及,而消息队列遥测传输(MQTT)是用于探索设备到设备(D2D)通信的主要协议之一。业界通常要求通信系统能够在优化带宽和传输时间的同时连续传输数据。由于可能丢失大量数据,公司经常发现,即使是短时间的网络瘫痪也会导致巨大的成本。在本文中,我们提出了一种重传机制,允许传感器节点在意外断开连接后重新连接时,通过 MQTT 向本地服务器转发丢失的数据。为了评估该机制的性能,我们设计了几个数字医疗使用案例场景中的测试。由于该程序涉及传输大量数据,我们的主要目标是确定每条信息的最大有效载荷,以恢复丢失的信息,同时在不丢失信息的情况下尽量缩短重传时间。
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引用次数: 0
Outage performance and energy efficiency optimization of wireless-powered millimeter-wave sensor networks 无线供电毫米波传感器网络的中断性能和能效优化
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-01-02 DOI: 10.1186/s13638-023-02328-2
Xiaowu Li, Fuan Xiao, Kun Tang, Entao Luo

With the widespread use of wireless sensor networks, one of the most pressing concerns is extending the lifetime of the sensors. By deploying directional antenna arrays, millimeter wave (mmWave) is a possible candidate for wireless energy transfer (WPT). This paper investigates a beneficial combination of WPT and data transmission in a typical mmWave sensor network with Rayleigh channels, where a transmission interval can be divided into two sub-intervals. During the first sub-interval, one hybrid access point (HAP) employs beamforming techniques to transfer energy for serving multiple sensors within the service sector. The sensors then transmit their individual signal in turn to the HAP based on time division multiple address (TDMA) strategy by using the whole harvested energy. According to stochastic geometry, the exact and approximate expressions of beam outage probability for the considered system are determined, respectively. The optimal time allocation of energy harvesting and data transmission for sensors is examined in order to maximize the energy efficiency of the system. The optimization problem can be translated into corresponding parametric form, and the resulting optimization problem can be solved using the Lagrange dual method with Karush–Kuhn–Tucker (KKT) conditions. The numerical results show the variation trend of the beam outage probability under various parameters and verify the accuracy of the theoretical analyses. Furthermore, the simulation results illustrate that the proposed optimal time allocation strategy can significantly enhance the overall energy efficiency of the system compared with a similar scheme.

随着无线传感器网络的广泛应用,人们最关心的问题之一就是延长传感器的使用寿命。通过部署定向天线阵列,毫米波(mmWave)可能成为无线能量传输(WPT)的候选方案。本文研究了在具有瑞利信道的典型毫米波传感器网络中 WPT 与数据传输的有益结合。在第一个子区间内,一个混合接入点(HAP)采用波束成形技术传输能量,为服务区内的多个传感器提供服务。然后,传感器根据时分多址(TDMA)策略,利用采集到的全部能量,依次向混合接入点传输各自的信号。根据随机几何原理,分别确定了所考虑系统的波束中断概率的精确表达式和近似表达式。研究了传感器能量采集和数据传输的最佳时间分配,以最大限度地提高系统的能效。优化问题可转化为相应的参数形式,并可使用带有卡鲁什-库恩-塔克(KKT)条件的拉格朗日对偶法求解优化问题。数值结果显示了不同参数下梁中断概率的变化趋势,验证了理论分析的准确性。此外,仿真结果表明,与类似方案相比,所提出的优化时间分配策略能显著提高系统的整体能效。
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引用次数: 0
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EURASIP Journal on Wireless Communications and Networking
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