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A multi-protocol energy optimization method for an adaptable wireless MAC system through machine learning 通过机器学习优化自适应无线 MAC 系统多协议能量的方法
IF 1.9 4区 计算机科学 Q3 TELECOMMUNICATIONS Pub Date : 2023-12-07 DOI: 10.1007/s12243-023-01004-2
Paulo F. C. Barbosa, Bruna A. da Silva, Cleber Zanchettin, Renato M. de Moraes

The traditional methods used to optimize energy efficiency in wireless communication systems employ medium access control (MAC) protocols that operate under complex functions that require a high computational cost to optimize a limited number of parameters. Furthermore, the inability of these methods to work under different protocols that involve learning and adapting the device specifications associated with existing problems, such as security, error tolerance, and human interference, makes their implementation in real systems impractical; this limitation mainly applies to networks with high node scalability. This paper presents a novel approach to this problem using machine learning to attain energy savings. The method proposes combining operating information from multiple power consumption control algorithms, CSMA/CA or slotted ALOHA (a variant of ALOHA), benchmark MAC protocols used in WiFi, and LoRaWAN technologies, creating a database of optimized solutions, which serves as a training base for a neural network capable of learning the behavior of all protocols simultaneously and creating a unified self-adaptive energy optimization model that considers multiple physical (PHY) and MAC layer variables for different devices and protocols. The proposed approach simultaneously presents solutions that optimize the energy reduction algorithms for different protocols, approaching or improving the performance of the techniques, saving 97.6% in CPU computation and 113,322,733% of the processing time in the search for the same solutions. The main contribution of this work is the proposal of an adaptable multi-protocol approach based on machine learning, which manages resources in slotted ALOHA and CSMA/CA benchmark protocols for wireless networks. Furthermore, it facilitates multi-objective optimization via machine learning for energy efficiency in real networks. It creates a new intelligent system that promotes efficient communication for multiple MAC protocols and considers the device’s processing capacity limitation. This work also shows that a neural network can approximate and optimize exact functions when the optimal parameters cannot be mapped mathematically.

用于优化无线通信系统能效的传统方法采用了介质访问控制(MAC)协议,这些协议在复杂的功能下运行,需要很高的计算成本来优化有限的参数。此外,这些方法无法在不同的协议下工作,这些协议涉及学习和调整与现有问题(如安全性、容错性和人为干扰)相关的设备规格,这使得它们在实际系统中的实施不切实际;这种限制主要适用于具有高节点可扩展性的网络。本文针对这一问题提出了一种利用机器学习实现节能的新方法。该方法建议将多种功耗控制算法、CSMA/CA 或槽式 ALOHA(ALOHA 的一种变体)、WiFi 中使用的基准 MAC 协议以及 LoRaWAN 技术的运行信息结合起来,创建一个优化解决方案数据库,作为神经网络的训练基础,该网络能够同时学习所有协议的行为,并创建一个统一的自适应能量优化模型,该模型考虑了不同设备和协议的多个物理(PHY)和 MAC 层变量。所提出的方法同时提出了优化不同协议能量降低算法的解决方案,接近或提高了技术性能,节省了 97.6% 的 CPU 计算量和 113,322,733% 的搜索相同解决方案的处理时间。这项工作的主要贡献在于提出了一种基于机器学习的适应性多协议方法,它能管理无线网络中插槽式 ALOHA 和 CSMA/CA 基准协议的资源。此外,它还通过机器学习促进多目标优化,以提高实际网络的能效。它创建了一个新的智能系统,可促进多种 MAC 协议的高效通信,并考虑设备的处理能力限制。这项工作还表明,当最优参数无法用数学方法映射时,神经网络可以近似和优化精确函数。
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引用次数: 0
A novel technique to reduce Near-Far problem in multi-user VDSL network 一种减少多用户VDSL网络近远问题的新技术
IF 1.8 4区 计算机科学 Q3 TELECOMMUNICATIONS Pub Date : 2023-12-06 DOI: 10.1007/s12243-023-01001-5
Sunil Sharma, Minakshi Sharma

In this paper, the proposed algorithm based on a novel technique for lowering the Near-Far problem in very high-speed digital subscriber line (VDSL) networks is presented. Through graphical results, it is demonstrated that the proposed technique performs better in terms of data rate for multi-user VDSL networks than the conventional IWF algorithm and comes close to the extremely complex OSB algorithm. The suggested algorithm’s complexity is comparable to that of the standard iterative water filling (IWF) algorithm and significantly less than that of the centralized optimal spectrum balancing (OSB) algorithm.

本文提出了一种新的算法来降低超高速数字用户线路(VDSL)网络中的近远问题。图形结果表明,在多用户VDSL网络中,该算法的数据速率优于传统的IWF算法,接近于极其复杂的OSB算法。该算法的复杂度与标准迭代充水(IWF)算法相当,显著低于集中式最优谱平衡(OSB)算法。
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引用次数: 0
Integration of IoT with cloud computing for next generation wireless technology 将物联网与云计算相结合,促进下一代无线技术的发展
IF 1.9 4区 计算机科学 Q3 TELECOMMUNICATIONS Pub Date : 2023-11-29 DOI: 10.1007/s12243-023-01003-3
Mohamed Lahby, Rachid Saadane, Sérgio D. Correia
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引用次数: 0
BER performance analysis for downlink NOMA systems over cascaded Nakagami-m fading channels 级联Nakagami-m衰落信道下行NOMA系统的误码率分析
IF 1.8 4区 计算机科学 Q3 TELECOMMUNICATIONS Pub Date : 2023-11-24 DOI: 10.1007/s12243-023-01002-4
Arif Basgumus, Fatih Kocak, Mustafa Namdar

In this study, the downlink non-orthogonal multiple access (NOMA) system in which successive interference cancellation (SIC) errors exist is discussed. The new closed-form expressions for the bit error rate (BER) performance analysis over cascaded Nakagami-m fading channels are analytically derived for near and far users. In addition, new mathematical equations are obtained for the asymptotic BER as well as the diversity order to analyze the system performance. The theoretical results precisely match the simulations in all cases, validating the effectiveness of the theoretical analysis. The results demonstrate that the system performance decreases as the degree of N cascading increases. As for a fixed degree of cascading, BER performance increases as the m parameter increases. Moreover, for the power allocation coefficient (alpha ) influences the SIC operation performed on the near user, it also substantially affects the BER performance. Monte Carlo simulations using (10^{6}) iterations are presented to validate the derived analytical results.

本文研究了存在连续干扰抵消(SIC)误差的下行链路非正交多址(NOMA)系统。本文对近用户和远用户的级联Nakagami-m衰落信道的误码率性能分析给出了新的封闭表达式。此外,还得到了渐近误码率和分集阶数的数学方程,用于分析系统性能。理论结果与仿真结果吻合较好,验证了理论分析的有效性。结果表明,系统性能随着N级联度的增大而降低。当级联程度一定时,误码率随m参数的增加而增加。此外,由于功率分配系数(alpha )会影响对近端用户进行的SIC操作,因此对误码率性能也有很大影响。蒙特卡罗模拟使用(10^{6})迭代提出了验证导出的分析结果。
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引用次数: 0
Capacity aware Wi-Fi networks deployment 容量感知Wi-Fi网络部署
IF 1.8 4区 计算机科学 Q3 TELECOMMUNICATIONS Pub Date : 2023-11-22 DOI: 10.1007/s12243-023-00996-1
Ibrahim Sammour, Gerard Chalhoub, Gil De Sousa

Wireless technologies are used in almost every application domain. Applications have different requirements in terms of quality of service and network performance. When designing a wireless network, it is important to know the expected performance of the system. Including the application needs in the design of the network would help achieve the required performance. This paper focuses on the high throughput required for a Smart Farming use case. Multiple-Input Multiple-Output (MIMO) technology had greatly boosted the performance of wireless networks by introducing beamforming, which provides many benefits allowing wider coverage and better data rates. We propose a capacity-aware coverage study for Wi-Fi networks deployment in rural areas. We make our coverage estimations based on link budget calculations. We compare different deployment strategies and discuss the added value of beamforming. Our results are based on an analytical link budget estimation and a simulation study using the NS-3 simulator. We added all the needed functionalities on top of the existing Wi-Fi Module in NS-3. Results in terms of capacity, coverage, and number of access points deployed are discussed. We also developed an empirical analytical model that is based on the simulation results, which helps in estimating performance results for any deployment field size.

无线技术几乎应用于每一个应用领域。不同的应用对服务质量和网络性能有不同的要求。在设计无线网络时,了解系统的预期性能非常重要。在网络设计中包含应用程序需求将有助于实现所需的性能。本文主要关注智能农业用例所需的高吞吐量。多输入多输出(MIMO)技术通过引入波束成形极大地提高了无线网络的性能,它提供了许多好处,允许更广的覆盖范围和更好的数据速率。我们提出了在农村地区部署Wi-Fi网络的容量感知覆盖研究。我们根据链路预算计算来估算覆盖范围。我们比较了不同的部署策略,并讨论了波束形成的附加价值。我们的结果是基于分析链路预算估计和使用NS-3模拟器的仿真研究。我们在NS-3的现有Wi-Fi模块上添加了所有需要的功能。讨论了部署的接入点的容量、覆盖范围和数量方面的结果。我们还开发了一个基于模拟结果的经验分析模型,该模型有助于评估任何部署油田规模的性能结果。
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引用次数: 0
Performance analysis of majority-based transmit antenna selection and maximal ratio combining in MIMO-NOMA networks MIMO-NOMA网络中基于多数的发射天线选择和最大比组合性能分析
IF 1.8 4区 计算机科学 Q3 TELECOMMUNICATIONS Pub Date : 2023-11-22 DOI: 10.1007/s12243-023-00998-z
Princewill Kum Kumson, Mahmoud Aldababsa, Khalid Yahya, Mahmoud Obaid, Allam Abu Mwais

Non-orthogonal multiple access (NOMA) is paramount in modern wireless communication systems since it enables efficient multiple access schemes, allowing multiple users to share the same spectrum resources and thus improving overall network capacity. Multiple-input multiple-output (MIMO) technology is crucial in wireless communication as it leverages multiple antennas to enhance data throughput, increase link reliability, and mitigate signal interference, resulting in improved communication performance. The combination of MIMO and NOMA represents a transformative synergy that harnesses the benefits of both technologies, facilitating efficient spectrum utilization, higher data rates, and improved reliability in wireless networks. This makes it particularly valuable in the fifth-generation (5G) era and beyond. This paper investigates the performance of majority-based transmit antenna selection and maximal ratio combining (TAS-maj/MRC) in MIMO-NOMA networks. We derive a closed-form expression for the exact bit error rate (BER) for binary phase shift keying (BPSK) modulation in Nakagami-m fading channels. Moreover, asymptotic expressions are obtained in the high signal-to-noise ratio (SNR) region to get further insight into the BER behavior of the system. Finally, we verify the analytical results’ accuracy through simulations. The results demonstrate that diversity and code gains are achieved. In addition, the BER performance is significantly improved as the number of receive antennas increases or channel condition enhances.

非正交多址(NOMA)在现代无线通信系统中至关重要,因为它实现了高效的多址方案,允许多个用户共享相同的频谱资源,从而提高了整体网络容量。多输入多输出(MIMO)技术在无线通信中至关重要,因为它利用多个天线来提高数据吞吐量,提高链路可靠性,减轻信号干扰,从而提高通信性能。MIMO和NOMA的结合代表了一种变革性的协同作用,它利用了两种技术的优势,促进了高效的频谱利用,提高了数据速率,提高了无线网络的可靠性。这使得它在第五代(5G)时代及以后尤其有价值。研究了MIMO-NOMA网络中基于多数的发射天线选择和最大比组合(tas - major /MRC)的性能。我们导出了在Nakagami-m衰落信道中二进制相移键控(BPSK)调制的精确误码率(BER)的封闭表达式。此外,在高信噪比(SNR)区域得到渐近表达式,进一步了解系统的误码率行为。最后,通过仿真验证了分析结果的准确性。结果表明,该方法实现了分集和码增益。此外,随着接收天线数量的增加或信道条件的改善,误码率性能得到显著提高。
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引用次数: 0
Computing paradigms for smart farming in the era of drones: a systematic review 无人机时代智能农业的计算范式:系统回顾
IF 1.8 4区 计算机科学 Q3 TELECOMMUNICATIONS Pub Date : 2023-11-18 DOI: 10.1007/s12243-023-00997-0
Sourour Dhifaoui, Chiraz Houaidia, Leila Azouz Saidane

In the current era of agricultural robotization, it is necessary to use a suitable automated data collection system for constant plant, animal, and machine monitoring. In this context, cloud computing (CC) is a well-established paradigm for building service-centric farming applications. However, the huge amount of data has put an important burden on data centers and network bandwidth and pointed out issues that cloud-based applications face such as large latency, bottlenecks because of central processing, compromised security, and lack of offline processing. Fog computing (FC), edge computing (EC), and mobile edge computing (MEC) (or flying edge computing FEC) are gaining exponential attention and becoming attractive solutions to bring CC processes within reach of users and address computation-intensive offloading and latency issues. These paradigms from cloud to mobile edge computing are already forming a unique ecosystem with different architectures, storage, and processing capabilities. The heterogeneity of this ecosystem comes with certain limitations and challenges. This paper carries out a systematic review of the latest high-quality literature and aims to identify similarities, differences, and the main use cases in the mentioned computing paradigms, particularly when using drones. Our expectation from this work is to become a good reference for researchers and help them address hot topics and challenging issues related to this scope.

在当前农业机器人化时代,有必要使用合适的自动化数据采集系统对植物、动物和机器进行持续监测。在这种情况下,云计算(CC)是构建以服务为中心的农业应用程序的成熟范例。然而,巨大的数据量给数据中心和网络带宽带来了沉重的负担,并指出了基于云的应用程序面临的问题,如大延迟、中央处理造成的瓶颈、安全性受损以及缺乏离线处理。雾计算(FC)、边缘计算(EC)和移动边缘计算(MEC)(或飞行边缘计算FEC)正获得指数级的关注,并成为有吸引力的解决方案,将CC流程带到用户触手可及的范围内,并解决计算密集型的卸载和延迟问题。从云计算到移动边缘计算,这些范式已经形成了一个独特的生态系统,具有不同的架构、存储和处理能力。这个生态系统的异质性带来了一定的限制和挑战。本文对最新的高质量文献进行了系统回顾,旨在识别上述计算范式中的异同点和主要用例,特别是在使用无人机时。我们希望这项工作能够成为研究人员的良好参考,帮助他们解决与该领域相关的热点和挑战性问题。
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引用次数: 0
A lightweight, efficient, and secure identity-based authentication scheme for underwater green transport systems 用于水下绿色运输系统的轻量级、高效和安全的基于身份的验证方案
IF 1.8 4区 计算机科学 Q3 TELECOMMUNICATIONS Pub Date : 2023-11-14 DOI: 10.1007/s12243-023-00999-y
Ritika Yaduvanshi, Shivendu Mishra, Nimisha Yadav, Prince Rajpoot

The underwater green transport system (UwGTs) is a network of connected, intelligent underwater sensors or Internet of Things (IoT) devices. The sensor networks used in UwGTs are distinct from traditional territorial wireless sensor networks in many ways, including their lengthy propagation delays, restricted bandwidths, and poor reliability. UwGTs would face significant security difficulties due to these unique traits. The main goal of this paper is to resolve authentication issues across the entire UwGTs network. The more significant challenge in developing an authentication scheme for UwGTs is to develop a simple, efficient, and secure system that considers the sensor nodes’ resource limitations. In light of this, we suggest an identity-based signature-based authentication scheme based on elliptic curve cryptography that enhances network lifetime by reducing sensor node energy consumption. The security of the suggested scheme has also been confirmed using a formal security assessment technique like the Random Oracle Model (ROM) and Automated Validation of Internet Security Protocols and Applications (AVISPA) software tools. In addition, the proposed scheme is more effective and lightweight regarding computation costs, communication costs, energy consumption, and comparative energy efficiency than the existing identity-based authentication schemes.

水下绿色运输系统(UwGTs)是一个由联网的智能水下传感器或物联网(IoT)设备组成的网络。UwGTs 中使用的传感器网络与传统的全域无线传感器网络有许多不同之处,包括传播延迟长、带宽受限和可靠性差。由于这些独特性,UwGT 将面临巨大的安全困难。本文的主要目标是解决整个 UwGTs 网络的身份验证问题。为 UwGTs 开发认证方案的更大挑战是开发一个简单、高效和安全的系统,同时考虑到传感器节点的资源限制。有鉴于此,我们提出了一种基于身份签名的椭圆曲线加密方案,该方案通过减少传感器节点的能耗来提高网络寿命。我们还利用随机甲骨文模型(ROM)和互联网安全协议与应用自动验证(AVISPA)软件工具等正式安全评估技术,确认了所建议方案的安全性。此外,在计算成本、通信成本、能源消耗和能效比较方面,建议的方案比现有的基于身份的认证方案更有效、更轻便。
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引用次数: 0
On the capacity of multiple antenna systems 关于多天线系统的容量
IF 1.8 4区 计算机科学 Q3 TELECOMMUNICATIONS Pub Date : 2023-11-13 DOI: 10.1007/s12243-023-01000-6
Omar Abu Ella

The significant role of multiple antenna techniques is vital to enable wireless systems to support the ever-rising demand for higher data rates and reliability. Thus, investigating these systems is continually important, and one of the essential aspects of this study is analyzing the capacity of such systems to gain insight into their performance. This paper presents several closed-form formulae to express the capacity of the multiple antenna system, by introducing newly derived finite and unconditionally valid solutions. It is also mathematically describing the outage probability of multiple antenna system in several scenarios. The numerical results show the tight fit between the obtained formulae and the Monte Carlo simulation outcomes.

多天线技术的重要作用是使无线系统能够支持对更高数据传输速率和可靠性不断增长的需求。因此,研究这些系统一直都很重要,而本研究的一个重要方面就是分析这些系统的容量,以深入了解其性能。本文通过引入新导出的有限且无条件有效的解,提出了几种闭式公式来表达多天线系统的容量。本文还从数学角度描述了多天线系统在几种情况下的中断概率。数值结果表明,所获得的公式与蒙特卡罗模拟结果非常吻合。
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引用次数: 0
Wi-Fi faces the new wireless ecosystem: a critical review Wi-Fi 面临新的无线生态系统:批判性评论
IF 1.8 4区 计算机科学 Q3 TELECOMMUNICATIONS Pub Date : 2023-11-09 DOI: 10.1007/s12243-023-00995-2
Víctor M. G. Martínez, Moisés R. N. Ribeiro, Vinícius F. S. Mota

Over the last three decades, we have become more dependent on wireless connectivity to access services and applications from nearly anywhere. The overstated emergence of the all-encompassing fifth generation (5G) of mobile systems begs the question of the future of the new generation of IEEE 802.11 (Wi-Fi) solutions. However, Wi-Fi has certain advantages compared to cellular systems in different ways: (i) a fast-paced standardization process; (ii) a diverse, agile, and highly competitive manufacturer base; and (iii) a broad base of early adopters for both office and house wireless networks. In addition, the rise of enabling technologies, such as software-defined wireless networks, may allow more robust and reliable Wi-Fi networks to bridge gaps in Wi-Fi technology to reach several vertical sectors. This review provides a technical analysis of the relationship between broadband wireless and Wi-Fi technologies. Wi-Fi has taken decisive steps with the evolution of several standards, and there is already evidence that Wi-Fi may partially (or completely) fulfill 5G’s strict service requirements. Next, we discussed the Wi-Fi and 5G convergence, which allow more control over user experiences and provide better service. This review concludes with an analysis of open challenges in the convergence of 5G and Wi-Fi systems. We conclude that Wi-Fi technology has and will continue to have a decisive role as an access technology in the new ecosystem of wireless networks.

过去三十年来,我们越来越依赖无线连接,几乎可以在任何地方访问服务和应用。全面的第五代(5G)移动系统的出现被夸大了,这不禁让人怀疑新一代 IEEE 802.11(Wi-Fi)解决方案的未来。然而,与蜂窝系统相比,Wi-Fi 在不同方面具有一定的优势:(i) 快速的标准化进程;(ii) 多样、灵活、极具竞争力的制造商基础;(iii) 广泛的办公室和家庭无线网络早期采用者基础。此外,软件定义无线网络等使能技术的兴起,可能会让更强大、更可靠的 Wi-Fi 网络弥合 Wi-Fi 技术的差距,从而覆盖多个垂直领域。本综述对宽带无线技术和 Wi-Fi 技术之间的关系进行了技术分析。随着多项标准的演进,Wi-Fi 已经迈出了决定性的一步,而且已经有证据表明,Wi-Fi 可以部分(或完全)满足 5G 的严格服务要求。接下来,我们讨论了 Wi-Fi 与 5G 的融合,这种融合允许对用户体验进行更多控制并提供更好的服务。本综述最后分析了 5G 和 Wi-Fi 系统融合过程中面临的挑战。我们的结论是,Wi-Fi 技术作为一种接入技术,已经并将继续在新的无线网络生态系统中发挥决定性作用。
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引用次数: 0
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Annals of Telecommunications
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