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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
Joint scatterer localization and material identification using radio access technology. 利用无线接入技术联合散射体定位和物质识别。
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2022-01-01 Epub Date: 2022-09-17 DOI: 10.1186/s13638-022-02167-7
Yi Geng, Deep Shrestha, Vijaya Yajnanarayana, Erik Dahlman, Ali Behravan

Cellular network technologies and radar sensing technologies have been developing in parallel for decades. Instead of developing two individual technologies, the 6G cellular network is expected to naturally support both communication and radar functionalities with shared hardware and carrier frequencies. In this regard, radio access technology (RAT)-based scatterer localization system is one of the important aspects of joint communication and sensing system that uses communication signals between transceivers to determine the location of scatterers in and around the propagation paths. In this article, we first identify the challenges of the RAT-based scatterer localization system and then present single- and multiple-bounce reflection loss simulation results for three common building materials in indoor environments. We also propose two novel methods to jointly localize and identify the type of the scatterers in a rich scattering environment.

蜂窝网络技术和雷达传感技术已经并行发展了几十年。6G蜂窝网络有望通过共享硬件和载波频率来支持通信和雷达功能,而不是开发两种单独的技术。因此,基于无线电接入技术(RAT)的散射体定位系统是联合通信传感系统的一个重要方面,它利用收发器之间的通信信号来确定传播路径内和周围的散射体位置。在本文中,我们首先确定了基于rat的散射体定位系统的挑战,然后给出了室内环境中三种常见建筑材料的单次和多次反射损失模拟结果。我们还提出了两种新的方法来共同定位和识别在一个丰富的散射环境中的散射体类型。
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引用次数: 3
Enabling efficient traceable and revocable time-based data sharing in smart city. 实现智慧城市中高效、可追溯、可撤销的基于时间的数据共享。
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2022-01-01 Epub Date: 2022-01-04 DOI: 10.1186/s13638-021-02072-5
Jiawei Zhang, Teng Li, Qi Jiang, Jianfeng Ma

With the assistance of emerging techniques, such as cloud computing, fog computing and Internet of Things (IoT), smart city is developing rapidly into a novel and well-accepted service pattern these days. The trend also facilitates numerous relevant applications, e.g., smart health care, smart office, smart campus, etc., and drives the urgent demand for data sharing. However, this brings many concerns on data security as there is more private and sensitive information contained in the data of smart city applications. It may incur disastrous consequences if the shared data are illegally accessed, which necessitates an efficient data access control scheme for data sharing in smart city applications with resource-poor user terminals. To this end, we proposes an efficient traceable and revocable time-based CP-ABE (TR-TABE) scheme which can achieve time-based and fine-grained data access control over large attribute universe for data sharing in large-scale smart city applications. To trace and punish the malicious users that intentionally leak their keys to pursue illicit profits, we design an efficient user tracing and revocation mechanism with forward and backward security. For efficiency improvement, we integrate outsourced decryption and verify the correctness of its result. The proposed scheme is proved secure with formal security proof and is demonstrated to be practical for data sharing in smart city applications with extensive performance evaluation.

在云计算、雾计算、物联网等新兴技术的帮助下,智慧城市正在迅速发展成为一种新的、被广泛接受的服务模式。这一趋势也促进了许多相关应用,如智慧医疗、智慧办公、智慧校园等,并推动了对数据共享的迫切需求。然而,由于智慧城市应用的数据中包含了更多的隐私和敏感信息,这给数据安全带来了许多担忧。共享数据被非法访问可能会带来灾难性的后果,这就需要一种高效的数据访问控制方案来应对资源贫乏的用户终端的智慧城市应用中的数据共享。为此,我们提出了一种高效的可追溯、可撤销的基于时间的CP-ABE (tr - table)方案,该方案可以实现基于时间的、细粒度的大属性域数据访问控制,用于大规模智慧城市应用中的数据共享。为了追踪和惩罚那些故意泄露密钥以谋取非法利益的恶意用户,我们设计了一种高效的用户跟踪和撤销机制,具有正向和后向安全性。为了提高效率,我们集成了外包解密,并验证了其结果的正确性。通过正式的安全证明证明了该方案的安全性,并通过广泛的性能评估证明了该方案在智慧城市应用中数据共享的实用性。
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引用次数: 3
Efficient models for enhancing the link adaptation performance of LTE/LTE-A networks. 提高LTE/LTE- a网络链路自适应性能的有效模型。
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2022-01-01 Epub Date: 2022-02-02 DOI: 10.1186/s13638-022-02091-w
Ali Abdulqader Bin-Salem, Tat-Chee Wan, Hamad Naeem, Mohammed Anbar, Sabri M Hanshi, Abdellah Redjaimia

Link adaptation (LA) is the ability to adapt the modulation scheme (MS) and the coding rate of the error correction in accordance with the quality of the radio link. The MS plays an important role in enhancing the performance of LTE/LTE-A, which is typically dependent on the received signal to noise ratio (SNR). However, using the SNR to select the proper MSs is not enough given that adaptive MSs are sensitive to error. Meanwhile, non-optimal MS selection may seriously impair the system performance and hence degrades LA. In LTE/ LTE-A, the LA system must be designed and optimized in accordance with the characteristics of the physical (e.g., MSs) and MAC layers (e.g., Packet loss) to enhance the channel efficiency and throughput. Accordingly, this study proposes using two LA models to overcome the problem. The first model, named the cross-layer link adaptation (CLLA) model, is based on the downward cross-layer approach. This model is designed to overcome the accuracy issue of adaptive modulation in existing systems and improve the channel efficiency and throughput. The second model, named the Markov decision process over the CLLA (MDP-CLLA) model, is designed to improve on the selection of modulation levels. Besides that, our previous contribution, namely the modified alpha-Shannon capacity formula, is adopted as part of the MDP-CLLA model to enhance the link adaptation of LTE/LTE-A. The effectiveness of the proposed models is evaluated in terms of throughput and packet loss for different packet sizes using the MATLAB and Simulink environments for the single input single output (SISO) mode for transmissions over Rayleigh fading channels. In addition, phase productivity, which is defined as the multiplication of the total throughput for a specific modulation with the difference between adjacent modulation SNR threshold values, is used to determine the best model for specific packet sizes in addition to determine the optimal packet size for specific packet sizes among models. Results generally showed that the throughput improved from 87.5 to 89.6% for (QPSK 16-QAM) and from 0 to 43.3% for (16-QAM 64-QAM) modulation transitions, respectively, using the CLLA model when compared with the existing system. Moreover, the throughput using the MDP-CLLA model was improved by 87.5-88.6% and by 0-43.2% for the (QPSK 16-QAM)and (16-QAM 64-QAM) modulation transitions, respectively, when compared with the CLLA model and the existing system. Results were also validated for each model via the summation of the phase productivity for every modulation at specific packet sizes, followed by the application one-way analysis of variance (ANOVA) statistical analysis with a post hoc test, to prove that the MDP-CLLA model improves with best high efficiency than the CLLA model and the existing system.

链路自适应(Link adaptive, LA)是指根据无线电链路的质量调整调制方案(MS)和纠错编码率的能力。MS在提高LTE/LTE- a的性能方面起着重要作用,这通常取决于接收到的信噪比(SNR)。然而,考虑到自适应MSs对误差很敏感,仅使用信噪比来选择合适的MSs是不够的。同时,非最优的MS选择可能会严重影响系统性能,从而降低LA。在LTE/ LTE- a中,必须根据物理层(如MSs)和MAC层(如Packet loss)的特点对LA系统进行设计和优化,以提高信道效率和吞吐量。因此,本研究建议使用两个LA模型来克服这一问题。第一个模型称为跨层链接适应(CLLA)模型,它基于向下跨层方法。该模型旨在克服现有系统中自适应调制的精度问题,提高信道效率和吞吐量。第二个模型,称为CLLA (MDP-CLLA)模型上的马尔可夫决策过程,旨在改进调制水平的选择。此外,我们在MDP-CLLA模型中采用了我们之前的贡献,即修正的alpha-Shannon容量公式,以增强LTE/LTE- a的链路自适应能力。利用MATLAB和Simulink环境对瑞利衰落信道上的单输入单输出(SISO)传输模式在不同数据包大小下的吞吐量和丢包率进行了有效性评估。此外,相位生产率(定义为特定调制的总吞吐量与相邻调制信噪比阈值之差的乘积)用于确定特定数据包大小的最佳模型,以及在模型中确定特定数据包大小的最优数据包大小。结果表明,使用CLLA模型,与现有系统相比,(QPSK→16-QAM)和(16-QAM→64-QAM)调制转换的吞吐量分别从87.5%提高到89.6%和从0提高到43.3%。此外,与CLLA模型和现有系统相比,(QPSK→16-QAM)和(16-QAM→64-QAM)调制转换时,MDP-CLLA模型的吞吐量分别提高了87.5-88.6%和0-43.2%。通过对每个调制在特定分组大小下的相位生产率的总和验证了每个模型的结果,随后进行了应用单向方差分析(ANOVA)统计分析和事后检验,以证明MDP-CLLA模型比CLLA模型和现有系统具有最佳的高效率。
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引用次数: 0
Adversarial bandit approach for RIS-aided OFDM communication. ris辅助OFDM通信的对抗强盗方法。
IF 2.6 4区 计算机科学 Q2 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2022-01-01 Epub Date: 2022-11-17 DOI: 10.1186/s13638-022-02184-6
Messaoud Ahmed Ouameur, Lê Dương Tuấn Anh, Daniel Massicotte, Gwanggil Jeon, Felipe Augusto Pereira de Figueiredo

To assist sixth-generation wireless systems in the management of a wide variety of services, ranging from mission-critical services to safety-critical tasks, key physical layer technologies such as reconfigurable intelligent surfaces (RISs) are proposed. Even though RISs are already used in various scenarios to enable the implementation of smart radio environments, they still face challenges with regard to real-time operation. Specifically, high dimensional fully passive RISs typically need costly system overhead for channel estimation. This paper, however, investigates a semi-passive RIS that requires a very low number of active elements, wherein only two pilots are required per channel coherence time. While in its infant stage, the application of deep learning (DL) tools shows promise in enabling feasible solutions. We propose two low-training overhead and energy-efficient adversarial bandit-based schemes with outstanding performance gains when compared to DL-based reflection beamforming reference methods. The resulting deep learning models are discussed using state-of-the-art model quality prediction trends.

为了帮助第六代无线系统管理各种各样的服务,从关键任务到安全关键任务,提出了关键物理层技术,如可重构智能表面(RISs)。尽管RISs已经在各种场景中用于实现智能无线电环境,但它们仍然面临着实时操作方面的挑战。具体来说,高维全无源RISs通常需要昂贵的系统开销来进行信道估计。然而,本文研究了一种半被动RIS,它需要非常少的有源元素,其中每个通道相干时间只需要两个导频。虽然深度学习(DL)工具的应用还处于起步阶段,但它有望实现可行的解决方案。与基于dl的反射波束形成参考方法相比,我们提出了两种低训练开销和节能的基于对抗性强盗的方案,具有突出的性能提升。使用最先进的模型质量预测趋势讨论了所得到的深度学习模型。
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引用次数: 0
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
期刊
EURASIP Journal on Wireless Communications and Networking
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