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2019 IEEE Latin-American Conference on Communications (LATINCOM)最新文献

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A Fronthaul Signal Compression Method Based on Trellis Coded Quantization 基于栅格编码量化的前传信号压缩方法
Pub Date : 2019-11-01 DOI: 10.1109/LATINCOM48065.2019.8937963
Flávio Brito, M. Berg, Chenguang Lu, Leonardo Ramalho, Ilan Sousa, A. Klautau
In the C-RAN architecture, there is a very high requirement of data rate for the fronthaul due to the characteristics and the high number of signals. One of the solutions relies on compression techniques to alleviate this requirement. Therefore, in this work, we propose a compression technique based on Trellis Coded Quantization. We use a resampling of 2/3, block scaling, TCQ quantization, and entropy coding. The results show that improves EVM performance in comparison with the scalar quantization and presents a lower computational cost than vector quantization.
在C-RAN体系结构中,由于其特点和信号数量多,对前传的数据速率有很高的要求。一种解决方案依赖于压缩技术来缓解这种需求。因此,本文提出了一种基于网格编码量化的压缩技术。我们使用2/3的重采样、块缩放、TCQ量化和熵编码。结果表明,与标量量化相比,该方法提高了EVM的性能,并且比矢量量化具有更低的计算成本。
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引用次数: 2
An Extensible Access Control Architecture for Software Defined Networks based on X.812 基于X.812的软件定义网络可扩展访问控制体系结构
Pub Date : 2019-11-01 DOI: 10.1109/LATINCOM48065.2019.8937972
B. Martins, D. M. F. Mattos, N. Fernandes, D. Muchaluat-Saade, A. Vieira, E. F. Silva
The software-defined networking paradigm adds flexibility to network management as it allows the policy application in fined-grained flow level. However, the traditional definition of flow disregards user identification credentials. Thus, Identity Management in software-defined networking is a current challenge. In this paper, we propose an access control architecture for software-defined networking, based on ITU X.812 standard and implemented on AuthFlow authentication framework. The proposed architecture integrates AuthFlow with an attribute repository that maps network policies to user attributes. The proposal supports its integration with identity federation, and we evaluate it under a role-based access control model. The evaluated use case is a service differentiation policy according to the role of each user. The evaluation results demonstrate the correct application of the quality of service according to the role of the flow target user.
软件定义的网络范例增加了网络管理的灵活性,因为它允许细粒度流级别的策略应用程序。然而,流的传统定义忽略了用户身份凭证。因此,软件定义网络中的身份管理是当前的一个挑战。本文提出了一种基于ITU X.812标准并在AuthFlow认证框架上实现的软件定义网络访问控制体系结构。提议的架构将AuthFlow与一个属性存储库集成,该存储库将网络策略映射到用户属性。该建议支持与身份联合的集成,并在基于角色的访问控制模型下对其进行了评估。评估的用例是根据每个用户的角色制定的服务差异化策略。评价结果表明,根据流程目标用户的角色,正确应用了服务质量。
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引用次数: 0
Particle Swarm Optimization Applied to Control of Mutual Coupling in MIMO Systems 粒子群算法在MIMO系统互耦控制中的应用
Pub Date : 2019-11-01 DOI: 10.1109/LATINCOM48065.2019.8937863
I. Leal, M. Alencar, W. Lopes
This paper presents a modeling for Multiple Input Multiple Output (MIMO) system considering the mutual coupling between antennas array elements. The conventional-mutual-impedance method (CMIM) and the receiving-mutual-impedance method (RMIM) are considered due to their and good approximation of real models. It presents a lower limit for the distance among the antenna elements in which the mutual coupling effect is minimized and also the importance of the CMIM and RMIM methods in MIMO systems projects. Simulation results show an improvement in the channel capacity performance of 9% for the MIMO 3×3 system.
提出了一种考虑天线阵列单元间相互耦合的多输入多输出(MIMO)系统建模方法。常规互阻抗法(CMIM)和接收互阻抗法(RMIM)由于能较好地逼近实际模型而被考虑。给出了天线单元间相互耦合效应最小的距离下限,以及CMIM和RMIM方法在MIMO系统工程中的重要性。仿真结果表明,MIMO 3×3系统的信道容量性能提高了9%。
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引用次数: 2
10GbE Network Card Performance Evaluation: A Strategy Based on Sensitivity Analysis 10GbE网卡性能评估:基于灵敏度分析的策略
Pub Date : 2019-11-01 DOI: 10.1109/LATINCOM48065.2019.8937974
P. Rocha, T. Pinheiro, R. Macedo, Francisco Airton Silva
Nowadays, Big Data is emerging as a crucial approach to manage the huge amount of information produced by the growing number of devices connected to the Internet of Things (IoT). The 10GbE Network Interface Card (NIC) is one of the most common hardware used to transmit and receive packets in data centers around the globe. High-speed packet capture and processing frameworks are used in conjunction with network adapters to process data. These frameworks try to process large quantities of packets without discard. However, it is difficult to realize which NIC combined with framework is more efficient considering multiple parameters. This paper presents a sensitivity analysis to evaluate the impact of two NIC brands (Intel and Chelsio) and two packet capture frameworks (Netmap and PF_Ring). The goal is to indicate which metric each combination has the most significant impact. Different combinations have stood out in specific scenarios, for example: (i) the Chelsio board in conjunction with the Netmap framework were able to offer a higher packages flow rate; (ii) the Chelsio board and the PF_Ring framework require fewer computational resources to process smaller packets; (iii) to process larger packages, the Intel board and Netmap framework are less demanding. Therefore, this work aims at assisting infrastructure managers to choose NICs and packet capture frameworks in a more efficient way.
如今,大数据正在成为管理连接到物联网(IoT)的越来越多的设备产生的大量信息的关键方法。10GbE网络接口卡(NIC)是全球数据中心中用于传输和接收数据包的最常用硬件之一。高速数据包捕获和处理框架与网络适配器一起用于处理数据。这些框架试图处理大量数据包而不丢弃。然而,考虑到多个参数,很难确定哪种NIC与框架结合更有效。本文提出了一个敏感性分析,以评估两个NIC品牌(Intel和Chelsio)和两个数据包捕获框架(Netmap和PF_Ring)的影响。目标是指出每种组合的哪个度量具有最重要的影响。不同的组合在具体情况下表现突出,例如:(i)切尔西董事会结合Netmap框架能够提供更高的包裹流量;(ii)切尔西板和PF_Ring框架需要较少的计算资源来处理较小的数据包;(iii)为了处理更大的包,英特尔板和Netmap框架的要求较低。因此,本工作旨在帮助基础设施管理人员以更有效的方式选择nic和数据包捕获框架。
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引用次数: 2
Comparison of Spatial Clustering Techniques for Location Privacy 位置隐私的空间聚类技术比较
Pub Date : 2019-11-01 DOI: 10.1109/LATINCOM48065.2019.8938006
Juan Pablo Duque Ordóñez, Angelly de Jesús Pugliese Viloria, Pedro Wightman Rojas
Location privacy was born to deal with protection privacy issues which came with the massification of georeferenced data due to the frequent use of phones, social media, GPS services and other applications. This georeferenced data can be directly connected to users' personal information like religion, health and tracking, and can be used for different purposes, such as local analysis or selling it to third party companies, which represents a risk for individuals when the information is published or robbed without any protection through a location privacy protection mechanism - LPPMs. Many LPPMs have been proposed in different papers, one of them is called VoKA, a K-Aggregation offline technique. The methodology explained in this paper takes the first part of VoKA, a gridification process, and then applies two different spatial clustering algorithms, K-Means and DBSCAN, in order to protect each point of a dataset. To explain how this mechanism works, a dataset of Dengue registers in Barranquilla-Colombia and its outskirts was used, taking into account that this kind of data is considered sensitive. The results explain how this dataset can fit better with one of the algorithms and its respective metrics using squared error, point loss and heatmap comparisons.
位置隐私的诞生是为了解决由于频繁使用手机、社交媒体、GPS服务和其他应用程序而导致的地理参考数据的海量化所带来的隐私保护问题。这些地理参考数据可以直接与用户的宗教、健康和跟踪等个人信息相关联,并可用于不同的目的,例如本地分析或出售给第三方公司,如果没有通过位置隐私保护机制- LPPMs的任何保护,则信息被发布或被盗,这对个人来说是一种风险。许多lppm在不同的论文中被提出,其中一个被称为VoKA,一种k聚合离线技术。本文解释的方法采用VoKA的第一部分,即网格化过程,然后应用两种不同的空间聚类算法,K-Means和DBSCAN,以保护数据集的每个点。为了解释这一机制是如何工作的,我们使用了哥伦比亚巴兰基亚及其郊区的登革热登记数据集,考虑到这类数据被认为是敏感的。结果解释了该数据集如何使用平方误差、点损失和热图比较来更好地适应其中一种算法及其相应的度量。
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引用次数: 4
Filtering Parameters Selection Method and Peaks Extraction for ECG and PPG Signals 心电和心电信号的滤波参数选择方法及峰值提取
Pub Date : 2019-11-01 DOI: 10.1109/LATINCOM48065.2019.8937861
L. Bastos, D. Rosário, E. Cerqueira, A. Santos, M. N. Lima
With the growth of electronic E-health, wearable devices have highlighted due to its practicality and comfort in sensing of the personal data. Those devices gather biosignals for heart rate measurements, blood oxygenation checks, and identification. From sensors in the devices, electrocardiogram (ECG), photoplethysmogram (PPG) generate unique identifiers for use in identifying people, just like fingerprint, faceid, iris, among others. Every process with sensors has noises, electromagnetic waves, and movement that can interfere with the system when identifying, analyzing, and checking the individual. From this, filtering is an indispensable step in any process. The identification is divided into stages, and the main and essential is the filtering because where preprocessing starts. Thus, this work proposes a method of select filtering parameters for ECG and PPG signals and peaks extraction to the purpose the apply them for any dataset, following a sequence of steps, filtering, characteristics extraction (Peaks) and to affirm our model the correlation between filtered and raw waves performing a wave overlap. It is achieving an 80% correlation between raw waves and filtered waves.
随着电子医疗的发展,可穿戴设备因其在个人数据感知方面的实用性和舒适性而备受关注。这些设备收集生物信号,用于心率测量、血氧检查和身份识别。从设备中的传感器,心电图(ECG),光电容积图(PPG)生成用于识别人的唯一标识符,就像指纹,面部识别,虹膜等一样。每一个有传感器的过程都有噪声、电磁波和运动,这些都会干扰系统对个体的识别、分析和检查。由此可见,过滤是任何过程中不可缺少的步骤。识别分为几个阶段,主要的和必要的是滤波,因为预处理从这里开始。因此,这项工作提出了一种为ECG和PPG信号选择滤波参数和峰值提取的方法,目的是将它们应用于任何数据集,遵循一系列步骤,滤波,特征提取(峰值),并确认我们的模型在执行波重叠的滤波和原始波之间的相关性。它在原始波和滤波波之间实现了80%的相关性。
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引用次数: 4
Analysis of Contention-Based SCMA in mMTC Networks mMTC网络中基于冲突的SCMA分析
Pub Date : 2019-11-01 DOI: 10.1109/LATINCOM48065.2019.8937851
Joao V. C. Evangelista, Zeeshan Sattar, Georges Kaddoum
Massive Machine Type Communication (mMTC) is one of the three new applications of fifth-generation (5G) networks. Users in mMTC applications have different patterns of transmission and requirements than traditional LTE applications; they are massively deployed and transmit small packets of data sporadically. Grant-based access scheme is inefficient to satisfy the mMTC requirements; therefore, grant-free contention-based access (CBA) is appointed as a promising solution to this problem. In this paper, we analyze the performance of contention-based sparse code multiple access (SCMA) concerning the probability of success of transmission and the area spectral efficiency. We derive closed-form expressions for both performance metrics and validate them with numerical simulations. Furthermore, we compare the results with an OFDMA contention-based approach.
海量机器类型通信(mMTC)是第五代(5G)网络的三大新应用之一。与传统LTE应用相比,mMTC应用中的用户具有不同的传输模式和需求;它们被大规模部署,偶尔传输小数据包。基于授权的访问方案在满足mMTC要求方面效率低下;因此,无授权的基于争用的访问(CBA)被认为是解决这个问题的一个很有前途的解决方案。本文从传输成功率和区域频谱效率两个方面分析了基于竞争的稀疏码多址(SCMA)的性能。我们推导了这两个性能指标的封闭表达式,并用数值模拟验证了它们。此外,我们将结果与基于OFDMA争用的方法进行了比较。
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引用次数: 5
Stochastic Model for Evaluating Smart Hospitals Performance 智能医院绩效评价的随机模型
Pub Date : 2019-11-01 DOI: 10.1109/LATINCOM48065.2019.8937944
Laécio Rodrigues, P. Endo, Francisco Airton Silva
Hospital systems must be efficient to prevent loss of human lives. Low latency and high availability of resources are essential features to guarantee quality of service (QoS) in such environments. Taking advantage of Internet of Things (IoT) emergence, smart hospitals apper as a health revolution by capturing and transmitting patient data to physicians in real time through a wireless sensor network. For that, smart hospitals need local and remote servers for processing and storing data efficiently. Commonly, the patient information is shared among different devices, ensuring continuous operation and high availability. However, there is a significant difficulty in evaluating the performance of such systems in real contexts, because the failures are not tolerated (one can not unpluged the system to perform experiments) and the cost of a prototype implementation is high. To cover this issue, this paper adopts the analytical modeling approach to evaluate the performance of a smart hospital system, avoiding the investment in real equipment. Using Stochastic Petri Nets (SPNs), we propose a model to represent the architecture of a smart hospital, and estimate metrics related to the mean response time and resource utilization probability. The model are quite parametric, being possible to calibrate server resource capacity and service time. One can define 13 parameters, allowing to evaluate a large number of different scenarios. Results show that this work has the potential to assist hospital system administrators to plan more optimized architectures according to their needs.
医院系统必须高效,以防止人命损失。在这种环境中,低延迟和资源的高可用性是保证服务质量(QoS)的基本特征。利用物联网(IoT)的出现,智能医院通过无线传感器网络实时捕获患者数据并将其传输给医生,从而成为一场健康革命。为此,智能医院需要本地和远程服务器来有效地处理和存储数据。通常,患者信息在不同的设备之间共享,确保持续操作和高可用性。然而,在实际环境中评估此类系统的性能有很大的困难,因为失败是不可容忍的(人们不能拔掉系统的插头来进行实验),并且原型实现的成本很高。为了解决这一问题,本文采用分析建模的方法来评估智能医院系统的性能,避免了对真实设备的投资。利用随机Petri网(SPNs),我们提出了一个模型来表示智能医院的架构,并估计了与平均响应时间和资源利用概率相关的指标。该模型是非常参数化的,可以校准服务器资源容量和服务时间。可以定义13个参数,允许评估大量不同的场景。结果表明,这项工作有可能帮助医院系统管理员根据他们的需求规划更优化的架构。
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引用次数: 13
Deep Reinforcement Learning Applied to Congestion Control in Fronthaul Networks 深度强化学习在前传网络拥塞控制中的应用
Pub Date : 2019-11-01 DOI: 10.1109/LATINCOM48065.2019.8937857
Ingrid Nascimento, Ricardo S. Souza, Silvia Lins, Andrey Silva, A. Klautau
Fifth-generation wireless technologies embrace more flexible network architectures as a way of reducing deployment and operation costs while increasing user satisfaction. Centralized Radio Access Networks (C-RANs) play a fundamental role in this context, being envisioned for increased flexibility and lower cost of deployment. More recent C-RAN architectures assume packetized fronthaul links connecting radio units to baseband processors, a more cost-efficient solution relying on statistical multiplexing. This shared infrastructure scenario brings new challenges, including network congestion in the fronthaul links. Since current solutions may neither scale nor react in time for the microsecond-order delay requirements, this paper evaluates the adoption of machine learning-based techniques for congestion control in C-RAN scenarios. Deep Reinforcement Learning methods were evaluated through discrete-event simulations and compared with legacy TCP-based solutions. Promising results were found with satisfactory throughput level in all simulated scenarios, achieving low rates of average delay and packet loss compared with the TCP congestion control baseline.
第五代无线技术采用更灵活的网络架构,作为降低部署和运营成本,同时提高用户满意度的一种方式。集中式无线接入网(c - ran)在这种情况下发挥着基础作用,被认为具有更高的灵活性和更低的部署成本。最近的C-RAN架构采用了将无线电单元连接到基带处理器的分组前传链路,这是一种依赖于统计多路复用的更具成本效益的解决方案。这种共享的基础设施场景带来了新的挑战,包括前传链路中的网络拥塞。由于目前的解决方案既不能扩展也不能及时响应微秒级延迟要求,因此本文评估了在C-RAN场景中采用基于机器学习的拥塞控制技术。通过离散事件模拟评估了深度强化学习方法,并与传统的基于tcp的解决方案进行了比较。在所有模拟场景中都发现了令人满意的吞吐量水平,与TCP拥塞控制基线相比,实现了较低的平均延迟和丢包率。
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引用次数: 7
Analysis and Comparison of Several Mitigation Techniques for Middleton Class-A Noise 米德尔顿a类噪声几种降噪技术的分析与比较
Pub Date : 2019-11-01 DOI: 10.1109/LATINCOM48065.2019.8938020
Md. Sahabul Alam, Bassant Selim, Georges Kaddoum
Impulsive noise is a common impediment in many wireless, power line communication (PLC), and smart grid communication systems that prevents the system from achieving error-free transmission. In this paper, we compare and analyze several impulsive noise mitigation techniques for Middleton class-A noise considering single carrier modulation with low-density parity-check (LDPC) coded transmission. For this, we investigate the widely used non-linear methods such as clipping, blanking, and combined clipping/blanking to mitigate the noxious effects of impulsive noise. Although, the performance of these techniques are widely acknowledged for simple Bernoulli-Gaussian impulsive noise mitigation in case of orthogonal frequency division multiplexing (OFDM)-based multi-carrier communication systems, their mitigation capabilities in regards to Middleton class-A noise remains unknown. We further investigate the log-likelihood ratio (LLR)-based impulsive noise mitigation. Simulation results are provided to highlight the robustness of the LLR-based mitigation scheme over simple clipping/blanking schemes for the considered scenario. Moreover, our results show that while clipping performs better than blanking for Bernoulli-Gaussian noise, the later shows better performance in case of Middleton class-A noise.
脉冲噪声是许多无线、电力线通信(PLC)和智能电网通信系统中常见的障碍,它阻碍系统实现无差错传输。在本文中,我们比较和分析了考虑低密度奇偶校验(LDPC)编码传输的单载波调制的几种米德尔顿a类噪声脉冲抑制技术。为此,我们研究了广泛使用的非线性方法,如裁剪、消隐和裁剪/消隐组合来减轻脉冲噪声的有害影响。尽管这些技术的性能在基于正交频分复用(OFDM)的多载波通信系统中被广泛认可为简单的伯努利-高斯脉冲噪声缓解,但它们在米德尔顿a类噪声方面的缓解能力仍然未知。我们进一步研究了基于对数似然比(LLR)的脉冲噪声抑制。提供的仿真结果突出表明,对于所考虑的情景,基于llr的缓解方案比简单的裁剪/消隐方案具有鲁棒性。此外,我们的结果表明,虽然裁剪比消隐对伯努利-高斯噪声的性能更好,但后者在米德尔顿a类噪声的情况下表现更好。
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引用次数: 8
期刊
2019 IEEE Latin-American Conference on Communications (LATINCOM)
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