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Design of a Reconfigurable Multimodal Wearable Sensor Network (RMWSN) for Human Health and Ambience Monitoring 用于人体健康和环境监测的可重构多模态可穿戴传感器网络(RMWSN)设计
Surendar Devasundaram, Andrea Raymond, Mark Virgen, Drue Shapiro, Joon-Hyuk Park
The studies of human physiology, movement biomechanics and environmental interaction are generally conducted in laboratory settings using standard lab equipment such as Electrocardiography (ECG), respiration belt, motion capture cameras and a force-plate instrumented treadmill. With recent advancements in wearable technology, research on human behaviour, physiology and biomechanics in real-world environments has become much more viable and offers a means to collect real-world data from a broader range of activities. However, current wearable devices are typically a stand-alone system, each employing its own hardware and software interfaces that often vary between different systems, thus making it difficult to simultaneously integrate and instrument them on a user for synchronous multimodal measurements. To overcome this limitation, we propose a reconfigurable multimodal wearable sensor network (RMWSN) for real-time monitoring and data acquisition of various biomechanics, physiological and environmental parameters. The RMWSN incorporates a two-tier sensor network: the first tier utilizes wearable sensors with a microcontroller and the second tier consists of an efficient edge computing device for real-time data processing, data logging and wireless data transmission. The novel feature of the system that differentiates itself from existing wearable sensor systems is the modular and reconfigurable design in a wearable form, its scalability, easy accessibility, and integration with external computing devices. The outcomes of this research demonstrate an efficient multimodal wearable sensor network for use in many applications for human health and ambience monitoring.
人体生理学、运动生物力学和环境相互作用的研究通常在实验室环境中进行,使用标准的实验室设备,如心电图(ECG)、呼吸带、运动捕捉相机和力板仪器跑步机。随着最近可穿戴技术的进步,在现实环境中对人类行为、生理和生物力学的研究变得更加可行,并提供了一种从更广泛的活动中收集真实世界数据的方法。然而,目前的可穿戴设备通常是一个独立的系统,每个设备都使用自己的硬件和软件接口,这些接口在不同的系统之间经常变化,因此很难同时集成并在用户身上进行同步多模态测量。为了克服这一限制,我们提出了一个可重构的多模态可穿戴传感器网络(RMWSN),用于实时监测和获取各种生物力学、生理和环境参数的数据。RMWSN采用两层传感器网络:第一层使用带有微控制器的可穿戴传感器,第二层由高效的边缘计算设备组成,用于实时数据处理、数据记录和无线数据传输。该系统区别于现有可穿戴传感器系统的新颖之处在于其可穿戴形式的模块化和可重构设计、可扩展性、易访问性以及与外部计算设备的集成。这项研究的结果展示了一种高效的多模态可穿戴传感器网络,可用于人类健康和环境监测的许多应用。
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引用次数: 0
An Application with Jetson Nano for Plant Stress Detection and On-field Spray Decision Jetson Nano在植物胁迫检测和田间喷洒决策中的应用
M. A. D. Oliveira, Gregory Sedrez, G. Souza, G. H. Cavalheiro
Increasing field productivity is not just a financial need, but also a social issue. Several technologies converge to promote food production and, in this context, the fog computing paradigm can support the development of solutions for precision agriculture. This paper proposes an application of the Jetson Nano device, embedded in an agricultural spraying implement. This device supports the decision on irrigation activity, based on data collected by sensors distributed in the field. The sensors read information about the plant’s stress level from electrical signals and the Jetson Nano enables real-time analysis, through machine learning algorithms, to manage the product spray rate, according to the condition of the crop. Initial studies validated the proposed solution on an experimental basis, showing that the device can be an alternative for this purpose, since it can be used efficiently in machine learning tasks from data collected by the sensors. The experiment also highlighted some limitations of the proposed solution, such as the importance of observing the conditions of the system as a whole, its context and environment, in order to improve performance in spraying process.
提高田间生产力不仅是一个经济需求,也是一个社会问题。几种技术融合在一起促进粮食生产,在这种情况下,雾计算范式可以支持精准农业解决方案的开发。本文提出了Jetson纳米装置在农用喷雾器中的应用。该设备根据分布在田间的传感器收集的数据支持灌溉活动的决策。传感器从电信号中读取有关植物压力水平的信息,Jetson Nano通过机器学习算法进行实时分析,根据作物状况管理产品喷洒速度。最初的研究在实验基础上验证了提出的解决方案,表明该设备可以作为这一目的的替代方案,因为它可以有效地用于从传感器收集的数据中进行机器学习任务。实验还突出了所提出的解决方案的一些局限性,例如为了提高喷涂过程中的性能,必须观察整个系统的条件、其背景和环境。
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引用次数: 3
Snowflake: An Adaptive Energy and Delay Efficient Scheme for Source Location Privacy in Wireless Sensor Networks 雪花:无线传感器网络中自适应能量和延迟有效的源位置隐私方案
Sain Saginbekov, Dossay Oryspayev
Wireless Sensor Networks (WSNs) consist of a number of resource-constrained sensor nodes and a designated node called a sink, which collects data from the sensor nodes. A WSN can be used in numerous applications such as subject tracking and monitoring, where it is often desirable to keep the location of the subject private. In these types of applications, an adversary can locate the monitored subject, if a location privacy protection scheme is not applied. In this paper, we propose an adaptive energy and delay efficient scheme, called Snowflake, that conceals the location of subjects from a global adversary. Snowflake can be adapted to make the delivery delay smaller, or to make the packet overhead low. The simulation results show that Snowflake performs better than an existing algorithm.
无线传感器网络(wsn)由许多资源受限的传感器节点和一个指定的节点(称为sink)组成,该节点从传感器节点收集数据。WSN可用于许多应用中,例如对象跟踪和监控,在这些应用中通常需要保持对象的位置的私密性。在这些类型的应用程序中,如果不应用位置隐私保护方案,攻击者可以定位被监视的对象。在本文中,我们提出了一种自适应的能量和延迟效率方案,称为雪花,它可以对全局对手隐藏目标的位置。Snowflake可以使传输延迟更小,或者使数据包开销更低。仿真结果表明,该算法的性能优于现有算法。
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引用次数: 0
Real-time Approach for Decision Making in IoT-based Applications 基于物联网应用的实时决策方法
Hassan Harb, Diana Nader, Kassem Sabeh, A. Makhoul
Nowadays, the IoT applications benefit widely many sectors including healthcare, environment, military, surveillance, etc. While the potential benefits of IoT are real and significant, two major challenges remain in front of fully realizing this potential: limited sensor energy and decision making in real-time applications. To overcome these problems, data reduction techniques over data routed to the sink should be used in such a way that they do not discard useful information. In this paper, we propose a new energy efficient and real-time based algorithm to improve the decision making in IoT. At first data reduction is applied at the sensor nodes to reduce their raw data based on a predefined scoring system. Then, a second data reduction phase is applied at intermediate nodes, called grid leaders. It uses K-means as a clustering algorithm in order to eliminate data redundancy collected by the neighbor nodes. Finally, decision is taken at the sink level based on a scoring risk system and a risk-decision table. The evaluation of our technique is made based on a simulation from data collected on sensors at Intel Berkeley research lab. The obtained results show the relevance of our technique, in terms of data reduction and energy consumption.
如今,物联网应用广泛受益于许多领域,包括医疗保健,环境,军事,监视等。虽然物联网的潜在好处是真实而显著的,但在充分实现这一潜力之前仍然存在两个主要挑战:有限的传感器能量和实时应用中的决策。为了克服这些问题,应该以不丢弃有用信息的方式使用路由到接收器的数据缩减技术。在本文中,我们提出了一种新的基于节能和实时的算法来改善物联网中的决策。首先,基于预定义的评分系统,在传感器节点上应用数据约简来减少它们的原始数据。然后,在中间节点(称为网格leader)上应用第二个数据缩减阶段。它使用K-means作为聚类算法,以消除邻居节点收集的数据冗余。最后,基于评分风险系统和风险决策表,在汇聚层进行决策。基于英特尔伯克利研究实验室收集的传感器数据的仿真,对我们的技术进行了评估。所获得的结果显示了我们的技术在数据减少和能耗方面的相关性。
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引用次数: 1
Implementation of RSSI Module in Omnet++ for Investigation of WSN Simulations based on Real Environmental Conditions 基于真实环境条件的WSN仿真研究中RSSI模块在omnet++中的实现
Mohamed Khalil Baazaoui, Ilef Ketata, Ghofrane Fersi, A. Fakhfakh, F. Derbel
The simulation of different scenarios and protocols under environmental conditions is a success key for a reliable Wireless Sensor Network (WSN). For some applications, the variation of the weather conditions as the temperature and humidity could affect the Received Signal Strength Indication (RSSI). Running multisimulation scenarios is required to evaluate the proposed protocols and architectures before their deployment in a real-world network. The more the simulator mimics the real world, the closer the evaluation results to the real network. In this paper, we have integrated temperature and humidity in the Omnet simulator and have taken into account the impact of these environmental factors on the RSSI based on real experiments that were carried out using the CC1101 radio ship of Panstamp Avr2 at 868 MHz frequency.
环境条件下不同场景和协议的仿真是实现可靠无线传感器网络的关键。对于某些应用,天气条件的变化,如温度和湿度,可能会影响接收信号强度指示(RSSI)。在将提议的协议和体系结构部署到实际网络之前,需要运行多仿真场景来评估它们。仿真器对真实网络的模拟越多,评估结果越接近真实网络。在本文中,我们在Omnet模拟器中集成了温度和湿度,并基于使用Panstamp Avr2的CC1101无线电船在868 MHz频率下进行的实际实验,考虑了这些环境因素对RSSI的影响。
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引用次数: 3
MASHCA: Monitoring and Hydro Climatological Analysis of the Urban Microclimate of Latacunga 拉塔孔加城市小气候监测与水文气候分析
D. Rivas-Lalaleo, Alex Mauricio Santana Gallo, Cristian Molina, Mónica Huerta, R. Clotet, Andrés Pérez, L. Santana, Fernanda Oñate
The climate change has become one of the most studied problems in recent years. Analyses of climate behavior have traditionally been treated in a macro way, that is, large areas of territory are analyzed. The development of humanity in particular, which has been denoted by the increase in population and therefore the growth of cities, has had an effect on the climate. The change in climatic conditions within cities due to the effects of construction, urban planning, modification of territories, among others, are known as urban micro-climates. These variations require special attention, since these apparently minimal changes can have a great effect on the life of the population. The purpose of this project is to study the historical data on the behavior of the urban climate of Latacunga, through the temporal analysis of the data obtained by the meteorological station of the Universidad de las Fuerzas ESPE, later to develop micro meteorological stations that are installed in various locations of the city, finally the information generated and its corresponding reports will be presented through a web page, thus allowing to have a tool that allows to identify the behavior of the urban microclimate of the city of Latacunga. The results obtained have made it possible to identify the maximum, minimum and most frequent values of temperature, humidity, speed and wind direction. In addition, with the installation of the new stations, the monitoring of variables such as solar radiation, atmospheric pressure, among others, has increased. With the information processed, it will allow the generation of recommendations oriented to risk management, urban planning and citizen security.
气候变化是近年来研究最多的问题之一。传统上,对气候行为的分析是以宏观的方式进行的,即对大面积的领土进行分析。特别是人类的发展,以人口的增加和城市的发展为标志,对气候产生了影响。由于建筑、城市规划、领土变更等因素的影响,城市内气候条件的变化被称为城市微气候。这些变化需要特别注意,因为这些表面上最小的变化可以对人口的生活产生很大的影响。该项目的目的是研究Latacunga城市气候行为的历史数据,通过对西班牙富尔萨斯大学气象站获得的数据进行时间分析,随后开发安装在城市各个位置的微型气象站,最后生成的信息及其相应的报告将通过网页呈现。这样就有了一个工具,可以识别拉塔昆加城市的城市小气候行为。所获得的结果使识别温度、湿度、速度和风向的最大值、最小值和最频繁值成为可能。此外,随着新台站的安装,对诸如太阳辐射、大气压力等变量的监测也增加了。经过处理的信息将有助于提出针对风险管理、城市规划和公民安全的建议。
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引用次数: 0
Integration of FIWARE and IoT based Named Data Networking (IoT-NDN) FIWARE与基于物联网的命名数据网络(IoT- ndn)集成
M. A. Hail, Ian Pösse, S. Fischer
IoT systems have taken on an essential role in our life. IoT devices are strongly integrated into several sectors such as Smart Healthcare, Smart Cities, Smart Energy, Smart Industry, etc. and deliver important data. Designing, building, and implementing IoT systems are significant challenges because of IoT requirements such as mobility, energy consumption, and limited device memory. To mitigate such challenges, opportunities to test and evaluate IoT systems early in the first development phases are important to reduce cost and effort. Different systems have been proposed to aid such development, aiming at different key challenges. One of these systems is FIWARE, an open source IoT middleware, designed to ease data transportation and big data tasks. It has been established as an ecosystem technology used for optimizing the development of several applications and services in IoT. Key feature is the standardized architecture for gathering context information and managing these contexts in cloud based IoT and big data applications. In this paper, we discuss the integration of FIWARE software and IoT-NDN. IoT-NDN is an IoT system based on the Named Data Networking (NDN) communication paradigm. NDN is a communication protocol developed for the Internet and uses hierarchical names instead of IP addresses to deliver data on the Internet. IoT-NDN is an advanced architecture of NDN, conceding the requirements and limitations of IoT devices. In this paper we present an approach and architecture to integrate FIWARE and IoT-NDN. This integration eases implementation of IoT-NDN in existing applications, since a transparent compatibility between both systems can be achieved.
物联网系统在我们的生活中扮演着至关重要的角色。物联网设备与智能医疗、智能城市、智能能源、智能工业等多个领域紧密集成,并提供重要数据。由于物联网的移动性、能耗和有限的设备内存等要求,设计、构建和实施物联网系统是一项重大挑战。为了缓解这些挑战,在第一个开发阶段早期测试和评估物联网系统的机会对于降低成本和工作量非常重要。针对不同的关键挑战,提出了不同的系统来帮助这种发展。其中一个系统是FIWARE,这是一个开源的物联网中间件,旨在简化数据传输和大数据任务。它已被建立为一种生态系统技术,用于优化物联网中多个应用和服务的开发。关键特性是在基于云的物联网和大数据应用中收集上下文信息和管理这些上下文的标准化架构。本文讨论了FIWARE软件与IoT-NDN的集成。IoT-NDN是一种基于命名数据网络(NDN)通信范式的物联网系统。NDN是为Internet开发的一种通信协议,它使用分层名称代替IP地址在Internet上传输数据。IoT-NDN是一种先进的NDN架构,它承认了物联网设备的要求和限制。在本文中,我们提出了一种集成FIWARE和IoT-NDN的方法和架构。这种集成简化了现有应用中IoT-NDN的实现,因为两个系统之间可以实现透明的兼容性。
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引用次数: 3
Analysis of RPL Objective Functions with Security Perspective 安全视角下RPL目标函数分析
C. Doğan, Selim Yılmaz, Sevil Şen
The IPv6 Routing Protocol for Low Power Lossy Networks (RPL) is one of the standardized routing protocols for lossy networks consisting of resource-constrained Internet of Things (IoT) devices. RPL allows to use different objective functions based on different routing metrics such as expected transmission count (ETX), hop count, and energy to determine effective routes. In the literature, the performance of two objective functions namely Objective Function Zero (OF0), Minimum Rank with Hysteresis Objective Function (MRHOF) are evaluated thoroughly, since they are accepted as standard objective functions in RPL. However their performance under attack has not been evaluated comprehensively yet. Although RPL has defined some specifications for its security, it is still vulnerable to insider attacks, which could dramatically affect the network performance. Therefore, this study investigates how the performance of objective functions are affected by RPL specific attacks. Version number, DIS flooding, and worst parent attacks are analyzed by using the following performance metrics: packet delivery ratio, overhead, latency, and power consumption. Moreover, how they are affected by the number of attackers in the network are analyzed. To the best of the authors’ knowledge, this is the first study that comprehensively explores RPL objective functions on networks under
低功耗网络IPv6路由协议(RPL)是由资源受限的物联网(IoT)设备组成的有损网络的标准化路由协议之一。RPL允许根据不同的路由指标(如期望传输计数(ETX)、跳数和能量)使用不同的目标函数来确定有效的路由。在文献中,目标函数0 (OF0)和带滞后最小秩目标函数(MRHOF)这两个目标函数的性能得到了全面的评价,因为它们是RPL中公认的标准目标函数。然而,他们在遭受攻击时的表现还没有得到全面的评价。尽管RPL已经为其安全性定义了一些规范,但它仍然容易受到内部攻击,这可能会极大地影响网络性能。因此,本研究探讨了目标函数的性能如何受到RPL特定攻击的影响。版本号、DIS泛洪和最恶劣的父攻击通过使用以下性能指标进行分析:数据包传递率、开销、延迟和功耗。分析了网络中攻击者数量对它们的影响。据作者所知,这是第一个全面探讨RPL目标函数的研究
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引用次数: 8
Towards a Floating Plastic Waste Early Warning System 建立漂浮塑料垃圾预警系统
G. Paller, G. Élö
Plastic waste in living waters is a worldwide problem. One particular variant of this problem is floating plastic waste, e.g. plastic bottles or bags. Rivers often carry large amount of floating plastic waste, due to unauthorized or not properly maintained waste dumps installed in the rivers’ flood plain. It is of utmost importance that environmental protection agencies be aware of such large-scale plastic pollutions so that they can initiate appropriate countermeasures. This paper presents two iterations of an early warning system designed to alert environmental protection agencies of plastic waste pollution. These systems are based on processing camera images but while the first iteration uses motion detection for identifying relevant images, the second iteration adopted a machine learning algorithm deployed in edge computing architecture. Better selectivity of the machine learning-based solution significantly eases the burden on the operators of the early warning system.
生活水域中的塑料垃圾是一个全球性的问题。这个问题的一个特殊变体是漂浮的塑料废物,例如塑料瓶或塑料袋。河流经常携带大量漂浮的塑料垃圾,这是由于未经授权或没有妥善维护的垃圾倾倒在河流的洪泛平原上。环境保护机构意识到如此大规模的塑料污染是至关重要的,这样他们才能采取适当的对策。本文提出了两个迭代的早期预警系统,旨在提醒环境保护机构的塑料废物污染。这些系统基于处理相机图像,但第一次迭代使用运动检测来识别相关图像,第二次迭代采用了部署在边缘计算架构中的机器学习算法。基于机器学习的解决方案具有更好的选择性,大大减轻了预警系统操作员的负担。
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引用次数: 1
Infrared Photoelectric Sensor Network Applied to Remote Arthropod Insects' Surveillance 红外光电传感器网络在节肢动物昆虫远程监测中的应用
Federico Gaona, Ever Quiñonez, Adolfo Jara, Ariel Manabe, Norma Silva, M. Monteiro, C. Schaerer, M. C. Vega, A. R. Arias
This work presents a monitoring system trap to detect the presence of arthropod insects in a remote surveillance zone. Detections are made using sensor traps that are installed in twenty houses of an indigenous village of the Paraguayan Chaco in South America, where the insects that transmit Chagas disease are pressing to infest the area. Pheromone baits are used to ensure the attraction of Triatoma infestans. For detecting variations of the light due to insect intrusion, trap entrances have photoelectric infrared sensors. Once the insect is detected, the information is collected and transmitted to an Internet database storage server. More than 750 intrusions were detected during nine months, the highest number of detections occurred when the temperature ranged between 20 °C and 34 °C, relative humidity average less than 30% and the precipitation was less than 1.5 mm. This new result provides evidence of the T. infestans activity at different times of the day and month, and its relationship with certain environmental variables. These findings contribute to reorientate surveillance procedures, validate the monitoring system proposal and give important information on the vector's life activity.
这项工作提出了一个监测系统陷阱,以检测节肢动物昆虫的存在在一个遥远的监视区。利用传感器陷阱进行检测,这些陷阱安装在南美洲巴拉圭查科一个土著村庄的20所房屋中,传播恰加斯病的昆虫正在该地区肆虐。使用费洛蒙诱饵以确保吸引感染三角瘤。为了检测由于昆虫入侵引起的光线变化,陷阱入口装有光电红外传感器。一旦检测到昆虫,信息就会被收集并传输到互联网数据库存储服务器。9个月共检测到入侵750余次,其中温度在20 ~ 34℃,平均相对湿度小于30%,降水量小于1.5 mm时检测到入侵次数最多。这一新结果提供了该菌在一天和一个月的不同时间活动的证据,以及它与某些环境变量的关系。这些发现有助于重新定位监测程序,验证监测系统建议,并提供有关病媒生命活动的重要信息。
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引用次数: 0
期刊
... International Conference on Wearable and Implantable Body Sensor Networks. International Conference on Wearable and Implantable Body Sensor Networks
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