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Modified O-RAN 5G Edge Reference Architecture using RNN 使用 RNN 的改进型 O-RAN 5G 边缘参考架构
Pub Date : 2024-06-15 DOI: 10.5121/ijwmn.2024.16301
Murali Narasimham, Y.V.S Sai Pragathi
This paper explores the implementation of 6G/5G standards by network providers using cloud-native technologies such as Kubernetes. The primary focus is on proposing algorithms to improve the quality of user parameters for advanced networks like car as cloud and automated guided vehicle. The study involves a survey of AI algorithm modifications suggested by researchers to enhance the 5G and 6G core. Additionally, the paper introduces a modified edge architecture that seamlessly integrates the RNN technologies into O-RAN, aiming to provide end users with optimal performance experiences. The authors propose a selection of cutting-edge technologies to facilitate easy implementation of these modifications by developers.
本文探讨了网络提供商利用 Kubernetes 等云原生技术实施 6G/5G 标准的问题。主要重点是提出算法,以提高汽车作为云和自动导引车等先进网络的用户参数质量。这项研究包括对研究人员提出的人工智能算法修改建议进行调查,以增强 5G 和 6G 核心。此外,论文还介绍了一种改进的边缘架构,该架构将 RNN 技术无缝集成到 O-RAN 中,旨在为终端用户提供最佳性能体验。作者提出了一些前沿技术,以方便开发人员轻松实施这些修改。
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引用次数: 0
DUAL BAND F-ANTENNA FOR EUROPE AND NORTH AMERICA 欧洲和北美双波段f天线
Pub Date : 2023-06-27 DOI: 10.5121/ijwmn.2023.15301
Prasad Samudrala, Justin Jose, Amit Kulkarni
A single antenna for multiple bands are always beneficial from the design point of view. Here a single antenna which is fundamentally inverted F antenna is used, the uniqueness of the design is that , it uses trap technique to produce dual resonance from a single inverted F antenna . The trap used to block the current due to some frequencies and passes the current contributed by other frequencies. So in short , this trap is like a RF filter which has some passband as well as stop band. This trap approach uses a LC network to achieve this design goal .The two bands of interest are 865-870 MHz and 902-928 MHz .. The challenge of this design is that the frequency separation of the two bands is very small. In this case, and also the extra section for low frequency band is too small. Then, the influence of trap LC component variation due to tolerance to the two resonant frequencies is big, and so it is difficult to achieve good in band return loss within the LC tolerance. This is the main difficulty of this design. This issue is resolved by placing the low band section away from the end of the antenna. The antenna is designed on FR4 substrate material having thickness of 1.6 mm and hence it is a low cost solution which could use in various commercial applications which follows these bands.
从设计的角度来看,多波段的单天线总是有益的。这里使用了一个单天线,基本上是倒F天线,设计的独特之处在于,它使用陷阱技术从一个倒F天线产生双谐振。该陷阱用于阻挡由某些频率产生的电流,并通过由其他频率产生的电流。简而言之,这个陷阱就像一个有通带和阻带的RF滤波器。该陷阱方法使用LC网络来实现此设计目标。两个感兴趣的频段是865-870 MHz和902-928 MHz。这种设计的挑战在于两个频段的频率间隔非常小。在这种情况下,对于低频段的额外部分也太小。然后,由于对两个谐振频率的容差,陷阱LC分量变化的影响很大,因此很难在LC容差范围内实现良好的带内回波损耗。这是本设计的主要难点。这个问题可以通过将低频段部分置于远离天线末端的位置来解决。天线设计在厚度为1.6毫米的FR4基板材料上,因此它是一种低成本的解决方案,可以用于遵循这些频段的各种商业应用。
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引用次数: 0
DESIGN OF FRACTAL-BASED TRI-BAND MICROSTRIP BANDPASS FILTER FOR ISM,WLAN AND WIMAX APPLICATIONS 用于ism, wlan和wimax应用的分形三带微带带通滤波器的设计
Pub Date : 2023-06-27 DOI: 10.5121/ijwmn.2023.15302
Nagham Radhi, Mohammed Fadhil
The Peano fractal geometries exhibit a notable ability to space filling due to their distinctive characteristics. In this study, we introduce a Peano-based first-generation flat microstrip multi-band bandpass filter. The filter is presented as a possible solution for ISM, WLAN, and WiMAX applications thanks to its design with symmetric three coupled lines and asymmetric two coupled lines. The first version of the Peano fractal curve was used to design a bandpass filter with a satisfactory response at 2.44, 3.79, and 5.75 GHz. A substrate with a relative dielectric constant of 3.48 and a thickness of 0.762 mm was used to create the filter. The filter architectures' simulated performances were assessed using the CST STUDIO SUITE-based method of moments (MoM). The results show that the proposed filter architecture has good return loss and transmission properties, in addition to its reduced size and inexpensive cost
Peano分形几何由于其独特的特征而表现出显著的空间填充能力。在这项研究中,我们介绍了基于花生的第一代平面微带多带通滤波器。由于采用对称三耦合线和非对称双耦合线的设计,该滤波器被认为是ISM、WLAN和WiMAX应用的可能解决方案。利用第一个版本的Peano分形曲线设计了一个带通滤波器,在2.44、3.79和5.75 GHz处具有满意的响应。采用相对介电常数为3.48,厚度为0.762 mm的衬底制作滤波器。使用基于CST STUDIO suite的矩量法(MoM)评估滤波器架构的模拟性能。结果表明,该滤波器结构具有良好的回波损耗和传输性能,并且体积小,成本低
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引用次数: 0
CFMS: A Cluster-based Convergecast Framework for Dense Multi-Sink Wireless Sensor Networks CFMS:一种基于集群的多汇聚无线传感器网络融合框架
Pub Date : 2023-02-27 DOI: 10.5121/ijwmn.2023.15101
Gokou Hervé Fabrice Diédié, Koigny Fabrice Kouassi, Tchimou N’ Takpé
Convergecast is one of the most challenging tasks in Wireless Sensor Networks (WSNs). Indeed, this data collection process must be conducted while copying with packet collisions, nodes’ congestion or data redundancy. These issues always result in energy waste which is detrimental to network efficiency and lifetime. This paper is aimed to address these problems in large-scale multi-sink WSNs. Inspired by our previous work MSCP, we designed a lightweight protocol stack that seamlessly combines clustering, pathvector routing, sinks’ duty cycling, data aggregation and transmission scheduling in order to minimise message overhead and packet losses. Simulation results show that this solution can mitigate delay while significantly increasing packet delivery and network lifetime.
汇聚广播是无线传感器网络(WSNs)中最具挑战性的任务之一。实际上,这个数据收集过程必须在复制时进行,同时存在数据包冲突、节点拥塞或数据冗余。这些问题总是导致能源浪费,不利于网络的效率和寿命。本文旨在解决大规模多sink无线传感器网络中存在的这些问题。受我们之前的工作MSCP的启发,我们设计了一个轻量级协议栈,它无缝地结合了集群,路径矢量路由,接收器的占空比,数据聚合和传输调度,以最大限度地减少消息开销和数据包丢失。仿真结果表明,该方案在显著提高分组传输和网络生存时间的同时,能够有效地降低时延。
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引用次数: 0
Geocast Routing Protocols for Vehicular Ad-hoc Networks: A Survey 车载自组织网络的地理广播路由协议:综述
Pub Date : 2022-12-30 DOI: 10.5121/ijwmn.2022.14601
Ritesh Yaduwanshi, Reena Kasana, Sushil Kumar
Geocast routing is considered to be advantageous in VANETs, as most of the safety applications are location-based and are relevant to a particular geographical area rather than individual vehicles. Hence, the geocast routing approach where data packets are delivered to a specific geographic area or zone of relevance has become an important research area among researchers and academicians. This article surveys the existing geocast routing protocols for the vehicular environment and compares them qualitatively based on various parameters. The pros and cons of each routing protocol are discussed. Certain directions for future research related to geocast routing protocols are also presented.
地理广播路由被认为在vanet中是有利的,因为大多数安全应用都是基于位置的,并且与特定的地理区域相关,而不是与单个车辆相关。因此,将数据包传送到特定地理区域或相关区域的地理播路由方法成为研究人员和学术界的一个重要研究领域。本文综述了现有的车载环境地播路由协议,并基于各种参数对它们进行了定性比较。讨论了每种路由协议的优缺点。最后,对地播路由协议的未来研究方向进行了展望。
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引用次数: 0
Laboratory Analysis on the Performance of 5G NSA Communication in a Suburban Scenario 城郊场景下5G NSA通信性能实验室分析
Pub Date : 2022-12-30 DOI: 10.5121/ijwmn.2022.14602
B. S. D. Silva, I. Batalha
The propagation of information by electromagnetic waves suffers different types of interference, according to the characteristics of the environment. The 5G system relies on adaptive modulation and coding techniques to better suit the channel and maximize effective data exchange between the user equipment and the network. Practical studies on the behaviour of the system under different environmental conditions, subject to attenuation processes such as fading, are important to understand and improve the 5G efficiency. This work has analysed the effect of the MCS (Modulation and Coding Scheme) variation on throughput for channel degraded by the multipath fading effect in a mobile communication. The analysis was carried out showing that the decision algorithms in terms of MCS switching to maintain adequate data rates according to the requirement (QoS) is an important factor. Considering both 64 QAM and 256 QAM, the throughput degradation effect was more evident in higher-order modulations due to the higher probability of bit error in the symbol constellation. This study can be a key for understanding and developing robust MCS switcher for 5G and beyond communications.
根据环境的特点,电磁波传播信息会受到不同类型的干扰。5G系统依靠自适应调制和编码技术来更好地适应信道,并最大限度地提高用户设备和网络之间的有效数据交换。实际研究系统在不同环境条件下的行为,受衰落等衰减过程的影响,对于理解和提高5G效率非常重要。本文分析了移动通信中调制和编码方案(MCS)变化对信道吞吐量的影响。分析表明,决策算法在MCS切换方面根据要求保持足够的数据速率(QoS)是一个重要因素。考虑到64 QAM和256 QAM,由于符号星座中更高的误码概率,高阶调制的吞吐量退化效应更为明显。这项研究可以成为理解和开发用于5G及以后通信的强大MCS切换器的关键。
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引用次数: 0
Signal Detection in MIMO Communications System with Non-Gaussian Noises based on Deep Learning and Maximum Correntropy Criterion 基于深度学习和最大相关熵准则的非高斯噪声MIMO通信系统信号检测
Pub Date : 2022-10-31 DOI: 10.5121/ijwmn.2022.14501
M. Pourmir, R. Monsefi, G. Hodtani
In this paper, we study signal detection in multi-input-multi output (MIMO) communications system with non-Gaussian noises such as Middleton Class A noise, Gaussian mixtures and alpha stable distributions, using several deep neural network-based detector models such as FULLYCONNECTED and DETNET detector. By applying information theoretic criterion of Maximum Correntropy , SVD analysis on the channel matrix and reducing network complexity, the suggested deep neural network detector performs well in environments with non-Gaussian noises and, compared to the deep neural network-based detector with MSE loss function, achieves better performance.
本文利用几种基于深度神经网络的检测器模型(FULLYCONNECTED和DETNET检测器),研究了含有米德尔顿A类噪声、高斯混合噪声和α稳定分布等非高斯噪声的多输入多输出(MIMO)通信系统中的信号检测。通过应用最大相关熵的信息论准则、对信道矩阵进行SVD分析和降低网络复杂度,所提出的深度神经网络检测器在非高斯噪声环境下表现良好,与基于MSE损失函数的深度神经网络检测器相比,具有更好的性能。
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引用次数: 1
Transmission Power and Quality of Service In MANET Routing Protocols MANET路由协议中的传输功率和服务质量
Pub Date : 2022-08-31 DOI: 10.5121/ijwmn.2022.14402
Ratna R. Sarkar, Mohammad Zahidur Rahman
Wireless communication is significantly influenced by the Mobile Ad Hoc Network (MANET), which consists of nodes like mobile phones, tablets, computers, or other devices that can connect with one another. MANET is a decentralized network that communicates without using any specified infrastructure. The lack of battery power in this multihop network with no infrastructure is problematic. As a result, proper transmission power utilization must be considered. Transmission power significantly impacts the data dissemination of different routing protocols used in this MANET environment. By taking this issue into account, the performance of routing protocols is examined based on different transmission power settings. The packet delivery ratio (PDR), packet loss (PL), jitter, and Dealy all play a role in determining network service quality. This study investigates how transmission power impacts MANET routing protocols’ quality of Service (QoS). The MANET routing protocols investigated in this study include AODV, OLSR, DSDV, and DSR. NS3 is used to create the simulation environment. According to this analysis, AODV outperforms other routing protocols in overall performance.
无线通信受到移动自组织网络(MANET)的显著影响,该网络由移动电话、平板电脑、计算机或其他可以相互连接的设备等节点组成。MANET是一种不使用任何特定基础设施进行通信的分散网络。在这种没有基础设施的多跳网络中,电池电量不足是一个问题。因此,必须考虑适当的传输功率利用。在这种MANET环境中,传输功率对不同路由协议的数据传播有显著影响。考虑到这一问题,根据不同的传输功率设置对路由协议的性能进行了测试。PDR (packet delivery ratio)、丢包率(packet loss)、抖动(jitter)和时延(Dealy)都是影响网络业务质量的因素。本研究探讨传输功率如何影响MANET路由协议的服务质量(QoS)。本文研究的MANET路由协议包括AODV、OLSR、DSDV和DSR。NS3用于创建仿真环境。根据这一分析,AODV在总体性能上优于其他路由协议。
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引用次数: 0
The Dynamics of the Ubiquitous Internet of Things (IoT) and Trailblazing Data Mining (DM) 无处不在的物联网(IoT)的动态和开创性的数据挖掘(DM)
Pub Date : 2022-06-30 DOI: 10.5121/ijwmn.2022.14302
B. Lainjo
The research study intends to understand the thematic dynamics of the internet of things (IoT), thereby aiming to address the general objective i.e. “To explore and streamline the IoT thematic dynamics with a focus on cross-cutting data mining, and IoT apps evidence-based publication trends”. To meet this objective, secondary research has been compiled as part of the analytic process. It was found from the research that IoT continues to evolve with significant degrees of proliferation. Complementary and trailblazing data mining (DM) with more access to cloud computing platforms has catalyzed accelerating the achievement of planned technological innovations. The outcome has been myriads of apps currently used in different thematic landscapes. Based on available data on app searches by users, and between 2016 and 2019, themes like sports, supply chain, and agriculture maintained positive trends over the four years. The emerging Internet of Nano-Things was found to be beneficial in many sectors. Wireless Sensor Networks (WSNs) were also found to be emerging with more accurate and effective results in gathering information along with processing data and communication technologies. In summary, available data indicate that IoT is happening and has a significant implication on data mining. All indications suggest that it will continue to grow and increasingly affect how we interact with “things”. A backdrop of concerns exists ranging from developing standard protocols to protecting individual privacy.
该研究旨在了解物联网(IoT)的主题动态,从而旨在实现总体目标,即“探索和简化物联网主题动态,重点关注跨领域数据挖掘,以及物联网应用基于证据的出版趋势”。为了实现这一目标,二级研究已被汇编为分析过程的一部分。从研究中发现,物联网继续发展,并具有显著的扩散程度。通过更多地使用云计算平台,互补性和开创性的数据挖掘(DM)促进了计划中的技术创新的加速实现。其结果是,目前有无数应用程序用于不同的主题领域。根据用户应用程序搜索的现有数据,在2016年至2019年期间,体育、供应链和农业等主题在四年中保持了积极的趋势。人们发现,新兴的纳米物联网在许多领域都是有益的。无线传感器网络(WSNs)在收集信息以及处理数据和通信技术方面也出现了更准确和有效的结果。综上所述,现有数据表明物联网正在发生,并且对数据挖掘具有重要意义。所有迹象表明,它将继续增长,并越来越多地影响我们与“事物”的互动方式。从制定标准协议到保护个人隐私,存在着各种担忧。
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引用次数: 1
Energy Efficient Optimum Sampling Rate for Analogue Signals with Extremely Wide Bandwidth using Compressive Sensing 利用压缩感知实现极宽带宽模拟信号的高能效最佳采样率
Pub Date : 2022-06-30 DOI: 10.5121/ijwmn.2022.14305
Sylvester Ajah, Ifenyiwa, E. Achumba, N. Chukwuchekwa, Nosiri Onyebuchi
The natural signals are mostly analogue in nature, but because of the benefits of digital processing of these signals: flexibility, accuracy, storage and low cost; processing these signals digitally is often preferred. But the existing analogues to digital converters are efficient in processing signals with small to medium bandwidths, but inefficient for signals with large bandwidths. The real-time processing of these signals with large bandwidths are done analogically or optically at the cost of the aforementioned advantages of digital processing of these signals. This paper is aimed at solving the real-time challenge of processing these extremely wide bandwidth signals digitally using a compressive sensing (CS) algorithm, with specific detail on the ways the application of CS will enhance the energy efficiency of wireless communication devices. Consequently, determine the throughput at which the use of CS is energy efficient for wireless devices using energy-efficient compressive sensing throughput (EECST) model. The simulation results show that the throughput requirements for introducing CS in any machine to machine (M2M) / internet of things (IoT) communication application to be energy efficient are minimum of 54bits per second and 317 bits per second when the required number of clock cycles for performing various device applications is 20,000 and 50000 respectively.
自然信号在本质上大多是模拟的,但由于对这些信号进行数字处理的好处:灵活、准确、存储和低成本;通常首选以数字方式处理这些信号。但是现有的数字转换器在处理小到中等带宽的信号时效率很高,而在处理大带宽的信号时效率很低。这些具有大带宽的信号的实时处理以模拟或光学方式完成,代价是这些信号的数字处理的上述优点。本文旨在解决使用压缩感知(CS)算法对这些极宽带宽信号进行数字化处理的实时挑战,并详细介绍了CS的应用将如何提高无线通信设备的能效。因此,使用节能压缩感知吞吐量(EECST)模型确定使用CS对无线设备节能的吞吐量。仿真结果表明,当执行各种设备应用所需的时钟周期数分别为20,000和50,000时,在任何机器对机器(M2M) /物联网(IoT)通信应用中引入CS以实现节能的吞吐量要求至少为每秒54位和每秒317位。
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引用次数: 0
期刊
International Journal of Wireless & Mobile Networks
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