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2019 IEEE International Symposium on Measurements & Networking (M&N)最新文献

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Evaluation of Machine Learning Algorithms for Anomaly Detection in Industrial Networks 工业网络异常检测的机器学习算法评价
Pub Date : 2019-07-08 DOI: 10.1109/IWMN.2019.8805036
Giuseppe Bernieri, M. Conti, F. Turrin
The cyber-physical security of Industrial Control Systems (ICSs) represents an actual and worthwhile research topic. In this paper, we compare and evaluate different Machine Learning (ML) algorithms for anomaly detection in industrial control networks. We analyze supervised and unsupervised ML-based anomaly detection approaches using datasets extracted from the Secure Water Treatment (SWaT), a testbed developed to emulate a scaled-down real industrial plant. Our experiments show strengths and limitations of the two ML-based anomaly detection approaches for industrial networks.
工业控制系统的网络物理安全是一个具有现实意义和研究价值的课题。在本文中,我们比较和评估了不同的机器学习(ML)算法在工业控制网络中的异常检测。我们使用从安全水处理(SWaT)提取的数据集分析了有监督和无监督的基于ml的异常检测方法,SWaT是一个用于模拟按比例缩小的真实工业工厂的测试平台。我们的实验显示了两种基于机器学习的工业网络异常检测方法的优势和局限性。
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引用次数: 21
Measurements of Wearable Noninvasive Transducers for Sport Performance Improvement 改善运动表现的可穿戴式无创传感器的测量
Pub Date : 2019-07-08 DOI: 10.1109/IWMN.2019.8805026
A. Gueli, M. Ferrante, C. Trigona, A. Failla, M. Fiore
This paper aims to study wearable noninvasive transducers for monitoring and improving sports performance. Inertial sensors are widely used to obtain physiological and performance data during sporting activity in order to optimize training and recovery but also to reduce human error in competition. In this context several solutions have been proposed in literature regarding neuromuscular stimulations, transcutaneous excitations, and functional signals, very often based on invasive approaches. The device here studied is a non-invasive solution composed of two portable systems (i.e. to be fixed in both the limbs), with an electromechanical actuator and a wireless circuit to synchronize the two systems. The analyses conducted arouse interest from a neurological point of view in the perspective to study the effect of various stimulations for muscle performance improvement in athletes. For these reasons, the paper deals with the aspects of the stimulation used for sport training evaluation including performance defects and functional purposes. The study regarded different parameters including frequency, pulse width, pulse duration, waveforms, intensity, amplitude and pulse pattern. The experimental method and the signals related to induced stimulations will be here presented. All the collected data have been crucial to submit a specific multidisciplinary study to the ethics committee that must approve the related clinical study.
本文旨在研究用于监测和提高运动成绩的可穿戴式无创传感器。惯性传感器在体育运动中被广泛用于获取生理和性能数据,以优化训练和恢复,同时也减少比赛中的人为失误。在这种情况下,文献中提出了几种解决方案,涉及神经肌肉刺激,经皮刺激和功能信号,通常基于侵入性方法。本文研究的装置是由两个便携式系统(即固定在四肢上)组成的非侵入式解决方案,用一个机电致动器和一个无线电路来同步两个系统。从神经学的角度研究各种刺激对运动员肌肉性能改善的影响引起了人们的兴趣。基于这些原因,本文从性能缺陷和功能目的两方面论述了用于运动训练评价的刺激。研究考虑了不同的参数,包括频率、脉冲宽度、脉冲持续时间、波形、强度、幅度和脉冲模式。本文将介绍诱导刺激的实验方法和相关信号。所有收集到的数据对于向伦理委员会提交特定的多学科研究至关重要,伦理委员会必须批准相关的临床研究。
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引用次数: 0
Some Notes on the Verification of the Exposure Limits in 5G Systems 关于验证5G系统暴露限值的一些注意事项
Pub Date : 2019-07-08 DOI: 10.1109/IWMN.2019.8805045
M. Migliore
The aim of this contribution is to discuss some problems regarding the measurement of the Electromagnetic Field Exposure (EFE) n 5G communication systems. The discussion clarifies how the use of the spatial resource to increase the network capacity introduces new causes of uncertainties in the estimation of the field intensity compared to previous generation of cellular networks. Simple examples regarding Massive MIMO communication systems are discussed.
本贡献的目的是讨论有关5G通信系统中电磁场暴露(EFE)测量的一些问题。讨论阐明了与上一代蜂窝网络相比,利用空间资源增加网络容量如何在场强估计中引入新的不确定性原因。讨论了关于大规模MIMO通信系统的简单例子。
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引用次数: 4
Development of a Novel Measurement Technique for Emulating Real Life Environment within a Semi Reverberating Chamber 半混响室内模拟真实环境的新型测量技术的发展
Pub Date : 2019-07-08 DOI: 10.1109/IWMN.2019.8805030
A. Sorrentino, S. Cappa, G. Ferrara, M. Migliaccio
In this paper, the most important compact descriptors of wireless propagation channels, i.e. the power delay profile (PDP), the root mean square delay spread $tau_{rm{rms}}$ and the probability density function (pdf) of the field amplitude, are emulated with a novel reverberating chamber (RC) measurements method. In particular, the semi reverberating chamber (SRC) is obtained by simply realizing two anechoic corners within the RC. Experiments conducted by employing the RC of the Università degli Studi di Napoli Parthenope, formerly Istituto Universitario Navale (IUN), on the PDP, $tau_{rm{rms}}$ and pdf of the field amplitude, have been compared with theoretical expectation. Furthermore, measurements of multipath channel in a typical working environment, i.e. the IUN research laboratory, are made. Comparisons among the emulated compact parameters and the ones of real life environments, i.e. IUN electromagnetic laboratory, show the soundness of the new proposed technique.
本文采用一种新颖的混响室(RC)测量方法,对无线传播信道中最重要的紧致描述子,即功率延迟分布(PDP)、均方根延迟扩展(tau_{rm{rms}}$)和场幅的概率密度函数(pdf)进行了仿真。其中,半混响腔(SRC)是通过在半混响腔内实现两个消声角而得到的。利用那不勒斯帕特诺普大学(原Navale大学)的RC对场振幅的PDP, $tau_{rm{rms}}$和pdf进行了实验,并与理论期望进行了比较。此外,还对典型工作环境下的多径信道进行了测量,即IUN研究实验室。将仿真的压缩参数与实际环境(即IUN电磁实验室)的压缩参数进行了比较,验证了该方法的有效性。
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引用次数: 0
Passive Peak Voltage Sensor for Multiple Sending Coils Inductive Power Transmission System 用于多线圈感应输电系统的无源峰值电压传感器
Pub Date : 2019-07-08 DOI: 10.1109/IWMN.2019.8804989
Ghada Bouattour, Bilel Kallel, H. Derbel, O. Kanoun
Multi-coil inductive power transmission systems become more and more important in industrial, medical and smart home applications. They are very useful to realize power transmission in case of receivers having some lateral misalignment or even a variable position. In order to reduce losses of energy, a receiver detection and a powering strategy of the sending coils under it is highly required. In this paper, a position detection method is proposed, which is based on the measurement of the voltage amplitude of the sending coils. To investigate the reliability of the novel detector, the measured voltage amplitude in presence of the receiving coil is compared to the voltage amplitude in presence of different metallic materials. The measurements have been carried out under co-concentric and misaligned receiver positions. Experimental results prove the efficiency of the proposed method to detect the receiver coil with various positions and sizes. It differentiates with a high reliability between a receiver coil and a conductive target material.
多线圈感应电力传输系统在工业、医疗和智能家居应用中越来越重要。在接收机横向不对准甚至位置可变的情况下,它们对实现功率传输非常有用。为了减少能量损耗,对接收机的检测和在其下的发送线圈的供电策略提出了很高的要求。本文提出了一种基于测量发送线圈电压幅值的位置检测方法。为了研究新型探测器的可靠性,将接收线圈存在时测量的电压幅值与不同金属材料存在时的电压幅值进行了比较。测量是在同轴和不对准的接收器位置下进行的。实验结果证明了该方法对不同位置和尺寸的接收线圈检测的有效性。它区别于接收线圈和导电目标材料之间的高可靠性。
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引用次数: 8
Indoor Location Services through Multi-Source Learning-based Radio Fingerprinting Techniques 基于多源学习的无线指纹识别技术的室内定位服务
Pub Date : 2019-07-08 DOI: 10.1109/IWMN.2019.8805020
L. Sciullo, A. Trotta, M. D. Felice
Proximity advertising, smart parking and tourism are just examples of use-cases of location-based services that have become extremely popular in the last few years, also thanks to the pervasive diffusion of GNSS-enabled mobile devices. These devices, however, are not able guarantee adequate accuracy in indoor scenarios, that represent the actual frontier of next-generation location-based services. To this aim, we present in this paper Wireless Locator (WI-LO), a novel framework for the indoor localization of smartphone devices and the automation of location-based tasks. Through the WI-LO Web portal, users can import an indoor planimetry, set the Reference Points (RPs), and define the actions to execute at each RP or region or RPs. The WI-LO localization engine implements hybrid Radio Finger-Printing (RF) techniques, and it leverages on a variety of sensors embedded in Commercial Off The Shelf (COTS) smartphones (Wi-Fi, BLE, LTE, magnetometer). We investigate the utilization of Machine Learning (ML) techniques for the processing of the radio fingerprints of each source, and the application of fusion policies in order to aggregate the hard-decisions of each source. The evaluation analysis, conducted at the DISI@UNIBO department, confirms the ability of the WI-LO platform to deliver geo-fencing messages with over 90% accuracy, and it investigates the impact of different ML techniques, application parameters and scenario settings on the overall localization performance.
近距离广告、智能停车和旅游只是基于位置的服务用例的例子,这些服务在过去几年中变得非常流行,这也要归功于支持gnss的移动设备的普及。然而,这些设备不能保证室内场景的足够准确性,这代表了下一代基于位置的服务的实际前沿。为此,我们在本文中提出了无线定位器(WI-LO),这是一种用于智能手机设备室内定位和基于位置的任务自动化的新框架。通过WI-LO Web门户,用户可以导入室内平面图,设置参考点(RP),并定义在每个RP或区域或RP上执行的操作。WI-LO定位引擎实现了混合无线指纹(RF)技术,并利用了商用现货(COTS)智能手机(Wi-Fi、BLE、LTE、磁力计)中嵌入的各种传感器。我们研究了利用机器学习(ML)技术来处理每个源的无线电指纹,并应用融合策略来聚合每个源的硬决策。在DISI@UNIBO部门进行的评估分析证实了WI-LO平台以超过90%的准确率传递地理围栏消息的能力,并调查了不同ML技术、应用程序参数和场景设置对整体本地化性能的影响。
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引用次数: 0
An RGB-D based Framework for Ambient Assistive Living Applications 基于RGB-D的环境辅助生活应用框架
Pub Date : 2019-07-08 DOI: 10.1109/IWMN.2019.8805040
C. J. Debono, Matthew Sacco, J. Ellul
The ageing population is putting stress on both public and private structures that provide services to this community. In order to ease this problem, assistive living systems can be deployed to support the elderly within their homes, providing them with a better quality of life while keeping healthcare costs low. In this paper we present a framework to monitor elderly activities using an RGB-D system. The solution uses depth information to determine the location of the elderly and report it to the cloud for later analysis. In turn relatives and carers can access the data to monitor the activity of the associated individual. Moreover, the system provides real-time alerts both to the elderly and the carers if abnormal behavior, such as a fall, is detected or no movement is registered for a long time span.
人口老龄化给为社区提供服务的公共和私人机构带来了压力。为了缓解这一问题,可以部署辅助生活系统来支持家中的老年人,为他们提供更好的生活质量,同时保持较低的医疗成本。在本文中,我们提出了一个框架,以监测老年人的活动使用RGB-D系统。该解决方案使用深度信息来确定老年人的位置,并将其报告给云以供以后分析。反过来,亲属和护理人员可以访问这些数据来监控相关个人的活动。此外,如果检测到异常行为,如跌倒或长时间没有运动,该系统会向老年人和护理人员提供实时警报。
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引用次数: 1
Assistive sensor-based technology driven self-management for building resilience among people with early stage cognitive impairment 基于辅助传感器的技术驱动自我管理,在早期认知障碍患者中建立复原力
Pub Date : 2019-07-08 DOI: 10.1109/IWMN.2019.8804998
S. Casaccia, R. Bevilacqua, L. Scalise, G. M. Revel, A. Astell, S. Spinsante, L. Rossi
This paper reports the technologies and workplan of the AAL RESILIEN-T project. Focused on assistive technologies, RESILIEN-T aims to improve, through self-management, the autonomy, participation in social life, and skills, of older Persons with Cognitive Impairment (PwCI) who are too often considered as “objects” of research, rather than “partners”. The study investigates existing ICT solutions to improve the self-management ability of PwCl at different stages of cognitive impairment. Sensors, devices and apps to reduce the progression of the disease are analyzed. To increase sensor capability, innovative data management, i.e. Artificial Intelligence and Machine Learning algorithms, are considered to extract significant information from the data and optimize the sensor network. Moreover, approaches to involve end-users in the development are also investigated to enhance the final outputs. The study proposes a modular and integrated platform for PwCI to self-manage various activities including nutrition, physical activities, social life, cognitive training. The choice of offering an open API to integrate wearable devices and lifestyle monitoring systems from different suppliers makes available a customable and modular product. Considering that functional decline is part of the normal aging process, it might be challenging to individuate three levels of modular architecture to increase the accuracy of the monitoring with the decline of the cognitive capabilities.
本文报道了AAL公司的RESILIEN-T项目的技术和工作计划。该项目以辅助技术为重点,旨在通过自我管理,提高认知障碍老年人(PwCI)的自主性、参与社会生活和技能,这些老年人往往被视为研究的“对象”,而不是“合作伙伴”。本研究探讨了现有的ICT解决方案,以提高认知障碍不同阶段PwCl的自我管理能力。研究人员分析了减少疾病进展的传感器、设备和应用程序。为了提高传感器的能力,创新的数据管理,即人工智能和机器学习算法,被认为是从数据中提取重要信息并优化传感器网络。此外,还研究了使最终用户参与发展的方法,以提高最后的产出。该研究提出了一个模块化和集成的平台,用于PwCI自我管理各种活动,包括营养,体育活动,社交生活,认知训练。选择提供一个开放的API来集成来自不同供应商的可穿戴设备和生活方式监控系统,从而提供可定制的模块化产品。考虑到功能衰退是正常衰老过程的一部分,随着认知能力的下降,要个性化三个层次的模块化架构以提高监测的准确性可能具有挑战性。
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引用次数: 8
Dynamic Autonomous Energy Consumption Measurement for a Wireless Sensor Node 无线传感器节点动态自主能耗测量
Pub Date : 2019-07-08 DOI: 10.1109/IWMN.2019.8805001
Sabrine Khriji, Ahmed Yahia Kallel, Sandeep Reedy, Dhouha El Houssaini, I. Kammoun, O. Kanoun
Energy efficiency is one of the major challenging issue in the design of a Wireless Sensor Networks (WSN). Various energy-based techniques were developed to reduce the energy consumption. Most of these techniques use the residual energy of a sensor node as one of the significant factor to design an energy-aware scheme. However, these techniques estimate the residual energy based on the current or voltage. Thus, leading to fundamental errors as they do not consider the characteristics of batteries and the external impacts that can affect the network operability. In this paper, a low power cost effective circuit is designed to measure the current consumption, for later the power consumption is calculated and then the residual energy of the used batteries is measured. Experiments are carried out using the wireless node panStamp.
在无线传感器网络(WSN)的设计中,能源效率是一个主要的挑战问题。开发了各种以能源为基础的技术来减少能源消耗。这些技术大多使用传感器节点的剩余能量作为设计能量感知方案的重要因素之一。然而,这些技术是根据电流或电压来估计剩余能量的。因此,由于没有考虑电池的特性和可能影响网络可操作性的外部影响,导致了根本性的错误。本文设计了一种低功耗低成本的电路来测量电流消耗,然后计算功耗,然后测量废旧电池的剩余能量。实验采用无线节点panStamp进行。
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引用次数: 5
Water monitoring in smart cities exploiting plastic optical fibers and molecularly imprinted polymers. The case of PFBS detection 利用塑料光纤和分子印迹聚合物的智慧城市水监测。PFBS检测的情况
Pub Date : 2019-07-08 DOI: 10.1109/IWMN.2019.8805049
N. Cennamo, F. Arcadio, Chiara Perri, L. Zeni, F. Sequeira, L. Bilro, R. Nogueira, G. D’Agostino, Gianni Porto, Adriano Biasiolo
The detection of perfluorobutanesulfonic acid (PFBS) in water is presented for the first time exploiting a low-cost optical chemical sensing strategy, based on plastic optical fibers and molecularly imprinted polymers (MIPs), able to detect pollutants in water. The sensor’s response measured in this work for the detection of PFBS is similar to the one obtained with Perfluorooctanesulfonate (PFOS) and perfluorooctanoate (PFOA), already investigated. The detection limit of PFBS is considered of interest when compared to those obtained by using different expensive traditional approaches, e.g. high performance liquid chromatography-mass spectrometry (HPLC-MS). Moreover, the use of this sensing approach is a very attractive perspective for fast, in situ, and remote low-cost detection of pollutants in water for smart cities applications.
首次提出了一种基于塑料光纤和分子印迹聚合物(MIPs)的低成本光学化学传感策略,可以检测水中的污染物。在这项工作中测量的传感器检测PFBS的响应与已经研究过的全氟辛烷磺酸(PFOS)和全氟辛酸盐(PFOA)的响应相似。与使用不同昂贵的传统方法(如高效液相色谱-质谱法)获得的检测限相比,PFBS的检测限被认为是有趣的。此外,这种传感方法的使用对于智能城市应用中水中污染物的快速、原位和远程低成本检测是一个非常有吸引力的前景。
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引用次数: 10
期刊
2019 IEEE International Symposium on Measurements & Networking (M&N)
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