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Retraction Note: Research on intelligent medical big data system based on Hadoop and blockchain 基于Hadoop和区块链的智能医疗大数据系统研究
4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-01-11 DOI: 10.1186/s13638-023-02217-8
Xiangfeng Zhang, Yanmei Wang
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引用次数: 0
Early-detection scheme based on sequential tests for low-latency communications. 基于顺序测试的低延迟通信早期检测方案。
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-01-01 DOI: 10.1186/s13638-023-02240-9
Diego Barragán-Guerrero, Minh Au, Ghyslain Gagnon, François Gagnon, Pascal Giard

We propose an early-detection scheme to reduce communications latency based on sequential tests under finite blocklength regime for a fixed-rate transmission without any feedback channel. The proposed scheme processes observations sequentially to decide in favor of one of the candidate symbols. Such a process stops as soon as a decision rule is satisfied or waits for more samples under a given accuracy. We first provide the optimal achievable latency in additive white Gaussian noise channels for every channel code given a probability of block error. For example, for a rate R = 0.5 and a blocklength of 500 symbols, we show that only 63 % of the symbol time is needed to reach an error rate equal to 10 - 5 . Then, we prove that if short messages can be transmitted in parallel Gaussian channels via a multi-carrier modulation, there exists an optimal low-latency strategy for every code. Next, we show how early detection can be effective with band-limited orthogonal frequency-division multiplexing signals while maintaining a given spectral efficiency by random coding or pre-coding random matrices. Finally, we show how the proposed early-detection scheme is effective in multi-hop systems.

针对无反馈信道的固定速率传输,提出了一种基于有限区块长度下串行测试的早期检测方案,以减少通信延迟。该方案对观测结果进行顺序处理,以确定其中一个候选符号。一旦满足决策规则或在给定精度下等待更多样本,该过程就会停止。在给定块错误概率的情况下,我们首先给出了加性高斯白噪声信道中每个信道码可实现的最佳延迟。例如,对于速率R = 0.5,块长度为500个符号,我们表明只需要63%的符号时间就可以达到错误率等于10 - 5。然后,我们证明了如果短消息可以通过多载波调制在并行高斯信道中传输,那么每个码都存在一个最优的低延迟策略。接下来,我们展示了如何在通过随机编码或预编码随机矩阵保持给定频谱效率的同时,有效地使用带限正交频分复用信号进行早期检测。最后,我们展示了所提出的早期检测方案在多跳系统中的有效性。
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引用次数: 0
Some power allocation algorithms for cognitive uplink satellite systems. 认知上行卫星系统的一些功率分配算法。
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2023-01-01 DOI: 10.1186/s13638-023-02234-7
Arthur Louchart, Ehsan Tohidi, Philippe Ciblat, David Gesbert, Eva Lagunas, Charly Poulliat

Cognitive satellite communication (SatCom) is rapidly emerging as a promising technology to overcome the scarcity of the exclusive licensed band model in order to fulfill the increasing demand for high data rate services. The paper addresses power allocation methods for multi-operator multi-beam uplink satellite communication systems co-existing with a Ka-band terrestrial network, using cognitive radio paradigm. Such a scenario is especially challenging because of (i) the coexisting multiple SatCom operators over the cognitive band need to coordinate the use of their resources under limited inter-operator information exchange, and (ii) nonlinear onboard high power amplifier (HPA) which leads to nonlinear interference between users and beams. In order to tackle the first challenge, we propose distributed power allocation algorithms including the standard Alternate Direction Multiplier Method (ADMM); Regarding the HPA nonlinear impairment, we propose nonlinear-aware power allocation based on Signomial Programming. The proposed solutions outperform state-of-the-art in both cases.

认知卫星通信(SatCom)作为一种有前途的技术,正在迅速崛起,以克服独家授权频带模型的稀缺性,以满足日益增长的高数据速率业务需求。本文采用认知无线电范式,研究了与ka波段地面网络共存的多运营商多波束上行卫星通信系统的功率分配方法。这种情况尤其具有挑战性,因为:(1)在认知频带上共存的多个卫星通信运营商需要在有限的运营商间信息交换下协调其资源的使用;(2)非线性板载高功率放大器(HPA)导致用户和波束之间的非线性干扰。为了解决第一个挑战,我们提出了分布式功率分配算法,包括标准的备用方向乘数法(ADMM);针对HPA的非线性损伤,提出了基于信号规划的非线性感知功率分配方法。建议的解决方案在这两种情况下都优于最先进的技术。
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引用次数: 0
Blockchained supply chain management based on IoT tracking and machine learning. 基于物联网跟踪和机器学习的区块链供应链管理。
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2022-01-01 DOI: 10.1186/s13638-022-02209-0
Zhongping Dong, Wei Liang, Yan Liang, Weibo Gao, Yi Lu

When it comes to running and managing modern supply chains, 6G Internet of things (IoT) is of utmost importance. To provide IoT with security and automation, blockchain and machine learning are two upper-layer technology that can help. First, we propose to utilize blockchain in modern supply chains to ensure efficient collaboration between all parties. Second, we adopt multi-head attention (MHA)-based gated recurrent unit (GRU) to do inbound logistics task prediction. Finally, numerical results justify that multi-head attention-based GRU model has better fitting efficiency and prediction accuracy than its counterparts.

在运行和管理现代供应链方面,6G物联网(IoT)至关重要。为了为物联网提供安全性和自动化,区块链和机器学习是两种可以提供帮助的上层技术。首先,我们建议在现代供应链中利用区块链,以确保各方之间的高效协作。其次,采用基于多头注意(MHA)的门控循环单元(GRU)进行入站物流任务预测。最后,数值结果证明了基于多头注意力的GRU模型具有更好的拟合效率和预测精度。
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引用次数: 6
An overview of generic tools for information-theoretic secrecy performance analysis over wiretap fading channels. 窃听器衰落信道信息保密性能分析通用工具综述。
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2021-01-01 Epub Date: 2021-12-04 DOI: 10.1186/s13638-021-02065-4
Long Kong, Yun Ai, Lei Lei, Georges Kaddoum, Symeon Chatzinotas, Björn Ottersten

Physical layer security (PLS) has been proposed to afford an extra layer of security on top of the conventional cryptographic techniques. Unlike the conventional complexity-based cryptographic techniques at the upper layers, physical layer security exploits the characteristics of wireless channels, e.g., fading, noise, interference, etc., to enhance wireless security. It is proved that secure transmission can benefit from fading channels. Accordingly, numerous researchers have explored what fading can offer for physical layer security, especially the investigation of physical layer security over wiretap fading channels. Therefore, this paper aims at reviewing the existing and ongoing research works on this topic. More specifically, we present a classification of research works in terms of the four categories of fading models: (i) small-scale, (ii) large-scale, (iii) composite, and (iv) cascaded. To elaborate these fading models with a generic and flexible tool, three promising candidates, including the mixture gamma (MG), mixture of Gaussian (MoG), and Fox's H-function distributions, are comprehensively examined and compared. Their advantages and limitations are further demonstrated via security performance metrics, which are designed as vivid indicators to measure how perfect secrecy is ensured. Two clusters of secrecy metrics, namely (i) secrecy outage probability (SOP), and the lower bound of SOP; and (ii) the probability of nonzero secrecy capacity (PNZ), the intercept probability, average secrecy capacity (ASC), and ergodic secrecy capacity, are displayed and, respectively, deployed in passive and active eavesdropping scenarios. Apart from those, revisiting the secrecy enhancement techniques based on Wyner's wiretap model, the on-off transmission scheme, jamming approach, antenna selection, and security region are discussed.

物理层安全(PLS)的提出是为了在传统的加密技术之上提供一层额外的安全。与传统的上层基于复杂性的加密技术不同,物理层安全利用无线信道的特性,如衰落、噪声、干扰等,来增强无线安全性。事实证明,衰落信道有利于安全传输。因此,许多研究者探索了衰落对物理层安全的影响,特别是对窃听衰落信道的物理层安全的研究。因此,本文旨在回顾这一主题的现有和正在进行的研究工作。更具体地说,我们根据四类衰落模型对研究工作进行了分类:(i)小规模,(ii)大规模,(iii)复合和(iv)级联。为了用一种通用而灵活的工具来阐述这些衰落模型,三种有希望的候选模型,包括混合伽马(MG),混合高斯(MoG)和Fox的h函数分布,进行了全面的检查和比较。通过安全性能指标进一步展示了它们的优势和局限性,这些指标被设计为衡量如何确保完美保密的生动指标。两组保密度量,即(i)保密中断概率(SOP)和SOP的下界;(ii)显示非零保密能力(PNZ)的概率、拦截概率、平均保密能力(ASC)和遍历保密能力,并分别在被动和主动窃听场景中部署。此外,本文还回顾了基于Wyner窃听模型的保密增强技术,讨论了开关传输方案、干扰方式、天线选择和安全区域。
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引用次数: 6
Actor-critic learning-based energy optimization for UAV access and backhaul networks. 基于actor - critical学习的无人机接入和回程网络能量优化。
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2021-01-01 Epub Date: 2021-04-07 DOI: 10.1186/s13638-021-01960-0
Yaxiong Yuan, Lei Lei, Thang X Vu, Symeon Chatzinotas, Sumei Sun, Björn Ottersten

In unmanned aerial vehicle (UAV)-assisted networks, UAV acts as an aerial base station which acquires the requested data via backhaul link and then serves ground users (GUs) through an access network. In this paper, we investigate an energy minimization problem with a limited power supply for both backhaul and access links. The difficulties for solving such a non-convex and combinatorial problem lie at the high computational complexity/time. In solution development, we consider the approaches from both actor-critic deep reinforcement learning (AC-DRL) and optimization perspectives. First, two offline non-learning algorithms, i.e., an optimal and a heuristic algorithms, based on piecewise linear approximation and relaxation are developed as benchmarks. Second, toward real-time decision-making, we improve the conventional AC-DRL and propose two learning schemes: AC-based user group scheduling and backhaul power allocation (ACGP), and joint AC-based user group scheduling and optimization-based backhaul power allocation (ACGOP). Numerical results show that the computation time of both ACGP and ACGOP is reduced tenfold to hundredfold compared to the offline approaches, and ACGOP is better than ACGP in energy savings. The results also verify the superiority of proposed learning solutions in terms of guaranteeing the feasibility and minimizing the system energy compared to the conventional AC-DRL.

在无人机辅助网络中,无人机作为空中基站,通过回程链路获取请求数据,然后通过接入网为地面用户提供服务。在这篇论文中,我们研究了在有限的电力供应下,回传和接入链路的能量最小化问题。求解此类非凸组合问题的难点在于计算复杂度/时间较高。在解决方案开发中,我们考虑了actor-critic深度强化学习(AC-DRL)和优化视角的方法。首先,提出了基于分段线性逼近和松弛的两种离线非学习算法,即最优算法和启发式算法作为基准。其次,在实时决策方面,对传统的AC-DRL进行了改进,提出了基于交流的用户组调度和回程功率分配(ACGP)和基于交流的用户组调度和优化回程功率分配(ACGOP)两种学习方案。数值结果表明,ACGP和ACGOP的计算时间都比离线方法缩短了10倍到100倍,ACGOP在节能方面优于ACGP。与传统的AC-DRL相比,所提出的学习方案在保证可行性和最小化系统能量方面具有优越性。
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引用次数: 3
Practical application of wireless communication network multimedia courseware in college basketball teaching. 无线通信网络多媒体课件在大学篮球教学中的实际应用。
IF 2.3 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2021-01-01 Epub Date: 2021-04-06 DOI: 10.1186/s13638-021-01943-1
Wengang Chen, Fang Wang

With the acceleration of informatization and the coverage of wireless networks, homes, conferences, schools and other places have a higher pursuit of the wireless transmission capabilities of electronic devices. Wireless screen transmission technology is used more frequently in life, work and study. This article mainly discusses the practical application of network multimedia courseware in college basketball teaching. This article first elaborates the teaching plan of multimedia courseware, including teaching content, teacher guidance, student learning and multimedia courseware. Secondly, the multimedia courseware of basketball tactics basic teaching is completed by using Flash mx2004 plug-in. After that, it specifically introduces the process of how to transmit basketball teaching content through multimedia equipment to the video network for students to learn under the wireless network environment. It emphasizes that the "wireless multimedia communication" course is an important course in the electronic information subject. Finally, through the teaching experiment, the accuracy of the multimedia teaching method was tested, and the validity of the courseware content was tested by the empirical validity evaluation method. At the same time, after the teaching experiment, in order to test the two groups of students' mastery of the basic coordination theory of basketball tactics, the basic coordination theory of basketball tactics was tested. The experimental group had 22 students with a score of 90 or more, accounting for 27.5%, and the control group had 13 students with a score of 90 or more, accounting for 16.5%. The results show that wireless network multimedia computer-assisted teaching has a positive effect on improving students' interest in learning.

随着信息化进程的加快和无线网络的覆盖,家庭、会议、学校等场所对电子设备的无线传输功能有了更高的追求。无线屏幕传输技术在生活、工作和学习中的应用更加频繁。本文主要探讨网络多媒体课件在高校篮球教学中的实际应用。本文首先阐述了多媒体课件的教学方案,包括教学内容、教师指导、学生学习和多媒体课件。其次,利用 Flash mx2004 插件完成了篮球战术基础教学的多媒体课件。随后,具体介绍了在无线网络环境下,如何将篮球教学内容通过多媒体设备传输到视频网络上供学生学习的过程。强调了 "无线多媒体通信 "课程是电子信息学科的一门重要课程。最后,通过教学实验,检验了多媒体教学手段的准确性,用经验效度评价法检验了课件内容的有效性。同时,在教学实验结束后,为了检验两组学生对篮球战术基本配合理论的掌握情况,对篮球战术基本配合理论进行了测试。实验组有 22 名学生 90 分以上,占 27.5%;对照组有 13 名学生 90 分以上,占 16.5%。结果表明,无线网络多媒体计算机辅助教学对提高学生的学习兴趣有积极作用。
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引用次数: 0
Beyond private 5G networks: applications, architectures, operator models and technological enablers. 超越私有5G网络:应用、架构、运营商模式和技术推动者。
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2021-01-01 Epub Date: 2021-12-04 DOI: 10.1186/s13638-021-02067-2
Mickael Maman, Emilio Calvanese-Strinati, Lam Ngoc Dinh, Thomas Haustein, Wilhelm Keusgen, Sven Wittig, Mathis Schmieder, Sergio Barbarossa, Mattia Merluzzi, Francesca Costanzo, Stefania Sardellitti, Henrik Klessig, Savita Vitthalrao Kendre, Daniele Munaretto, Marco Centenaro, Nicola di Pietro, Shuo-Peng Liang, Kuan-Yi Chih, Jack Shi-Jie Luo, Ling-Chih Kao, Jiun-Cheng Huang, Jen-Sheng Huang, Tzu-Ya Wang

Private networks will play a key role in 5G and beyond to enable smart factories with the required better deployment, operation and flexible usage of available resource and infrastructure. 5G private networks will offer a lean and agile solution to effectively deploy and operate services with stringent and heterogeneous constraints in terms of reliability, latency, re-configurability and re-deployment of resources as well as issues related to governance and ownership of 5G components, and elements. In this paper, we present a novel approach to operator models, specifically targeting 5G and beyond private networks. We apply the proposed operator models to different network architecture options and to a selection of relevant use cases offering mixed private-public network operator governance and ownership. Moreover, several key enabling technologies have been identified for 5G private networks. Before the deployment, stakeholders should consider spectrum allocation and on-site channel measurements in order to fully understand the propagation characteristic of a given environment and to set up end-to-end system parameters. During the deployment, a monitoring tools will support to validate the deployment and to make sure that the end-to-end system meet the target KPI. Finally, some optimization can be made individually for service placement, network slicing and orchestration or jointly at radio access, multi-access edge computing or core network level.

专用网络将在5G及以后发挥关键作用,使智能工厂能够更好地部署、运营和灵活使用可用资源和基础设施。5G专用网络将提供一个精益和敏捷的解决方案,以有效地部署和运营业务,在可靠性、延迟、资源的可重构性和重新部署以及5G组件和元素的治理和所有权等方面存在严格和异构的约束。在本文中,我们提出了一种新的运营商模型方法,专门针对5G及专用网络。我们将提出的运营商模型应用于不同的网络架构选项,并选择提供混合公私网络运营商治理和所有权的相关用例。此外,已经确定了5G专用网络的几项关键使能技术。在部署之前,利益相关者应考虑频谱分配和现场信道测量,以充分了解给定环境的传播特性,并设置端到端系统参数。在部署期间,监视工具将支持验证部署并确保端到端系统满足目标KPI。最后,可以针对服务放置、网络切片和编排单独进行一些优化,也可以在无线接入、多接入边缘计算或核心网络级别进行联合优化。
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引用次数: 11
Next-generation UWB antennas gadgets for human health care using SAR. 使用SAR的下一代超宽带天线,用于人类医疗保健。
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2021-01-01 Epub Date: 2021-02-16 DOI: 10.1186/s13638-021-01906-6
Aysha Maryam Ali, Mohammed A Al Ghamdi, Muhammad Munwar Iqbal, Shehzad Khalid, Hamza Aldabbas, Saqib Saeed

The body area network is now the most challenging and most popular network for study and research. Communication about the body has undoubtedly taken its place due to a wide variety of applications in industry, health care, and everyday life in wireless network technologies. The body area network requires such smart antennas that can provide the best benefits and reduce interference with the same channel. The discovery of this type of antenna design is at the initiative of this research. In this work, to get a good variety, the emphasis is on examining different techniques. The ultra-wide band is designed, simulated, and manufactured because the ultra-wide band offers better performance compared to narrowband antennas. To analyze the specific absorption rate, we designed a multilayer model of human head and hand in the high-frequency structure simulator. In the final stage, we simulated our antennas designed with the head and hand model to calculate the results of the specific absorption rate. The analysis of the specific absorption rate for the head and hand was calculated by placing the antennas on the designed model.

体域网络是目前最具挑战性和最受欢迎的学习和研究网络。由于无线网络技术在工业、医疗保健和日常生活中的广泛应用,关于身体的通信无疑已经占据了一席之地。体域网络需要这样的智能天线,既能提供最好的效益,又能减少同信道的干扰。这种类型的天线设计的发现是在这项研究的倡议。在这项工作中,为了获得良好的多样性,重点是检查不同的技术。超宽带是设计、模拟和制造的,因为与窄带天线相比,超宽带具有更好的性能。为了分析比吸收率,我们在高频结构模拟器中设计了人体头部和手部的多层模型。在最后阶段,我们用头部和手部模型模拟我们设计的天线,计算出比吸收率的结果。通过将天线放置在设计的模型上,计算了头部和手部的比吸收率。
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引用次数: 7
Research on enterprise business model and technology innovation based on artificial intelligence. 基于人工智能的企业商业模式与技术创新研究。
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2021-01-01 Epub Date: 2021-07-03 DOI: 10.1186/s13638-021-02025-y
Sunping Qu, Hongwei Shi, Huanhuan Zhao, Lin Yu, Yunbo Yu

Small- and medium-sized enterprises (SEMs) are the important part of economic society whose innovation activities are of great significance for building innovative country. In order to investigate how technological innovation (TI) and business model design (BMD) affect the business performance of SMEs, samples of 268 SMEs in the artificial intelligence industry and hierarchical regression models are used in the analysis. The results indicate that TI, BMD, and the matching of them have different effects on the innovation of SMEs of different sizes. These findings are helpful for enriching the theory of the fit between TI and BMD and providing theoretical guidance for the innovation activities in SEMs.

中小企业是经济社会的重要组成部分,其创新活动对建设创新型国家具有重要意义。为了研究技术创新(TI)和商业模式设计(BMD)对中小企业经营绩效的影响,本文以268家人工智能行业中小企业为样本,采用层次回归模型进行分析。结果表明,TI、BMD及其匹配对不同规模中小企业的创新有不同的影响。这些发现有助于丰富TI与BMD的契合理论,并为中小企业的创新活动提供理论指导。
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引用次数: 3
期刊
EURASIP Journal on Wireless Communications and Networking
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