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Distributed Information Flow Verification for Secure Service Composition in Smart Sensor Network 被引量:3
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作者 XI Ning SUN Cong +2 位作者 MA Jianfeng CHEN Xiaofeng SHEN Yulong 《China Communications》 SCIE CSCD 2016年第4期119-130,共12页
Accelerate processor, efficient software and pervasive connections provide sensor nodes with more powerful computation and storage ability, which can offer various services to user. Based on these atomic services, dif... Accelerate processor, efficient software and pervasive connections provide sensor nodes with more powerful computation and storage ability, which can offer various services to user. Based on these atomic services, different sensor nodes can cooperate and compose with each other to complete more complicated tasks for user. However, because of the regional characteristic of sensor nodes, merging data with different sensitivities become a primary requirement to the composite services, and information flow security should be intensively considered during service composition. In order to mitigate the great cost caused by the complexity of modeling and the heavy load of single-node verification to the energy-limited sensor node, in this paper, we propose a new distributed verification framework to enforce information flow security on composite services of smart sensor network. We analyze the information flows in composite services and specify security constraints for each service participant. Then we propose an algorithm over the distributed verification framework involving each sensor node to participate in the composite service verification based on the security constraints. The experimental results indicate that our approach can reduce the cost of verification and provide a better load balance. 展开更多
关键词 information flow security service composition formal verification smart sensor network
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Smart Sensor与MEMS
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作者 向勇 李玲霞 +1 位作者 胡明 谢道华 《半导体技术》 CAS CSCD 北大核心 2000年第5期4-6,共3页
讨论了SmartSensor与MEMS的全新概念。结合微机械加工技术的发展,概述了现代传感器技术智能化、功能集成化的新趋势,及其对现代微电子、微型电子机械乃至整个信息技术领域的深远影响。
关键词 传感器 智能化 集成化 MEMS 微机械电子系统
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Visualization of real-time displacement time history superimposed with dynamic experiments using wireless smart sensors and augmented reality
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作者 Marlon Aguero Derek Doyle +1 位作者 David Mascarenas Fernando Moreu 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2023年第3期573-588,共16页
Wireless smart sensors(WSS)process field data and inform inspectors about the infrastructure health and safety.In bridge engineering,inspectors need reliable data about changes in displacements under loads to make cor... Wireless smart sensors(WSS)process field data and inform inspectors about the infrastructure health and safety.In bridge engineering,inspectors need reliable data about changes in displacements under loads to make correct decisions about repairs and replacements.Access to displacement information in the field and in real-time remains a challenge as inspectors do not see the data in real time.Displacement data from WSS in the field undergoes additional processing and is seen at a different location.If inspectors were able to see structural displacements in real-time at the locations of interest,they could conduct additional observations,creating a new,information-based,decision-making reality in the field.This paper develops a new,human-centered interface that provides inspectors with real-time access to actionable structural data during inspection and monitoring enhanced by augmented reality(AR).It summarizes and evaluates the development and validation of the new human-infrastructure interface in laboratory experiments.The experiments demonstrate that the interface that processes all calculations in the AR device accurately estimates dynamic displacements in comparison with the laser.Using this new AR interface tool,inspectors can observe and compare displacement data,share it across space and time,visualize displacements in time history,and understand structural deflection more accurately through a displacement time history visualization. 展开更多
关键词 wireless smart sensor monitoring augmented reality DISPLACEMENT ACCELERATION human-infrastructure interface
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Smart sensors,smart calibration:Applications in machine learning for coal dust monitoring
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作者 Nana A.Amoah Mirza Muhammad Zaid +2 位作者 Xiaosong Du Yang Wang Guang Xu 《Green and Smart Mining Engineering》 2025年第3期301-312,共12页
The recent resurgence of pneumoconiosis among coal miners in the United States has been linked to their exposure to excessive levels of coal dust.PDM3700 monitors are used in the mining industry to measure each miner&... The recent resurgence of pneumoconiosis among coal miners in the United States has been linked to their exposure to excessive levels of coal dust.PDM3700 monitors are used in the mining industry to measure each miner's coal dust exposure levels and control overexposure.However,the high cost of the PDM3700 hinders its use in measuring the exposure levels of all miners.Plantower PMS5003 low-cost particulate matter(PM)sensors can measure coal dust concentrations with high spatial resolution in real-time owing to their low cost and small size.However,these sensors require extensive calibration to ensure a high accuracy over long deployment periods.Because they have only been calibrated for mining-induced PM monitoring using linear regression models,the objective of this study was to leverage machine learning algorithms for calibration of coal-dust-monitoring sensors.Laboratory collocation tests were performed using the PDM3700 and aerodynamic particle sizer as reference monitors in a wind tunnel at a wide range of concentrations(0-3mg/m^(3)),temperatures(20-32℃),and relative humidities(23%-43%).The results revealed that nonlinear machine learning techniques significantly outperformed traditional linear regression models for low-cost sensor calibration.With the artificial neural network(ANN)being the strongest calibration model,Pearson's correlation of the PMS5003 sensors reached 0.98 and 0.97,those of the Airtrek sensors reached of 0.89 and 0.91,and those of the GasLab sensors reached 0.93 and 0.92.This shows a 2%-11%improvement in model performance over the linear regression model using ANN calibration.The success of the machine learning algorithms used in this study demonstrates the feasibility of deploying low-cost PM sensors for coal dust monitoring in mines. 展开更多
关键词 smart sensors smart calibration Machine learning Coal dust monitoring Artificial neural network
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Smart Gas Sensors:Recent Developments and Future Prospective 被引量:2
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作者 Boyang Zong Shufang Wu +3 位作者 Yuehong Yang Qiuju Li Tian Tao Shun Mao 《Nano-Micro Letters》 SCIE EI CAS 2025年第3期55-86,共32页
Gas sensor is an indispensable part of modern society withwide applications in environmental monitoring,healthcare,food industry,public safety,etc.With the development of sensor technology,wireless communication,smart... Gas sensor is an indispensable part of modern society withwide applications in environmental monitoring,healthcare,food industry,public safety,etc.With the development of sensor technology,wireless communication,smart monitoring terminal,cloud storage/computing technology,and artificial intelligence,smart gas sensors represent the future of gassensing due to their merits of real-time multifunctional monitoring,earlywarning function,and intelligent and automated feature.Various electronicand optoelectronic gas sensors have been developed for high-performancesmart gas analysis.With the development of smart terminals and the maturityof integrated technology,flexible and wearable gas sensors play an increasingrole in gas analysis.This review highlights recent advances of smart gassensors in diverse applications.The structural components and fundamentalprinciples of electronic and optoelectronic gas sensors are described,andflexible and wearable gas sensor devices are highlighted.Moreover,sensorarray with artificial intelligence algorithms and smart gas sensors in“Internet of Things”paradigm are introduced.Finally,the challengesand perspectives of smart gas sensors are discussed regarding the future need of gas sensors for smart city and healthy living. 展开更多
关键词 smart gas sensor Electronic sensor Optoelectronic sensor Flexible and wearable sensor Artificial intelligence
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Blending Sensor Scheduling Strategy with Particle Filter to Track a Smart Target 被引量:6
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作者 Bin LIU Chunlin JI +1 位作者 Yangyang ZHANG Chengpeng HAO 《Wireless Sensor Network》 2009年第4期300-305,共6页
We discuss blending sensor scheduling strategies with particle filtering (PF) methods to deal with the prob-lem of tracking a ‘smart’ target, that is, a target being able to be aware it is being tracked and act in a... We discuss blending sensor scheduling strategies with particle filtering (PF) methods to deal with the prob-lem of tracking a ‘smart’ target, that is, a target being able to be aware it is being tracked and act in a manner that makes the future track more difficult. We concern here how to accurately track the target with a care on concealing the observer to a possible extent. We propose a PF method, which is tailored to mix a sensor scheduling technique, called covariance control, within its framework. A Rao-blackwellised unscented Kal-man filter (UKF) is used to produce proposal distributions for the PF method, making it more robust and computationally efficient. We show that the proposed method can balance the tracking filter performance with the observer’s concealment. 展开更多
关键词 PARTICLE Filter sensor Scheduling smart TARGET Tracking
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TelG Mote: A Green Wireless Sensor Node Platform for Smart Home and Ambient Assisted Living 被引量:1
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作者 Mohd Rozaini Bin Abd Rahim Rozeha A.Rashid +2 位作者 Norsheila Fisal Zubair Khalid Abdul Hadi Fikri Abd Hamid 《Journal of Electronic Science and Technology》 CAS CSCD 2016年第3期211-219,共9页
The wireless sensor network (WSN) consists of sensor nodes that interact with each other to collectively monitor environmental or physical conditions at different locations for the intended users. One of its potenti... The wireless sensor network (WSN) consists of sensor nodes that interact with each other to collectively monitor environmental or physical conditions at different locations for the intended users. One of its potential deployments is in the form of smart home and ambient assisted living (SHAAL)to measure patients or elderly physiological signals, control home appliances, and monitor home. This paper focuses on the development of a wireless sensor node platform for SHAAL application over WSN which complies with the IEEE 802.15.4 standard and operates in 2.4 GHz ISM (industrial, scientific, and medical) band. The initial stage of SHAAL application development is the design of the wireless sensor node named TelG mote. The main features of TelG mote contributing to the green communications include low power consumption, wearable, flexible, user-friendly, and small sizes. It is then embedded with a self-built operating system named WiseOS to support customized operation. The node can achieve a packet reception rate (PRR) above 80% for a distance of up to 8 m. The designed TelG mote is also comparable with the existing wireless sensor nodes available in the market. 展开更多
关键词 smart home and ambient assisted living wireless sensor network wireless sensor node.
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Characteristics of Smart Concrete with Fiber Optical Bragg Grating Sensor
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作者 信思金 《Journal of Wuhan University of Technology(Materials Science)》 SCIE EI CAS 2004年第2期82-84,共3页
Based on the advantages of the fiber Bragg grating sensing technology,this paper presents a principle of a novel smart concrete with fiber optical Bragg grating sensor,analyses the theory and characteristics,illustrat... Based on the advantages of the fiber Bragg grating sensing technology,this paper presents a principle of a novel smart concrete with fiber optical Bragg grating sensor,analyses the theory and characteristics,illustrates the key technology and method to make the fiber Bragg grating sensor for the smart concrete,and proves the feasibility with experiments.The results indicate that the smart concrete with fiber Bragg grating sensors is feasible in the structure monitoring and damage diagnosing in the long run. 展开更多
关键词 smart concrete fiber optical Bragg grating sensor intelligent materials
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Smart结构及其应用 被引量:27
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作者 江冰 李兴丹 吴代华 《力学进展》 EI CSCD 北大核心 1994年第3期353-361,共9页
本文介绍了Smart结构的概念,对国外有关此领域的研究及应用作了简要评述。
关键词 smart结构 传感器 复合材料
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Laser-Induced Graphene:En Route to Smart Sensing 被引量:9
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作者 Libei Huang Jianjun Su +1 位作者 Yun Song Ruquan Ye 《Nano-Micro Letters》 SCIE EI CAS CSCD 2020年第11期209-225,共17页
The discovery of laser-induced graphene(LIG) from polymers in 2014 has aroused much attention in recent years.A broad range of applications,including batteries,catalysis,sterilization,and separation,have been explored... The discovery of laser-induced graphene(LIG) from polymers in 2014 has aroused much attention in recent years.A broad range of applications,including batteries,catalysis,sterilization,and separation,have been explored.The advantages of LIG technology over conventional graphene synthesis methods are conspicuous,which include designable patterning,environmental friendliness,tunable compositions,and controllable morphologies.In addition,LIG possesses high porosity,great flexibility,and mechanical robustness,and excellent electric and thermal conductivity.The patternable and printable manufacturing process and the advantageous properties of LIG illuminate a new pathway for developing miniaturized graphene devices.Its use in sensing applications has grown swiftly from a single detection component to an integrated smart detection system.In this minireview,we start with the introduction of synthetic efforts related to the fabrication of LIG sensors.Then,we highlight the achievement of LIG sensors for the detection of a diversity of stimuli with a focus on the design principle and working mechanism.Future development of the techniques toward in situ and smart detection of multiple stimuli in widespread applications will be discussed. 展开更多
关键词 Laser-induced graphene smart sensor Printable electronics Design principle
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Metaheuristic Clustering Protocol for Healthcare DataCollection in MobileWireless Multimedia Sensor Networks 被引量:4
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作者 G G.Kadiravan P.Sujatha +5 位作者 T.Asvany R.Punithavathi Mohamed Elhoseny Irina V.Pustokhina Denis A.Pustokhin K.Shankar 《Computers, Materials & Continua》 SCIE EI 2021年第3期3215-3231,共17页
Nowadays,healthcare applications necessitate maximum volume of medical data to be fed to help the physicians,academicians,pathologists,doctors and other healthcare professionals.Advancements in the domain of Wireless ... Nowadays,healthcare applications necessitate maximum volume of medical data to be fed to help the physicians,academicians,pathologists,doctors and other healthcare professionals.Advancements in the domain of Wireless Sensor Networks(WSN)andMultimediaWireless Sensor Networks(MWSN)are tremendous.M-WMSN is an advanced form of conventional Wireless Sensor Networks(WSN)to networks that use multimedia devices.When compared with traditional WSN,the quantity of data transmission in M-WMSN is significantly high due to the presence of multimedia content.Hence,clustering techniques are deployed to achieve low amount of energy utilization.The current research work aims at introducing a new Density Based Clustering(DBC)technique to achieve energy efficiency inWMSN.The DBC technique is mainly employed for data collection in healthcare environment which primarily depends on three input parameters namely remaining energy level,distance,and node centrality.In addition,two static data collector points called Super Cluster Head(SCH)are placed,which collects the data from normal CHs and forwards it to the Base Station(BS)directly.SCH supports multi-hop data transmission that assists in effectively balancing the available energy.Adetailed simulation analysiswas conducted to showcase the superior performance of DBC technique and the results were examined under diverse aspects.The simulation outcomes concluded that the proposed DBC technique improved the network lifetime to a maximum of 16,500 rounds,which is significantly higher compared to existing methods. 展开更多
关键词 smart sensor environment healthcare data MULTIMEDIA big data processing CLUSTERING MOBILITY energy efficiency
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埋入式光纤传感原理及实验研究——航天Smart结构 被引量:4
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作者 吴德隆 张忠 阎绍泽 《导弹与航天运载技术》 1999年第4期42-50,共9页
对Smart材料/结构中的光纤传感原理进行了探讨,并进行了实验研究。首先介绍了Smart结构中常见的埋入式光纤传感器的特点及其工作原理,然后提出了应用多模光纤在编织复合材料Smart结构中进行应变场测量的方案,建立了... 对Smart材料/结构中的光纤传感原理进行了探讨,并进行了实验研究。首先介绍了Smart结构中常见的埋入式光纤传感器的特点及其工作原理,然后提出了应用多模光纤在编织复合材料Smart结构中进行应变场测量的方案,建立了实验装置,给出了实验结果并进行了讨论。 展开更多
关键词 光纤传感器 smart结构 复合材料 航天结构
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基于安卓平台的智慧农业远程管理系统
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作者 曲鹏宇 李爱传 +1 位作者 王新兵 Francesco Marinello 《智慧农业导刊》 2026年第1期16-19,共4页
针对传统农业在数据获取、决策及远程控制方面的局限性,该文设计并实现一套以安卓为核心的低成本智慧农业远程管理系统。该系统采用四层架构,通过ESP32节点采集环境数据,经Wi-Fi上传至云平台处理与存储,最终由原生安卓客户端实现数据可... 针对传统农业在数据获取、决策及远程控制方面的局限性,该文设计并实现一套以安卓为核心的低成本智慧农业远程管理系统。该系统采用四层架构,通过ESP32节点采集环境数据,经Wi-Fi上传至云平台处理与存储,最终由原生安卓客户端实现数据可视化与远程操控。功能测试与实际部署结果表明,系统运行稳定、响应迅速、数据精确且抗干扰能力强,能够有效实现农业环境数据的实时采集与应用管理,成功满足农业生产精细化、智能化与远程化的管理需求,验证所提技术方案的可行性与实用价值。 展开更多
关键词 智慧农业 物联网 安卓 远程监控 传感器
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基于STM32的智能防晒帽设计与实现
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作者 徐安澜 凌雁 《鞋类工艺与设计》 2026年第1期8-10,共3页
本文介绍了一种基于STM32单片机的智能防晒帽的设计与实现。该智能防晒帽针对户外工作者在高温环境下的需求,通过集成多种功能模块,如智能风扇、LED照明、加湿喷雾、太阳能板、温湿度传感器等,实现了自动化的环境监测与智能控制。本文... 本文介绍了一种基于STM32单片机的智能防晒帽的设计与实现。该智能防晒帽针对户外工作者在高温环境下的需求,通过集成多种功能模块,如智能风扇、LED照明、加湿喷雾、太阳能板、温湿度传感器等,实现了自动化的环境监测与智能控制。本文详细阐述了智能防晒帽的设计思路、硬件选型、软件实现及实际测试效果,展示了其在户外工作场景中的应用价值和创新性。以期通过本设计为户外工作者提供更加舒适和安全的工作环境,推动智能穿戴设备在户外领域的应用与发展。 展开更多
关键词 STM32 智能防晒帽 温湿度传感器 智能控制 户外应用
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Zigbee-based new approach to smart home 被引量:3
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作者 彭俊杰 贺辉 +3 位作者 朱平安 刘艳萍 张学军 金翊 《Journal of Shanghai University(English Edition)》 2010年第1期12-16,共5页
Smart home is a promising solution to improving the quality of people's life. Much work has been done in the field, but most of these solutions are just based on home gateway, leaving much to be improved. One of its ... Smart home is a promising solution to improving the quality of people's life. Much work has been done in the field, but most of these solutions are just based on home gateway, leaving much to be improved. One of its defects is the relatively high energy consuming and its radiation, and the other is that it is not available to the old home appliances which fail to access the internet. Full use of the low energy consuming characteristic of the Zigbee wireless sensor network, a completely new smart home solution is put forward in this paper. Without need of a home gateway and any modification for the currently used family appliances, the method uses the Zigbee coordinator as the central controller and the controllers of appliances as the end devices of Zigbee. It can realize a comfortable and smart home. Experiments show that the scheme proposed is feasible and it will be no doubt to be able to improve the quality of people's daily life. 展开更多
关键词 wireless sensor network ZIGBEE smart home household appliances
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Hardware Design for Low Power Integrated Sensor System
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作者 Maher Rizkalla An Feng +6 位作者 Michael Knieser Francis Bowen Paul Salama Brian King Jasmin Radadia Sarang Gadkari Hossein Jafarian 《International Journal of Communications, Network and System Sciences》 2012年第3期141-146,共6页
An integrated sensor system is implemented using inter-integrated circuit mode (I2C) software, utilizing the PIC182585 MPLAB embedded control system utilizing hardware. The hardware implementation features high level ... An integrated sensor system is implemented using inter-integrated circuit mode (I2C) software, utilizing the PIC182585 MPLAB embedded control system utilizing hardware. The hardware implementation features high level of integration, reliability, high precision, and high speed communications. The system was demonstrated by temperature and CO2 sensors. An extension for Zigbee system is proposed to enhance the security of the integrated system. A bi-directional air/liquid flow sensor is also added to detect the flow magnitude and direction that can be applied to heating, ventilating, and air-conditioning (HVAC), local and national security within subway systems, and medical equipment. The hardware design of the flow sensor included one heating element and two sensing elements to detect the bi-directional flow. Platinum sensors were found to be of high sensitivity and linear characteristics within 0℃ to 100℃ range, and their high temperature coefficient (0.00385 Ω/Ω/℃). Polyimide thin film heater was used as the heating element due to its high throughput and good thermal efficiency. Two bridge circuits were also designed to sense the temperature distribution in the vicinity of the sensing elements. Three high precision instrumentation low power amplifiers with offset voltage ~2.5 μV (50 μV max) were used for the overall design. The system security is also enhanced with the detection of poison gas using Carbon Nanotube devices (CNT). An antenna system was designed, and a frequency shift was detected to designate the type of poison gas used for a general threat. 展开更多
关键词 smart sensors Embedded Systems HVAC PIC18 MICROPROCESSOR I2C Bus BIDIRECTIONAL AIRFLOW Wireless
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PZT Based Smart Aggregate for Unified Health Monitoring of RC Structures 被引量:1
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作者 Suraj N. Khante Shruti R. Gedam 《Open Journal of Civil Engineering》 2016年第1期42-49,共8页
The most familiar civil engineering structure is reinforced concrete (RC) structure. Performance of structure undergoes changes during their service life with time. Thus, it is of great concern to monitor the health o... The most familiar civil engineering structure is reinforced concrete (RC) structure. Performance of structure undergoes changes during their service life with time. Thus, it is of great concern to monitor the health of RC structure. Structural health monitoring (SHM) is the art of detecting the changes in structure that influences its performance. Various techniques to monitor the health of structure are broadly studied worldwide. PZT based smart aggregate can play an effective role as an advanced tool in the development of structural health monitoring. This research work contributes for proposing a more generous Non-Destructive Evaluation (NDE) technique for structural health monitoring by using smart materials. If performance of a structure deviates from the design parameters with time, appropriate and effective maintenance is required. Considering the relevant need of RC structures, a more sensitive and cost-effective approach by using Electro-Mechanical Impedance (EMI) technique has been proposed for implementation in real-life situations. In general, surface bonded PZT transducer is used for SHM. Since PZT transducers are of very small dimension and brittle in nature, for consistent characteristics, they should be protected from severe environmental condition and other external interruptions. For this reason, PZT transducer is embedded in structure at the time of construction and manufacturing of the embedded transducer is simple. The proposed EMI technique assesses the health of RC structures more rationally by embedding PZT transducer in the structure, whose health is to be monitored over the user specified preset frequency range. The conductance and susceptance signatures are acquired by using LCR meter. At any future point of time, when it is desired to assess the health of structure, the conductance and susceptance signatures are acquired and further utilized for damage detection and quantification. The Root Mean Square Deviation (RMSD) is used to specify damage severity. 展开更多
关键词 Concrete IMPEDANCE Piezoelectric Materials sensors smart Aggregates
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High Precision Bidirectional Heat Pulsed Flow Sensor
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作者 Jasmin Radadia Maher E. Rizkalla 《Journal of Software Engineering and Applications》 2014年第3期135-141,共7页
In this work we have designed and simulated a thermal bi-directional integrated circuit mass flow sensor. The approach used here was an extension to the gas flow model given by Mayer and Lechner [1]. The design featur... In this work we have designed and simulated a thermal bi-directional integrated circuit mass flow sensor. The approach used here was an extension to the gas flow model given by Mayer and Lechner [1]. The design features high precision response received from analog integrated circuits. An established mathematical model for the heat flow equation including CFD parameters were used within COMSOL simulation (COMSOL Multiphysics, Sweden). Heat pulses of 55°C for a period of nearly 120 seconds and 50% duty cycles were applied as thermal sources to the flowstream. The boundary conditions of the heat equations at the solid (heating element) fluid interface were set up in the software for the thermal response. The hardware design included one heating element and two sensing elements were used to detect the bi-directional mass flow. Platinum sensors were used due to their linear characteristics within 0°C to 100°C range, and their high temperature coefficient (0.00385 Ω/°C). Polyimide thin film heater was used as the element due to its high throughput and good thermal efficiency. Two bridge circuits were used to sense the temperature distribution in the vicinity of the sensing elements. 展开更多
关键词 smart sensor Temperature SOFTWARE HARDWARE High PRECISION CFD
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Selection of a Minimal Complexity of a Transformation Functions of Pressure Sensors with a Maintained Given Measurement Accuracy
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作者 Ekaterina Lapina Andrey Lapin 《Journal of Mechanics Engineering and Automation》 2015年第10期585-590,共6页
For series manufacture of pressure sensors, stage of technological tests is performed, related to a definition of the manufacturing accuracy of the sensors. Technological test plan of pressure sensors involves testing... For series manufacture of pressure sensors, stage of technological tests is performed, related to a definition of the manufacturing accuracy of the sensors. Technological test plan of pressure sensors involves testing the sensors on certain fixed temperature and pressure points available in the table. According to a test results, we determine transformation function mathematical model coefficients of sensors and accordance by the claimed accuracy class, of the manufactured sensors. The cost of pressure sensors mostly depends on the cost of this step and determined by the complexity of the used transformation function model. The analysis of a contemporary works associated with the choice of transformation functions for smart pressure sensors. A new proposed indicator of model complexity of a sensor transformation function. In details shown features of the complexity indicator use and given an example. In the article was set and resolved the task to reduce the cost of the tests for commercially available sensors, by reducing the number of temperature points, without compromising the accuracy of the sensor measurement ability. 展开更多
关键词 Pressure transducers sensors) transformation function smart pressure sensors function of a minimal complexity PRESSURE measurement accuracy.
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An Energy-Efficient Query Based on Variable Region for Large-Scale Smart Grid
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作者 Yan Wang Qingxu Deng +2 位作者 Genghao Liu Xiuping Hao Baoyan Song 《China Communications》 SCIE CSCD 2016年第10期119-136,共18页
The state-of-the-art query techniques in power grid monitoring systems focus on querying history data, which typically introduces an unwanted lag when the systems try to discover emergency situations. The monitoring d... The state-of-the-art query techniques in power grid monitoring systems focus on querying history data, which typically introduces an unwanted lag when the systems try to discover emergency situations. The monitoring data of large-scale smart grids are massive, dynamic and highly dimensional, so global query, the method widely adopted in continuous queries in Wireless Sensor Networks(WSN), is rendered not suitable for its high energy consumption. The situation is even worse with increasing application complexity. We propose an energy-efficient query technique for large-scale smart grids based on variable regions. This method can query an arbitrary region based on variable physical windows, and optimizes data retrieve paths by a key nodes selection strategy. According to the characteristics of sensing data, we introduce an efficient filter into the each query subtree to keep non-skyline data from being retrieved. Experimental results show that our method can efficiently return the overview situation of any query region. Compared to TAG and ESA, the average query efficiency of our approach is improved by 79% and 46%, respectively; the total energy consumption of regional query is decreased by 82% and 50%, respectively. 展开更多
关键词 smart grid monitoring system wireless sensor network key node skyline query
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