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Compressive Sensing-Based Channel Estimation for Uplink and Downlink Reconfigurable Intelligent Surface-Aided Millimeter Wave Massive MIMO Systems 基于压缩传感的上行和下行可重构智能表面辅助毫米波大规模多输入多输出系统的信道估计
Pub Date : 2024-07-23 DOI: 10.3390/electronics13152909
O. Oyerinde, Adam Flizikowski, Tomasz Marciniak, Dmitry Zelenchuk, T. Ngatched
This paper investigates single-user uplink and two-user downlink channel estimation in reconfigurable intelligent surface (RIS)-aided millimeter-wave (mmWave) massive multiple-input multiple-output (MIMO) wireless communication systems. Because of the difficulty associated with the estimation of channels in RIS-aided wireless communication systems, channel state information (CSI) is assumed to be known at the receiver in some previous works in the literature. By assuming that prior knowledge of the line-of-sight (LoS) channel between the RIS and the base station (BS) is known, two compressive sensing-based channel estimation schemes that are based on simultaneous orthogonal matching pursuit and structured matching pursuit (StrMP) algorithms are proposed for estimation of uplink channel between RIS and user equipment (UE), and joint estimations of downlink channels between BS and a UE, and between RIS and another UE, respectively. The proposed channel estimation schemes exploit the inherent common sparsity shared by the angular domain mmWave channels at different subcarriers. The superiority of one of the proposed channel estimation techniques, the StrMP-based channel estimation technique, with negligibly higher computational complexity cost compared with other channel estimators, is documented through extensive computer simulation. Specifically, with a reduced pilot overhead, the proposed StrMP-based channel estimation scheme exhibits better performance than other channel estimation schemes considered in this paper for signal-to-noise ratio (SNR) between 0 dB and 5 dB upward at different instances for both uplink and downlink scenarios, respectively. However, below these values of SNR the proposed StrMP-based channel estimation scheme will require higher pilot overhead to perform optimally.
本文研究了可重构智能表面(RIS)辅助毫米波(mmWave)大规模多输入多输出(MIMO)无线通信系统中的单用户上行链路和双用户下行链路信道估计。由于可重构智能表面辅助无线通信系统中的信道估计存在困难,因此之前的一些文献中假定接收器已知信道状态信息(CSI)。通过假设 RIS 和基站(BS)之间的视距(LoS)信道的先验知识是已知的,提出了两种基于压缩传感的信道估计方案,它们分别基于同步正交匹配追寻和结构匹配追寻(StrMP)算法,用于估计 RIS 和用户设备(UE)之间的上行信道,以及 BS 和 UE 之间和 RIS 和另一个 UE 之间的下行信道的联合估计。所提出的信道估计方案利用了不同子载波上角域毫米波信道固有的共同稀疏性。通过大量的计算机仿真,证明了所提出的信道估计技术之一--基于 StrMP 的信道估计技术--的优越性,与其他信道估计器相比,其计算复杂度成本可忽略不计。具体而言,在信噪比(SNR)介于 0 dB 和 5 dB 之间的上行链路和下行链路场景的不同情况下,基于 StrMP 的拟议信道估计方案比本文中考虑的其他信道估计方案表现出更好的性能。然而,当信噪比低于这些值时,拟议的基于 StrMP 的信道估计方案需要更高的先导开销才能达到最佳性能。
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引用次数: 0
A Novel Static Analysis Approach Using System Calls for Linux IoT Malware Detection 利用系统调用进行 Linux 物联网恶意软件检测的新型静态分析方法
Pub Date : 2024-07-23 DOI: 10.3390/electronics13152906
Jayanthi Ramamoorthy, Khushi Gupta, Ram C. Kafle, N. Shashidhar, C. Varol
The proliferation of Internet of Things (IoT) devices on Linux platforms has heightened concerns regarding vulnerability to malware attacks. This paper introduces a novel approach to investigating the behavior of Linux IoT malware by examining syscalls and library syscall wrappers extracted through static analysis of binaries, as opposed to the conventional method of using dynamic analysis for syscall extraction. We rank and categorize Linux system calls based on their security significance, focusing on understanding malware intent without execution. Feature analysis of the assigned syscall categories and risk ranking is conducted with statistical tests to validate their effectiveness and reliability in differentiating between malware and benign binaries. Our findings demonstrate that potential threats can be reliably identified with an F1 score of 96.86%, solely by analyzing syscalls and library syscall wrappers. This method can augment traditional static analysis, providing an effective preemptive measure to enhance Linux malware analysis. This research highlights the importance of static analysis in strengthening IoT systems against emerging malware threats.
Linux 平台上物联网 (IoT) 设备的激增加剧了人们对恶意软件攻击脆弱性的担忧。本文介绍了一种研究 Linux 物联网恶意软件行为的新方法,即通过静态分析二进制文件来检查系统调用和库系统调用包装器,而不是使用动态分析来提取系统调用的传统方法。我们根据安全重要性对 Linux 系统调用进行排序和分类,重点是在不执行的情况下了解恶意软件的意图。我们通过统计测试对分配的系统调用类别和风险排名进行了特征分析,以验证它们在区分恶意软件和良性二进制文件方面的有效性和可靠性。我们的研究结果表明,仅通过分析系统调用和库系统调用封装,就能可靠地识别潜在威胁,F1 得分为 96.86%。这种方法可以增强传统的静态分析,为加强 Linux 恶意软件分析提供有效的先发制人的措施。这项研究强调了静态分析在加强物联网系统应对新兴恶意软件威胁方面的重要性。
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引用次数: 0
Deep-Autoencoder-Based Radar Source Recognition: Addressing Large-Scale Imbalanced Data and Edge Computing Constraints 基于深度自动编码器的雷达信号源识别:解决大规模不平衡数据和边缘计算限制问题
Pub Date : 2024-07-23 DOI: 10.3390/electronics13152891
Yuehua Liu, Xiaoyu Li, Jifei Fang
Radar radiation source recognition technology is vital in electronic countermeasures, electromagnetic control, and air traffic management. Its primary function is to identify radar signals in real time by computing and inferring the parameters of intercepted signals. With the rapid advancement of AI technology, deep learning algorithms have shown promising results in addressing the challenges of radar radiation source recognition. However, significant obstacles remain: the radar radiation source data often exhibit large-scale, unbalanced sample distribution and incomplete sample labeling, resulting in limited training data resources. Additionally, in practical applications, models must be deployed on outdoor edge computing terminals, where the storage and computing capabilities of lightweight embedded systems are limited. This paper focuses on overcoming the constraints posed by data resources and edge computing capabilities to design and deploy large-scale radar radiation source recognition algorithms. Initially, it addresses the issues related to large-scale radar radiation source samples through data analysis, preprocessing, and feature selection, extracting and forming prior knowledge information. Subsequently, a model named RIR-DA (Radar ID Recognition based on Deep Learning Autoencoder) is developed, integrating this prior knowledge. The RIR-DA model successfully identified 96 radar radiation source targets with an accuracy exceeding 95% in a dataset characterized by a highly imbalanced sample distribution. To tackle the challenges of poor migration effects and low computational efficiency on lightweight edge computing platforms, a parallel acceleration scheme based on the embedded microprocessor T4240 is designed. This approach achieved a nearly eightfold increase in computational speed while maintaining the original training performance. Furthermore, an integrated solution for a radar radiation source intelligent detection system combining PC devices and edge devices is preliminarily designed. Experimental results demonstrate that, compared to existing radar radiation source target recognition algorithms, the proposed method offers superior model performance and greater practical extensibility. This research provides an innovative exploratory solution for the industrial application of deep learning models in radar radiation source recognition.
雷达辐射源识别技术对电子对抗、电磁控制和空中交通管理至关重要。其主要功能是通过计算和推断截获信号的参数来实时识别雷达信号。随着人工智能技术的飞速发展,深度学习算法在应对雷达辐射源识别挑战方面取得了可喜的成果。然而,巨大的障碍依然存在:雷达辐射源数据往往呈现大规模、不均衡的样本分布,且样本标记不完整,导致训练数据资源有限。此外,在实际应用中,模型必须部署在户外边缘计算终端上,而轻量级嵌入式系统的存储和计算能力有限。本文的重点是克服数据资源和边缘计算能力带来的限制,设计和部署大规模雷达辐射源识别算法。首先,本文通过数据分析、预处理和特征选择,提取并形成先验知识信息,解决了大规模雷达辐射源样本的相关问题。随后,结合这些先验知识,开发了一个名为 RIR-DA(基于深度学习自动编码器的雷达 ID 识别)的模型。在样本分布高度不平衡的数据集中,RIR-DA 模型成功识别了 96 个雷达辐射源目标,准确率超过 95%。为解决轻量级边缘计算平台迁移效果差和计算效率低的难题,设计了一种基于嵌入式微处理器 T4240 的并行加速方案。这种方法在保持原有训练性能的同时,将计算速度提高了近八倍。此外,还初步设计了一种结合 PC 设备和边缘设备的雷达辐射源智能检测系统的集成解决方案。实验结果表明,与现有的雷达辐射源目标识别算法相比,所提出的方法具有更优越的模型性能和更大的实用扩展性。该研究为深度学习模型在雷达辐射源识别中的工业应用提供了一种创新的探索性解决方案。
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引用次数: 0
Smartphone-Based Task Scheduling in UAV Networks for Disaster Relief 救灾无人机网络中基于智能手机的任务调度
Pub Date : 2024-07-23 DOI: 10.3390/electronics13152903
Lin Li, Zhenchuan Wang, Jinqi Zhu, Shizhao Ma
Earthquake disasters are usually very destructive and pose a great threat to human life and property. Based on the relatively mature technology of unmanned aerial vehicles (UAVs) and their high flexibility, these devices are widely used for information collection and processing in post-disaster relief operations. However, UAVs are limited by their battery capacity, which makes it hard for them to perform both large-scale information gathering and data processing at the same time. Nowadays, smartphones (SPs), which have become portable devices for people, have the characteristics of strong computing power, rich communication means and wide distribution. Therefore, in this study, we developed SPs to assist UAVs in computation incentive-based task execution. To balance the cost of UAVs and the execution utility of SPs during the task execution process, a multi-objective optimization problem was established, and the Multi-Objective Mutation-Immune Bat (MOMIB) algorithm was developed to optimize the proposed problem. Additionally, considering the diversity of tasks in real-world scenarios, Quality of Service (QoS) coefficients were introduced to ensure the performance requirements of different types of tasks. A large number of simulation experiments show that the task-offloading scheme that we propose is effective.
地震灾害通常具有很强的破坏性,对人类的生命和财产构成巨大威胁。基于无人机(UAVs)相对成熟的技术及其高度的灵活性,这些设备被广泛用于灾后救援行动中的信息收集和处理。然而,无人飞行器受电池容量的限制,很难同时进行大规模的信息收集和数据处理。如今,智能手机(SP)已成为人们的便携式设备,具有计算能力强、通信手段丰富、传播范围广等特点。因此,在本研究中,我们开发了SP来辅助无人机执行基于计算激励的任务。为了在任务执行过程中平衡无人机的成本和SP的执行效用,我们建立了一个多目标优化问题,并开发了多目标突变-免疫蝙蝠(MOMIB)算法来优化所提出的问题。此外,考虑到实际场景中任务的多样性,还引入了服务质量(QoS)系数,以确保不同类型任务的性能要求。大量模拟实验表明,我们提出的任务卸载方案是有效的。
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引用次数: 0
TA-Quatro: Soft Error-Resilient and Power-Efficient SRAM Cell for ADC-Less Binary Weight and Ternary Activation In-Memory Computing TA-Quatro:用于无 ADC 二进制加权和三元激活内存计算的软容错和高能效 SRAM 单元
Pub Date : 2024-07-23 DOI: 10.3390/electronics13152904
Thanh-Dat Nguyen, Minh-Son Le, Thi-Nhan Pham, Ik-Joon Chang
Some applications, such as satellites, require ultralow power and high-radiation resilience. We developed a12Tsoft error-resilient SRAM cell, TA-Quatro, to deliver in-memory computing (IMC) for those applications. Based on our TA-Quatro cell, we implemented an IMC circuit to support binary weights and ternary activations in a single SRAM cell. Our simulation under 28 nm FD-SOI technology demonstrates that the TA-Quatro IMC circuit maintains good IMC stability at a scaled supply of 0.7Vand achieves ternary activation without needing analog-to-digital converters. These advancements significantly enhance the power efficiency of the proposed IMC circuit compared to state-of-the-art works.
卫星等一些应用需要超低功耗和高抗辐射能力。我们开发了 12Tsoft 抗错 SRAM 单元 TA-Quatro,为这些应用提供内存计算(IMC)功能。基于 TA-Quatro 单元,我们在单个 SRAM 单元中实现了支持二进制权重和三元激活的 IMC 电路。我们在 28 纳米 FD-SOI 技术下进行的仿真表明,TA-Quatro IMC 电路在 0.7V 的扩展电源下保持了良好的 IMC 稳定性,并且无需模数转换器即可实现三元激活。与最先进的作品相比,这些进步大大提高了拟议 IMC 电路的能效。
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引用次数: 0
Waveguide-Based Split-Ring Resonators for Narrow-Band Filters Near 380 GHz 基于波导的分环谐振器用于 380 千兆赫附近的窄带滤波器
Pub Date : 2024-07-23 DOI: 10.3390/electronics13152894
Samantha Leigh Williams, S. Reising
This work addresses the design of sub-terahertz narrow-band resonators for high performance and low-cost manufacturability. The intended application for these resonators is to realize narrow-band filters for passive millimeter-wave sounding of upper atmospheric humidity using the 380 GHz water vapor absorption line. Various narrow-band resonator designs and manufacturing processes were considered for this application. A design based on a waveguide split-ring resonator topology was selected to be developed and manufactured using laser machining. Experimental results are presented and compared with results from simulations for ten narrow-band resonators fabricated with a design center frequency in the WR-2.2 (325–500 GHz) waveguide band.
这项研究旨在设计高性能、低成本、可制造的亚太赫兹窄带谐振器。这些谐振器的预期应用是实现窄带滤波器,用于利用 380 千兆赫水蒸气吸收线对高层大气湿度进行无源毫米波探测。针对这一应用,考虑了各种窄带谐振器设计和制造工艺。最后选择了一种基于波导分环谐振器拓扑结构的设计,利用激光加工技术进行开发和制造。文中介绍了实验结果,并将其与模拟结果进行了比较,模拟结果涉及十个窄带谐振器,其设计中心频率为 WR-2.2 (325-500 GHz) 波导频段。
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引用次数: 0
Introducing Security Mechanisms in OpenFog-Compliant Smart Buildings 在符合 OpenFog 标准的智能楼宇中引入安全机制
Pub Date : 2024-07-23 DOI: 10.3390/electronics13152900
Imanol Martín Toral, I. Calvo, Eneko Villar, J. M. Gil-García, O. Barambones
Designing smart building IoT applications is a complex task. It requires efficiently integrating a broad number of heterogeneous, low-resource devices that adopt lightweight strategies. IoT frameworks, especially if they are standard-based, may help designers to scaffold the applications. OpenFog, established as IEEE 1934 standard, promotes the use of free open source (FOS) technologies and has been identified for use in smart buildings. However, smart building systems may present vulnerabilities, which can put their integrity at risk. Adopting state-of-the-art security mechanisms in this domain is critical but not trivial. It complicates the design and operation of the applications, increasing the cost of the deployed systems. In addition, difficulties may arise in finding qualified cybersecurity personnel. OpenFog identifies the security requirements of the applications, although it does not describe clearly how to implement them. This article presents a scalable architecture, based on the OpenFog reference architecture, to provide security by design in buildings of different sizes. It adopts FOS technologies over low-cost IoT devices. Moreover, it presents guidelines to help developers create secure applications, even if they are not security experts. It also proposes a selection of technologies in different layers to achieve the security dimensions defined in the X.805 ITU-T recommendation. A proof-of-concept Indoor Environment Quality (IEQ) system, based on low-cost smart nodes, was deployed in the Faculty of Engineering of Vitoria-Gasteiz to illustrate the implementation of the presented approach. The operation of the IEQ system was analyzed using software tools frequently used to find vulnerabilities in IoT applications. The use of state-of-the-art security mechanisms such as encryption, certificates, protocol selection and network partitioning/configuration in the OpenFog-based architecture improves smart building security.
设计智能楼宇物联网应用是一项复杂的任务。它需要有效地集成大量采用轻量级策略的异构、低资源设备。物联网框架,尤其是基于标准的物联网框架,可以帮助设计人员为应用搭建脚手架。作为 IEEE 1934 标准制定的 OpenFog,提倡使用免费开源(FOS)技术,并已被确定用于智能建筑。然而,智能建筑系统可能存在漏洞,从而危及其完整性。在这一领域采用最先进的安全机制至关重要,但并非易事。它使应用程序的设计和操作变得复杂,增加了部署系统的成本。此外,在寻找合格的网络安全人员方面也会出现困难。OpenFog 确定了应用程序的安全要求,但没有明确说明如何实现这些要求。本文介绍了一种基于 OpenFog 参考架构的可扩展架构,通过设计为不同规模的建筑提供安全保障。它在低成本物联网设备上采用了 FOS 技术。此外,它还提出了帮助开发人员创建安全应用程序的指南,即使他们不是安全专家。它还提出了不同层次的技术选择,以实现 X.805 ITU-T 建议中定义的安全维度。在 Vitoria-Gasteiz 工程学院部署了一个基于低成本智能节点的室内环境质量(IEQ)概念验证系统,以说明所介绍方法的实施情况。利用经常用于查找物联网应用漏洞的软件工具对 IEQ 系统的运行进行了分析。在基于 OpenFog 的架构中使用加密、证书、协议选择和网络分区/配置等最先进的安全机制,提高了智能建筑的安全性。
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引用次数: 0
Coordinated Control Strategy of Source-Grid-Load-Storage in Distribution Network Considering Demand Response 考虑需求响应的配电网络中源-网-负载-存储协调控制策略
Pub Date : 2024-07-23 DOI: 10.3390/electronics13152889
Youxiang Zhu, Dong Li, Shenyang Xiao, Xuekong Liu, Shi Bu, Lijun Wang, Kai Ma, Piming Ma
This study aims to minimize the overall cost of wind power, photovoltaic power, energy storage, and demand response in the distribution network. It aims to solve the source-grid-load-storage coordination planning problem by considering demand response. Additionally, the study includes a deep analysis of the relationship between demand response, energy storage configuration, and system cost. A two-level planning model is established for wind power and photovoltaic power grid connection, including demand response, wind power, photovoltaic power, and energy storage. The model minimizes the sum of the differences between the total load and the total new energy generation after demand response in each time period as the bottom-level objective and minimizes the overall cost of the distribution network as the top-level objective, achieving the coordinated configuration of wind power, photovoltaic power, and energy storage. The simplex method is used to solve the model, and the improved IEEE33 node system is used as an example for verification. The simulation results fully prove the model’s correctness and the algorithm’s effectiveness, supporting the coordinated planning of distribution networks.
本研究旨在使配电网中风力发电、光伏发电、储能和需求响应的总成本最小化。它旨在通过考虑需求响应来解决源-电网-负载-储能协调规划问题。此外,该研究还深入分析了需求响应、储能配置和系统成本之间的关系。建立了风电和光伏发电并网的两级规划模型,包括需求响应、风电、光伏发电和储能。该模型以最小化各时段总负荷与需求响应后新能源总发电量的差值之和为底层目标,以最小化配电网总成本为顶层目标,实现了风电、光伏发电和储能的协调配置。该模型采用单纯形法求解,并以改进后的 IEEE33 节点系统为例进行验证。仿真结果充分证明了模型的正确性和算法的有效性,为配电网的协调规划提供了支持。
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引用次数: 0
Design of a Real-Time Monitoring System for Electroencephalogram and Electromyography Signals in Cerebral Palsy Rehabilitation via Wearable Devices 通过可穿戴设备设计脑电图和肌电图信号在脑瘫康复中的实时监测系统
Pub Date : 2024-07-23 DOI: 10.3390/electronics13152902
Anshi Xiong, Tao Wu, Jingtao Jia
Cerebral palsy is a disorder of central motor and postural development, resulting in limited mobility. Cerebral palsy is often accompanied by cognitive impairment and abnormal behavior, significantly impacting individuals and society. Time, energy, and economic investment in the rehabilitation process is substantial, yet the rehabilitation outcomes often remain unsatisfactory. Additionally, some patients have limited sensory perception during rehabilitation training, making it challenging to effectively regulate exercise intensity. Traditional evaluation methods are mostly based on recovery performance, lack guidance at the neurophysiological level, and have an unequal distribution of medical rehabilitation resources, which pose great challenges to the rehabilitation of patients. Based on the issues mentioned above, this paper proposes a real-time cerebral signal monitoring system based on wearable devices. This system can monitor and store blood oxygen, heart rate, myoelectric, and EEG signals during cerebral palsy rehabilitation, and it can track and monitor signals during the rehabilitation treatment process. The system includes two parts: hardware design and software design. The hardware design includes a data signal acquisition module, a main control chip (ESP32), a muscle electrical sensor module, a brain electrical sensor module, a blood/heart rate acquisition module, etc. It is primarily for real-time signal data acquisition, processing, and uploading to the cloud server. The software design includes functions such as data receiving, data processing, data storage, network configuration, and remote communication and enables the visual monitoring of data signals. The system can achieve real-time monitoring of electromyography, electroencephalography, and blood oxygen levels, as well as the heart rate of patients with cerebral palsy, and adjust rehabilitation training in real-time during the rehabilitation process. At the same time, based on the real-time storage of the original electromyography and electroencephalography data, it can provide auxiliary guidance for later rehabilitation evaluation and effective data support for the entire rehabilitation treatment process.
脑瘫是一种中枢性运动和姿势发育障碍,导致行动受限。脑瘫通常伴有认知障碍和行为异常,对个人和社会造成严重影响。康复过程中需要投入大量的时间、精力和经济成本,但康复效果却往往不尽如人意。此外,部分患者在康复训练过程中感知能力有限,难以有效调节运动强度。传统的评估方法多以恢复表现为主,缺乏神经生理层面的指导,医疗康复资源分配不均,给患者的康复带来了极大的挑战。基于上述问题,本文提出了一种基于可穿戴设备的脑信号实时监测系统。该系统可对脑瘫康复过程中的血氧、心率、肌电、脑电图等信号进行监测和存储,并可在康复治疗过程中对信号进行跟踪监测。该系统包括硬件设计和软件设计两部分。硬件设计包括数据信号采集模块、主控芯片(ESP32)、肌电传感器模块、脑电传感器模块、血液/心率采集模块等。它主要用于实时信号数据采集、处理并上传到云服务器。软件设计包括数据接收、数据处理、数据存储、网络配置、远程通信等功能,并可实现数据信号的可视化监测。该系统可实现对脑瘫患者肌电图、脑电图、血氧含量以及心率的实时监测,并在康复过程中实时调整康复训练。同时,在实时存储原始肌电、脑电数据的基础上,为后期康复评估提供辅助指导,为整个康复治疗过程提供有效的数据支持。
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引用次数: 0
Security and Privacy in Networks and Multimedia 网络和多媒体中的安全与隐私
Pub Date : 2024-07-23 DOI: 10.3390/electronics13152887
Tomasz Rak, Dariusz Rzońca
The digital era has significantly transformed the dissemination of information and business operations, creating an intricate web of interconnected systems [...]
数字时代极大地改变了信息传播和商业运作,形成了一个错综复杂的互联系统网络 [...] 。
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引用次数: 0
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