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2019 IEEE 30th International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC Workshops)最新文献

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Dual Trellis Construction for High-Rate Punctured Convolutional Codes 高速率穿刺卷积码的双格结构
Vinh Hoang Son Le, C. A. Nour, E. Boutillon, C. Douillard
Puncturing a low-rate convolutional code to generate a high-rate code has some drawback in terms of hardware implementation. In fact, a Maximum A-Posteriori (MAP) decoder based on the original trellis will then have a decoding throughput close to the decoding throughput of the mother non-punctured code. A solution to overcome this limitation is to perform MAP decoding on the dual trellis of a high-rate equivalent convolutional code. In the literature, dual trellis construction is only reported for specific punctured codes with rate $k/(k+1)$. In this paper, we propose a multi-step method to construct the equivalent dual code defined by the corresponding dual trellis for any punctured code. First, the equivalent nonsystematic generator matrix of the high-rate punctured code is derived. Then, the reciprocal parity-check matrix for the construction of the dual trellis is deduced. As a result, we show that the dual-MAP algorithm applied on the newly constructed dual trellis yields the same performance as the original MAP algorithm while allowing the decoder to achieve a higher throughput. When applied to turbo codes, this method enables highly efficient implementations of high-throughput high-rate turbo decoders.
在硬件实现方面,刺穿低速率卷积代码来生成高速率代码有一些缺点。实际上,基于原始网格的最大a -后验(MAP)解码器的解码吞吐量将接近母未穿孔代码的解码吞吐量。克服这一限制的一种解决方案是在高速率等效卷积码的双网格上执行MAP解码。在文献中,双网格结构仅报道了特定的穿孔代码,其速率为$k/(k+1)$。本文提出了一种多步构造由相应对偶格定义的等效对偶码的方法。首先,导出了高速率穿孔码的等效非系统发生器矩阵。然后,推导出构造对偶格的互易奇偶校验矩阵。结果表明,在新构建的双网格上应用双MAP算法可以产生与原始MAP算法相同的性能,同时允许解码器实现更高的吞吐量。当应用于turbo码时,该方法可以高效实现高吞吐量、高速率的turbo解码器。
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引用次数: 3
Modeling Delay of Haptic Data in CSMA-based Wireless Multi-Hop Networks: A Probabilistic Approach 基于csma的无线多跳网络触觉数据延迟建模:一种概率方法
Frank Engelhardt, M. Günes
The future Tactile Internet is expected to enable ultra-low-latency haptic communication in realtime between peers over arbitrary distances. This vision is currently highly based on the existing Internet Backbone and the upcoming 5G (and beyond) mobile communication networks. However, WiFi networks that are based on the IEEE 802.11 standard have spread widely and will be undiminishedly part of future networks. We derive a probabilistic model for estimation of latency in uncongested 802.11-based Wireless Multi-Hop Networks (WMHNs) with arbitrary topology. The model parameters are: (i) the data rate of the nodes, (ii) the packet error rate, (iii) the sending probability of the nodes, and (iv) the distribution of the queueing delay. In simulations our preliminary model can accurately predict both the minimum and maximum observed delays with multiple haptic flows present.
未来的触觉互联网有望在任意距离的对等体之间实现超低延迟的实时触觉通信。这一愿景目前高度基于现有的互联网骨干网和即将到来的5G(及以上)移动通信网络。然而,基于IEEE 802.11标准的WiFi网络已经广泛传播,并将成为未来网络的重要组成部分。我们推导了一个概率模型,用于估计具有任意拓扑的基于802.11的非拥塞无线多跳网络(WMHNs)的延迟。模型参数为:(i)节点的数据速率,(ii)数据包错误率,(iii)节点的发送概率,(iv)排队延迟的分布。在模拟中,我们的初步模型可以准确地预测存在多个触觉流的最小和最大观察延迟。
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引用次数: 3
Cramer-Rao Lower Bounds for Magnetic Localization of a Wireless Capsule Endoscope based on the Magnetic Dipole Model 基于磁偶极子模型的无线胶囊内窥镜磁定位Cramer-Rao下界
M. Kanaan, Muhammed Cil
In this study, wireless capsule endoscopy, which is used for imaging of the human gastrointestinal tract, is discussed. Magnetic localization technique is considered for estimating location and orientation of the capsule, owing to its potential to yield more accurate estimates. It is assumed that a cylindrical magnet wrapped around the capsule is present. The localization accuracy of this method was analyzed by Cramer-Rao lower bound method, which is alower bound on unbiased estimates. Changes in the Cramer-Rao Lower Bound were investigated under different scenarios.
本研究讨论了用于人体胃肠道成像的无线胶囊内镜。磁定位技术被认为是估计胶囊的位置和方向,因为它有可能产生更准确的估计。假设在胶囊周围有一个圆柱形磁铁。采用Cramer-Rao下界方法对该方法的定位精度进行了分析,该下界方法是无偏估计的下界。研究了不同情景下Cramer-Rao下限的变化。
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引用次数: 2
Statistical Appliance Inference in the Smart Grid by Machine Learning 基于机器学习的智能电网统计应用推断
Z. Bilgin, E. Tomur, M. Ersoy, Elif Ustundag Soykan
Smart Grid has been attracting more interest than ever thanks to emergence of enabling technologies such as 5G and IoT. Yet, there are some long-standing privacy concerns about revealing habits and lifestyles of people from fine-grained power consumption data collected through smart meters. In this context, the contribution of this work is twofold: First, we empirically demonstrate how appliance-level fine-grained power consumption data can reveal households' routines simply using probability density estimations derived from consumption data without requiring any complex analysis. Second, we point out that appliance types can be identified in a targeted house using circuit-level consumption data of other houses. We show how machine learning can be used maliciously to realize this threat in an automatic manner and achieve high success rate even with limited amount of training data on the public REDD dataset. In addition, we provide discussions on possible countermeasures against the threats examined in this study.
由于5G和物联网等使能技术的出现,智能电网比以往任何时候都吸引了更多的兴趣。然而,从智能电表收集的细粒度功耗数据中揭示人们的习惯和生活方式,存在一些长期存在的隐私担忧。在这种情况下,这项工作的贡献是双重的:首先,我们从经验上证明了如何使用从消费数据中得出的概率密度估计来揭示家庭的日常生活,而不需要任何复杂的分析。其次,我们指出,可以使用其他房屋的电路级消耗数据来识别目标房屋中的电器类型。我们展示了如何恶意使用机器学习以自动方式实现这种威胁,并且即使在公共REDD数据集上的训练数据量有限的情况下也能取得很高的成功率。此外,我们还讨论了针对本研究中所审查的威胁的可能对策。
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引用次数: 3
5D Magnetic Localization for Wireless Capsule Endoscopy Using the Levenberg-Marquardt Method and Artificial Bee Colony Algorithm 基于Levenberg-Marquardt方法和人工蜂群算法的无线胶囊内窥镜5D磁定位
Memduh Suveren, M. Kanaan
In this study, magnetic positioning process is performed by WCE method which is mostly preferred in recent years. In order to make 5D magnetic positioning possible, two different algorithms were used to solve nonlinear mathematical dipole equations; Artificial Bee Colony algorithm and Levenberg-Marquardt method. In case of using both algorithms separately and hybrid, performance comparison was made and the effect of noise on positioning error was investigated. As a result, we obtained a position error of less than 0.65 mm and orientation error of less than 0.8° in the absence of noise and in case of noise addition, we had an average position error of 6.45 mm and a 9% angle error.
在本研究中,磁定位过程采用WCE方法,这是近年来最受青睐的方法。为了使5D磁定位成为可能,采用两种不同的算法求解非线性数学偶极子方程;人工蜂群算法和Levenberg-Marquardt方法。在分别使用和混合使用两种算法的情况下,进行了性能比较,并研究了噪声对定位误差的影响。结果表明,在无噪声条件下,定位误差小于0.65 mm,定位误差小于0.8°;在有噪声条件下,平均定位误差为6.45 mm,角度误差为9%。
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引用次数: 6
ECONoMy: Ensemble Collaborative Learning Using Masking 经济:使用掩蔽的集成协作学习
Lars Van De Kamp, Chibuike Ugwuoke, Z. Erkin
In a society where digital data has become ubiquitous and has been projected to continue in this trajectory for the foreseeable future, machine learning has become a dependable tool to aid in analyzing these big datasets. However, where the data or machine learning algorithms are considered to be privacy-sensitive, one is then faced with the challenge of preserving the utility of machine learning in a privacy-preserving setting. In this paper, we focus on a use case where decentralized parties have privately owned machine learning algorithms, and would want to jointly generate a public model while not violating the privacy of their individual models, and data. We present ECONoMy: a privacy-preserving protocol that supports collaborative learning using an ensemble technique. Set in an honest-but-curious security model, ECONoMy is lightweight and provides efficiency and privacy in settings with large participant such as with IoT devices.
在一个数字数据无处不在的社会,并且预计在可预见的未来将继续沿着这一轨迹发展,机器学习已成为帮助分析这些大数据集的可靠工具。然而,如果数据或机器学习算法被认为是隐私敏感的,那么人们就面临着在隐私保护环境中保持机器学习效用的挑战。在本文中,我们关注的是一个用例,其中分散的各方拥有私人拥有的机器学习算法,并且希望共同生成一个公共模型,同时不侵犯其个人模型和数据的隐私。我们提出了ECONoMy:一个使用集成技术支持协作学习的隐私保护协议。在一个诚实但好奇的安全模型中,ECONoMy是轻量级的,在大型参与者(如物联网设备)的设置中提供效率和隐私。
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引用次数: 2
Performance Trade-offs in IoT Uplink Networks under Secrecy Constraints 保密约束下物联网上行网络的性能权衡
Haya Shajaiah, A. Sengupta, A. Abdel-Hadi, T. Clancy
We investigate the performance of uplink communications in Internet-of-Things (IoT) networks under passive attacks from eavesdroppers capable of intercepting individual links. An industrial IoT network is studied where multiple sensor classes, each with a dedicated local access point (LAP), are connected to one or more small cell access points (SAP) which in turn are connected to a central server. The server interfaces the IoT network to industrial sensor monitoring systems which periodically request sensor readings. We propose a unique attack resilient IoT sensor reporting model and study the performance of this system under strict latency as well as secrecy constraints. We show through simulation results how the proposed model behaves in different scenarios and compare the resilience to attack capability for the different cases.
我们研究了在能够拦截单个链路的窃听者的被动攻击下,物联网(IoT)网络中上行链路通信的性能。研究了一个工业物联网网络,其中多个传感器类,每个传感器类都有一个专用的本地接入点(LAP),连接到一个或多个小单元接入点(SAP),而SAP又连接到中央服务器。服务器将物联网网络连接到定期请求传感器读数的工业传感器监控系统。我们提出了一种独特的攻击弹性物联网传感器报告模型,并研究了该系统在严格延迟和保密约束下的性能。我们通过仿真结果展示了所提出的模型在不同情况下的行为,并比较了不同情况下的抗攻击能力。
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引用次数: 1
[Copyright notice] (版权)
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引用次数: 0
UE-to-UE Interference Measurement in Full Duplex Cellular Networks 全双工蜂窝网络中ue - ue干扰测量
Huan Wu, Eddy Hum, Hoda ShahMohammadian
With significant progress of full duplex technology, next generation wireless communication systems are moving toward application of full duplex enabled networks. The main challenges for the deployment of such networks is handling the additional interferences between nodes and devices. In an early deployment scenario where the base stations operate in full duplex mode while the user equipment remain in the half duplex mode, the mutual interference between the paired UEs of full duplex scheduling is a critical issue and needs to be well addressed in order to capitalize on the gain of a full duplex system. In this paper, we present design principles of a probing signal SUIM and propose a practical and reliable solution for UE-to-UE interference measurement in a full duplex network.
随着全双工技术的显著进步,下一代无线通信系统正朝着全双工网络的应用方向发展。部署这种网络的主要挑战是处理节点和设备之间的额外干扰。在早期部署场景中,基站工作在全双工模式,而用户设备保持在半双工模式,全双工调度的成对终端之间的相互干扰是一个关键问题,需要很好地解决,以便充分利用全双工系统的增益。本文提出了一种探测信号SUIM的设计原理,并提出了一种实用可靠的全双工网络中ue - ue干扰测量的解决方案。
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引用次数: 1
Drone Based Hotspot Network System Design 无人机热点网络系统设计
Zafer Caliskan, R. Sokullu
In this paper, a drone based system model and prototype is presented which allows mobile phone users to make Voice over Wi-Fi calls, a.k.a. VoWiFi, while the cellular system is not available or the cellular network signal level is under a pre-defined threshold to meet the quality of service for an IP call. The drone based system consists of a drone equipped with a smart phone main board which establishes a Wi-Fi hotspot network and the user equipment, smartphone capable of making a voice over Wi-Fi calls. The system performance is evaluated based on two major parameters: the Perceptual Evaluation of Speech Quality (PESQ) scoring, and the Received Signal Strength Indicator (RSSI). The relationship between these two important parameters is investigated in real life cellular networks under various conditions.
本文提出了一种基于无人机的系统模型和原型,它允许移动电话用户在蜂窝系统不可用或蜂窝网络信号水平低于预定义阈值的情况下进行Voice over Wi-Fi呼叫,即VoWiFi,以满足IP呼叫的服务质量。基于无人机的系统由配备智能手机主板的无人机组成,该主板可以建立Wi-Fi热点网络,用户设备是能够通过Wi-Fi通话进行语音的智能手机。系统性能基于两个主要参数进行评估:语音质量感知评估(PESQ)评分和接收信号强度指标(RSSI)。在实际的蜂窝网络中,研究了这两个重要参数在各种条件下的关系。
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引用次数: 1
期刊
2019 IEEE 30th International Symposium on Personal, Indoor and Mobile Radio Communications (PIMRC Workshops)
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