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Secure-by-Design Real-Time Internet of Medical Things Architecture: e-Health Population Monitoring (RTPM) 安全设计的实时医疗物联网架构:电子健康人口监测 (RTPM)
Pub Date : 2024-07-10 DOI: 10.3390/telecom5030031
Jims Marchang, Jade McDonald, Solan Keishing, Kavyan Zoughalian, Raymond Mawanda, Corentin Delhon-Bugard, Nicolas Bouillet, Ben Sanders
The healthcare sector has undergone a profound transformation, owing to the influential role played by Internet of Medical Things (IoMT) technology. However, there are substantial concerns over these devices’ security and privacy-preserving mechanisms. The current literature on IoMT tends to focus on specific security features, rather than wholistic security concerning Confidentiality, Integrity, and Availability (CIA Triad), and the solutions are generally simulated and not tested in a real-world network. The proposed innovative solution is known as Secure-by-Design Real-Time IoMT Architecture for e-Health Population Monitoring (RTPM) and it can manage keys at both ends (IoMT device and IoMT server) to maintain high privacy standards and trust during the monitoring process and enable the IoMT devices to run safely and independently even if the server is compromised. However, the session keys are controlled by the trusted IoMT server to lighten the IoMT devices’ overheads, and the session keys are securely exchanged between the client system and the monitoring server. The proposed RTPM focuses on addressing the major security requirements for an IoMT system, i.e., the CIA Triad, and conducts device authentication, protects from Denial of Service (DoS) and Distributed Denial of Service (DDoS) attacks, and prevents non-repudiation attacks in real time. A self-healing solution during the network failure of live e-health monitoring is also incorporated in RTPM. The robustness and stress of the system are tested with different data types and by capturing live network traffic. The system’s performance is analysed using different security algorithms with different key sizes of RSA (1024 to 8192 bits), AES (128 to 256 bits), and SHA (256 bits) to support a resource-constraint-powered system when integrating with resource-demanding secure parameters and features. In the future, other security features like intrusion detection and prevention and the user’s experience and trust level of such a system will be tested.
由于医疗物联网(IoMT)技术发挥了重要作用,医疗保健行业经历了一场深刻的变革。然而,人们对这些设备的安全性和隐私保护机制非常担忧。目前有关 IoMT 的文献往往侧重于特定的安全功能,而不是有关保密性、完整性和可用性(CIA 三性)的整体安全,而且这些解决方案一般都是模拟的,没有在真实世界的网络中进行测试。所提出的创新解决方案被称为 "用于电子健康人口监测的安全设计实时 IoMT 架构(RTPM)",它可以管理两端(IoMT 设备和 IoMT 服务器)的密钥,从而在监测过程中保持较高的隐私标准和信任度,即使服务器受到威胁,IoMT 设备也能安全、独立地运行。不过,会话密钥由可信的 IoMT 服务器控制,以减轻 IoMT 设备的开销,会话密钥在客户端系统和监控服务器之间安全交换。所提出的 RTPM 重点解决了 IoMT 系统的主要安全要求,即 CIA Triad,并能实时进行设备验证、防止拒绝服务(DoS)和分布式拒绝服务(DDoS)攻击,以及防止不可抵赖攻击。RTPM 中还包含实时电子健康监测网络故障时的自愈解决方案。通过不同的数据类型和捕获实时网络流量,对系统的稳健性和压力进行了测试。使用不同密钥大小的 RSA(1024 至 8192 位)、AES(128 至 256 位)和 SHA(256 位)等不同安全算法对系统性能进行了分析,以便在集成对资源要求较高的安全参数和功能时支持资源受限的系统。今后,还将测试入侵检测和防御等其他安全功能,以及用户对此类系统的体验和信任度。
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引用次数: 0
5G Network Deployment Planning Using Metaheuristic Approaches 利用元智方法进行 5G 网络部署规划
Pub Date : 2024-07-09 DOI: 10.3390/telecom5030030
Binod Sapkota, Rijan Ghimire, Paras Pujara, Shashank Ghimire, Ujjwal Shrestha, Roshani Ghimire, Babu R. Dawadi, Shashidhar R. Joshi
The present research focuses on optimizing 5G base station deployment and visualization, addressing the escalating demands for high data rates and low latency. The study compares the effectiveness of Genetic Algorithm (GA), Particle Swarm Optimization (PSO), Simulated Annealing (SA), and Grey Wolf Optimizer (GWO) in both Urban Macro (UMa) and Remote Macro (RMa) deployment scenarios that overcome the limitations of the current method of 5G deployment, which involves adopting Non-Standalone (NSA) architecture. Emphasizing population density, the optimization process eliminates redundant base stations for enhanced efficiency. Results indicate that PSO and GA strike the optimal balance between coverage and capacity, offering valuable insights for efficient network planning. The study includes a comparison of 28 GHz and 3.6 GHz carrier frequencies for UMa, highlighting their respective efficiencies. Additionally, the research proposes a 2.6 GHz carrier frequency for Remote Macro Antenna (RMa) deployment, enhancing 5G Multi-Tier Radio Access Network (RAN) planning and providing practical solutions for achieving infrastructure reduction and improved network performance in a specific geographical context.
本研究的重点是优化 5G 基站部署和可视化,满足对高数据速率和低延迟不断升级的需求。研究比较了遗传算法(GA)、粒子群优化(PSO)、模拟退火(SA)和灰狼优化器(GWO)在城市宏基站(UMa)和远程宏基站(RMa)部署场景中的有效性,克服了当前 5G 部署方法的局限性,即采用非独立基站(NSA)架构。优化过程强调人口密度,消除冗余基站以提高效率。结果表明,PSO 和 GA 实现了覆盖范围和容量之间的最佳平衡,为高效网络规划提供了宝贵的见解。研究包括对用于 UMa 的 28 GHz 和 3.6 GHz 载波频率进行比较,突出强调了它们各自的效率。此外,研究还提出了用于远程宏天线(RMa)部署的 2.6 GHz 载波频率,从而加强了 5G 多层无线接入网(RAN)规划,并为在特定地理环境下减少基础设施和提高网络性能提供了实用的解决方案。
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引用次数: 0
Studying the Impact of Different TCP DoS Attacks on the Parameters of VoIP Streams 研究不同 TCP DoS 攻击对 VoIP 流参数的影响
Pub Date : 2024-07-08 DOI: 10.3390/telecom5030029
Ivan Nedyalkov
In today’s digital world, no one and nothing is safe from potential cyberattacks. There is also no 100% protection from such attacks. Therefore, it is advisable to carry out various studies related to the effects of the different cyberattacks on the performance of the specific devices under attack. In this work, a study was carried out to determine how individual TCP DoS attacks affect the parameters of VoIP (Voice over IP) voice and video streams. For the purpose of this work, a model of a simple IP network has been created using the GNS3 IP network-modeling platform. The VoIP platform used was Asterisk Free PBX. Tools from Kali Linux were used to implement the individual TCP DoS attacks; IP-network-monitoring tools and round-trip-delay-measurement tools were also used. The proposed study is applicable to multiple VoIP platforms wherein voice and video traffic are passed/processed by the VoIP server. From the obtained results, it was found that Asterisk Free PBX is very well secured against TCP DoS attacks, which do not affect the platform performance or the parameters of the voice and video streams. The values of the observed parameters, such as jitter, packet loss, round-trip delay, etc., are very far from the maximum allowable values. We also observed a low load on the CPU and RAM of the system during the whole study.
在当今的数字世界中,没有任何人或任何事物能够幸免于潜在的网络攻击。也没有百分之百的保护措施可以抵御此类攻击。因此,最好就不同网络攻击对特定受攻击设备性能的影响开展各种研究。在这项工作中,我们进行了一项研究,以确定单个 TCP DoS 攻击如何影响 VoIP(IP 语音)语音和视频流的参数。为此,我们使用 GNS3 IP 网络建模平台创建了一个简单的 IP 网络模型。使用的 VoIP 平台是 Asterisk Free PBX。使用 Kali Linux 工具实现了单个 TCP DoS 攻击;还使用了 IP 网络监控工具和往返延迟测量工具。建议的研究适用于多种 VoIP 平台,其中语音和视频流量由 VoIP 服务器传递/处理。研究结果表明,Asterisk Free PBX 可以很好地抵御 TCP DoS 攻击,这些攻击不会影响平台性能或语音和视频流的参数。观察到的抖动、数据包丢失、往返延迟等参数值与最大允许值相差甚远。在整个研究过程中,我们还观察到系统的 CPU 和 RAM 负载很低。
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引用次数: 0
Bi-GRU-APSO: Bi-Directional Gated Recurrent Unit with Adaptive Particle Swarm Optimization Algorithm for Sales Forecasting in Multi-Channel Retail Bi-GRU-APSO:双向门控循环单元与自适应粒子群优化算法用于多渠道零售业销售预测
Pub Date : 2024-07-01 DOI: 10.3390/telecom5030028
Aruna Mogarala Guruvaya, Archana Kollu, P. Divakarachari, Przemysław Falkowski‐Gilski, H. Praveena
In the present scenario, retail sales forecasting has a great significance in E-commerce companies. The precise retail sales forecasting enhances the business decision making, storage management, and product sales. Inaccurate retail sales forecasting can decrease customer satisfaction, inventory shortages, product backlog, and unsatisfied customer demands. In order to obtain a better retail sales forecasting, deep learning models are preferred. In this manuscript, an effective Bi-GRU is proposed for accurate sales forecasting related to E-commerce companies. Initially, retail sales data are acquired from two benchmark online datasets: Rossmann dataset and Walmart dataset. From the acquired datasets, the unreliable samples are eliminated by interpolating missing data, outlier’s removal, normalization, and de-normalization. Then, feature engineering is carried out by implementing the Adaptive Particle Swarm Optimization (APSO) algorithm, Recursive Feature Elimination (RFE) technique, and Minimum Redundancy Maximum Relevance (MRMR) technique. Followed by that, the optimized active features from feature engineering are given to the Bi-Directional Gated Recurrent Unit (Bi-GRU) model for precise retail sales forecasting. From the result analysis, it is seen that the proposed Bi-GRU model achieves higher results in terms of an R2 value of 0.98 and 0.99, a Mean Absolute Error (MAE) of 0.05 and 0.07, and a Mean Square Error (MSE) of 0.04 and 0.03 on the Rossmann and Walmart datasets. The proposed method supports the retail sales forecasting by achieving superior results over the conventional models.
在当前形势下,零售销售预测对电子商务公司具有重要意义。精确的零售销售预测可以提高业务决策、仓储管理和产品销售的效率。不准确的零售销售预测会降低客户满意度、造成库存短缺、产品积压和客户需求得不到满足。为了获得更好的零售销售预测,深度学习模型是首选。在本手稿中,我们提出了一种有效的 Bi-GRU 模型,用于对电子商务公司进行准确的销售预测。最初,我们从两个基准在线数据集获取零售销售数据:Rossmann 数据集和沃尔玛数据集。从获取的数据集中,通过内插缺失数据、去除离群值、归一化和去归一化等方法消除不可靠的样本。然后,通过实施自适应粒子群优化(APSO)算法、递归特征消除(RFE)技术和最小冗余最大相关性(MRMR)技术来进行特征工程。然后,将特征工程中优化的主动特征赋予双向门控循环单元(Bi-GRU)模型,以实现精确的零售额预测。从结果分析中可以看出,所提出的 Bi-GRU 模型在 Rossmann 和沃尔玛数据集上取得了较高的结果,R2 值分别为 0.98 和 0.99,平均绝对误差(MAE)分别为 0.05 和 0.07,平均平方误差(MSE)分别为 0.04 和 0.03。与传统模型相比,所提出的方法取得了更优越的结果,为零售销售预测提供了支持。
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引用次数: 0
Enhancing Beamforming Efficiency Utilizing Taguchi Optimization and Neural Network Acceleration 利用田口优化和神经网络加速提高波束成形效率
Pub Date : 2024-06-07 DOI: 10.3390/telecom5020023
Ramzi Kheder, R. Ghayoula, A. Smida, I. El Gmati, Lassad Latrach, W. Amara, Amor Hammami, J. Fattahi, M. Waly
This article presents an innovative method for efficiently synthesizing radiation patterns by combining the Taguchi method and neural networks, validating the results on a ten-element antenna array. The Taguchi method aims to minimize product and process variability, while neural networks are used to model the relationship between antenna design parameters and radiation pattern characteristics. This approach utilizes Taguchi parameters as inputs for the neural network, which is then trained on a dataset generated by the Taguchi method. After training, the network is validated using a real ten-element antenna array. Analytical results demonstrate that this method enables efficient synthesis of radiation patterns, with a significant reduction in computation time compared to traditional approaches. Furthermore, validation on the antenna array confirms the accuracy and robustness of the approach, showing a high correlation between the performance predicted by the neural network model and actual measurements on the antenna array. In summary, our article highlights that the combined use of the Taguchi method and neural networks, with validation on a real antenna array, offers a promising approach for efficient synthesis of antenna radiation patterns. This approach combines speed, accuracy, and reliability in antenna system design.
本文介绍了一种结合田口方法和神经网络有效合成辐射模式的创新方法,并对十元天线阵列的结果进行了验证。田口方法旨在最大限度地减少产品和流程的可变性,而神经网络则用于模拟天线设计参数与辐射模式特征之间的关系。这种方法利用田口参数作为神经网络的输入,然后在田口方法生成的数据集上对神经网络进行训练。训练完成后,使用真实的十元天线阵列对网络进行验证。分析结果表明,与传统方法相比,这种方法能高效合成辐射模式,并显著减少计算时间。此外,在天线阵列上进行的验证证实了该方法的准确性和鲁棒性,表明神经网络模型预测的性能与天线阵列上的实际测量结果之间具有很高的相关性。总之,我们的文章强调,结合使用田口方法和神经网络,并在实际天线阵列上进行验证,为高效合成天线辐射模式提供了一种前景广阔的方法。这种方法结合了天线系统设计的速度、准确性和可靠性。
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引用次数: 0
Emerging Industrial Internet of Things Open-Source Platforms and Applications in Diverse Sectors 新兴工业物联网开源平台及在各行各业的应用
Pub Date : 2024-05-14 DOI: 10.3390/telecom5020019
Eyuel Debebe Ayele, Stylianos Gavriel, Javier Ferreira Gonzalez, Wouter B. Teeuw, Panayiotis Philimis, Ghayoor Gillani
Revolutionary advances in technology have been seen in many industries, with the IIoT being a prime example. The IIoT creates a network of interconnected devices, allowing smooth communication and interoperability in industrial settings. This not only boosts efficiency, productivity, and safety but also provides transformative solutions for various sectors. This research looks into open-source IIoT and edge platforms that are applicable to a range of applications with the aim of finding and developing high-potential solutions. It highlights the effect of open-source IIoT and edge computing platforms on traditional IIoT applications, showing how these platforms make development and deployment processes easier. Popular open-source IIoT platforms include DeviceHive and Thingsboard, while EdgeX Foundry is a key platform for edge computing, allowing IIoT applications to be deployed closer to data sources, thus reducing latency and conserving bandwidth. This study seeks to identify potential future domains for the implementation of IIoT solutions using these open-source platforms. Additionally, each sector is evaluated based on various criteria, such as development requirement analyses, market demand projections, the examination of leading companies and emerging startups in each domain, and the application of the International Patent Classification (IPC) scheme for in-depth sector analysis.
许多行业都取得了革命性的技术进步,IIoT 就是一个典型的例子。IIoT 建立了一个设备互联网络,实现了工业环境中的顺畅通信和互操作性。这不仅能提高效率、生产力和安全性,还能为各行各业提供变革性的解决方案。本研究探讨了适用于一系列应用的开源 IIoT 和边缘平台,旨在寻找和开发高潜力的解决方案。它强调了开源物联网和边缘计算平台对传统物联网应用的影响,展示了这些平台如何使开发和部署过程变得更容易。流行的开源物联网平台包括 DeviceHive 和 Thingsboard,而 EdgeX Foundry 则是边缘计算的关键平台,它允许将物联网应用部署到更靠近数据源的地方,从而减少延迟并节省带宽。本研究旨在确定未来利用这些开源平台实施物联网解决方案的潜在领域。此外,还根据各种标准对每个领域进行了评估,如开发要求分析、市场需求预测、对每个领域的领先公司和新兴初创企业的考察,以及应用国际专利分类(IPC)计划进行深入的领域分析。
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引用次数: 0
A Wide Bandwidth Vivaldi Antenna Suitable for 5G/6G Communication Utilizing a CMOS 0.18 μm Process 利用 CMOS 0.18 μm 工艺制造的适用于 5G/6G 通信的宽带宽 Vivaldi 天线
Pub Date : 2024-05-14 DOI: 10.3390/telecom5020020
Ming-An Chung, Chung-Wu Ting, Kuo-Chun Tseng
This text proposes a Vivaldi structure array antenna, using a power divider structure. The composition includes an antenna array with four antennas, suitable for a wideband array structure antenna in the 100 GHz frequency band. The goal is to address the challenges faced by monolithic systems in modern wireless communications, particularly the issue of the inapplicability of antennas on silicon substrates. The Vivaldi antenna was chosen for its wide bandwidth, high efficiency, and stable radiation pattern. It combines the characteristics of a wide scanning angle and ultra-wide bandwidth. Through integration with CMOS technology, the developed antenna achieved a bandwidth of 85.47–102.40 GHz. The peak gain reached −4 dBi, corresponding to a bandwidth of 17.7%. And the antenna volume was only 1.2 mm × 1.2 mm, demonstrating its immense potential in high-frequency wireless applications.
本文提出了一种采用功率分配器结构的维瓦尔第结构阵列天线。它包括一个由四根天线组成的天线阵列,适用于 100 GHz 频段的宽带阵列结构天线。其目标是解决单片系统在现代无线通信中面临的挑战,特别是天线在硅基板上不适用的问题。之所以选择 Vivaldi 天线,是因为它具有宽频带、高效率和稳定的辐射模式。它结合了宽扫描角和超宽带宽的特点。通过与 CMOS 技术的集成,所开发的天线实现了 85.47-102.40 GHz 的带宽。峰值增益达到 -4dBi,相当于 17.7% 的带宽。天线体积仅为 1.2 mm × 1.2 mm,显示了其在高频无线应用中的巨大潜力。
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引用次数: 0
Low-Cost, Open-Source, Experimental Setup Communication Platform for Emergencies, Based on SD-WAN Technology 基于 SD-WAN 技术的低成本、开源、试验性应急设置通信平台
Pub Date : 2024-05-02 DOI: 10.3390/telecom5020018
Vasileios Cheimaras, Spyridon Papagiakoumos, Nikolaos Peladarinos, Athanasios Trigkas, P. Papageorgas, Dimitrios D. Piromalis, R. A. Munteanu
The rapid advancement of communication technologies underscores the urgent need for robust and adaptable emergency communication systems (ECSs), particularly crucial during crises and natural disasters. Although network-based ECSs have been extensively studied, integrating open-source technologies, such as software-defined wide area networks (SD-WAN) with private long-term evolution (LTE) base stations, is a relatively unexplored domain. This study endeavors to fill this gap by introducing an experimental ECS platform that utilizes a hybrid network, incorporating a VoIP network to enhance open-source and on-premises communications in targeted areas. Our hypothesis posits that a hybrid network architecture, combining SD-WAN and private LTE, can substantially improve the reliability and efficiency of ECSs. Our findings, supported by the open-source OMNeT++ simulator, illuminate the enhanced communication reliability of the network. Moreover, the proposed platform, characterized by autonomous wireless 4G/LTE base stations and an Asterisk VoIP server, demonstrates improved quality of service (QoS) and quality of experience (QoE), with minimal data loss. This research not only has immediate practical applications but also bears significant implications for the development of cost-effective, open-source communication networks, optimized for emergencies, critical infrastructure, and remote areas.
通信技术的飞速发展凸显了对稳健且适应性强的应急通信系统(ECS)的迫切需求,这在危机和自然灾害期间尤为重要。尽管对基于网络的应急通信系统进行了广泛研究,但将软件定义广域网(SD-WAN)等开源技术与专用长期演进(LTE)基站集成在一起,还是一个相对尚未开发的领域。本研究试图通过引入一个实验性 ECS 平台来填补这一空白,该平台利用混合网络,结合 VoIP 网络来增强目标区域的开源和内部通信。我们的假设是,结合 SD-WAN 和专用 LTE 的混合网络架构可大幅提高 ECS 的可靠性和效率。我们的研究结果得到了开源 OMNeT++ 模拟器的支持,阐明了网络通信可靠性的提高。此外,由自主无线 4G/LTE 基站和 Asterisk VoIP 服务器组成的拟议平台还能提高服务质量(QoS)和体验质量(QoE),并将数据丢失降到最低。这项研究不仅具有直接的实际应用价值,而且对开发具有成本效益的开源通信网络具有重要意义,可优化用于紧急情况、关键基础设施和偏远地区。
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引用次数: 0
Feature-Selection-Based DDoS Attack Detection Using AI Algorithms 利用人工智能算法进行基于特征选择的 DDoS 攻击检测
Pub Date : 2024-04-17 DOI: 10.3390/telecom5020017
Muhammad Saibtain Raza, M. A. Sheikh, I. Hwang, M. Ab-Rahman
SDN has the ability to transform network design by providing increased versatility and effective regulation. Its programmable centralized controller gives network administration employees more authority, allowing for more seamless supervision. However, centralization makes it vulnerable to a variety of attack vectors, with distributed denial of service (DDoS) attacks posing a serious concern. Feature selection-based Machine Learning (ML) techniques are more effective than traditional signature-based Intrusion Detection Systems (IDS) at identifying new threats in the context of defending against distributed denial of service (DDoS) attacks. In this study, NGBoost is compared with four additional machine learning (ML) algorithms: convolutional neural network (CNN), Stochastic Gradient Descent (SGD), Decision Tree, and Random Forest, in order to assess the effectiveness of DDoS detection on the CICDDoS2019 dataset. It focuses on important measures such as F1 score, recall, accuracy, and precision. We have examined NeTBIOS, a layer-7 attack, and SYN, a layer-4 attack, in our paper. Our investigation shows that Natural Gradient Boosting and Convolutional Neural Networks, in particular, show promise with tabular data categorization. In conclusion, we go through specific study results on protecting against attacks using DDoS. These experimental findings offer a framework for making decisions.
SDN 能够提高多功能性和有效监管,从而改变网络设计。其可编程的集中式控制器赋予网络管理员工更多权力,从而实现更无缝的监管。然而,集中化使其容易受到各种攻击载体的攻击,其中分布式拒绝服务(DDoS)攻击是一个严重问题。在防御分布式拒绝服务(DDoS)攻击方面,基于特征选择的机器学习(ML)技术在识别新威胁方面比传统的基于签名的入侵检测系统(IDS)更有效。在本研究中,NGBoost 与另外四种机器学习 (ML) 算法(卷积神经网络 (CNN)、随机梯度下降 (SGD)、决策树和随机森林)进行了比较,以评估在 CICDDoS2019 数据集上进行 DDoS 检测的有效性。它侧重于 F1 分数、召回率、准确率和精确度等重要指标。我们在论文中研究了第 7 层攻击 NeTBIOS 和第 4 层攻击 SYN。我们的研究表明,自然梯度提升和卷积神经网络在表格数据分类方面尤其具有前景。最后,我们将介绍针对 DDoS 攻击的具体研究结果。这些实验结果为决策提供了一个框架。
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引用次数: 0
Horn Antenna on Chip Operating at 180 GHz Using the SiGe CMOS Process 使用 SiGe CMOS 工艺在 180 GHz 频率下工作的片上喇叭天线
Pub Date : 2024-04-08 DOI: 10.3390/telecom5020015
Ming-An Chung, Zi-Yu Huang, Yu-Hsun Chen
This article proposes a chip antenna on millimeter-Waves. This antenna combined with TSMC 180 nm SiGe CMOS technology has the advantage of being small in size and is suitable for wireless communications. The multilayer architecture Horn antenna implemented on M4–M6 can meet both process reliability specifications and radiation performance. The results of the simulation show that the maximum gain is −4.2 dBi. The return loss measurement results are almost consistent with the simulation results, and the bandwidth range is 177.4–183 GHz. This article first describes the antenna production process and measurement results, analyses the impact of the parameters on the antenna, and further compares it with other designs. The excellence of this article is that it proposes a design that solves the problem of large millimeter wave loss and successfully reduces the area. At the same time, this article can contribute to readers’ future optimization and continued research directions, and at the same time contribute simulation and measurement trends to let readers understand the stability of CMOS chip antenna simulation and measurement.
本文提出了一种毫米波芯片天线。这种天线与台积电 180 纳米 SiGe CMOS 技术相结合,具有体积小、适用于无线通信的优点。在 M4-M6 上实现的多层结构 Horn 天线可同时满足工艺可靠性规范和辐射性能要求。仿真结果显示,最大增益为 -4.2 dBi。回波损耗测量结果与仿真结果基本一致,带宽范围为 177.4-183 GHz。本文首先介绍了天线的制作过程和测量结果,分析了参数对天线的影响,并进一步与其他设计进行了比较。本文的亮点在于提出了一种设计方案,既解决了毫米波损耗大的问题,又成功减小了面积。同时,本文有助于读者今后的优化和继续研究方向,同时有助于仿真和测量趋势,让读者了解 CMOS 芯片天线仿真和测量的稳定性。
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引用次数: 0
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Telecom
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