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Residential PV capacity estimation and power disaggregation using net metering measurements 被引量:2
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作者 Bo Liu Jianmin Tian +3 位作者 Wenpeng Luan Yi Gao Xiaohui Wang Shuai Luo 《Global Energy Interconnection》 EI CAS CSCD 2022年第6期590-603,共14页
As the intermittency and uncertainty of photovoltaic(PV)power generation poses considerable challenges to the power system operation,accurate PV generation estimates are critical for the distribution operation,mainten... As the intermittency and uncertainty of photovoltaic(PV)power generation poses considerable challenges to the power system operation,accurate PV generation estimates are critical for the distribution operation,maintenance,and demand response program implementation because of the increasing usage of distributed PVs.Currently,most residential PVs are installed behind the meter,with only the net load available to the utilities.Therefore,a method for disaggregating the residential PV generation from the net load data is needed to enhance the grid-edge observability.In this study,an unsupervised PV capacity estimation method based on net metering data is proposed,for estimating the PV capacity in the customer’s premise based on the distribution characteristics of nocturnal and diurnal net load extremes.Then,the PV generation disaggregation method is presented.Based on the analysis of the correlation between the nocturnal and diurnal actual loads and the correlation between the PV capacity and their actual PV generation,the PV generation of customers is estimated by applying linear fitting of multiple typical solar exemplars and then disaggregating them into hourly-resolution power profiles.Finally,the anomalies of disaggregated PV power are calibrated and corrected using the estimated capacity.Experiment results on a real-world hourly dataset involving 260 customers show that the proposed PV capacity estimation method achieves good accuracy because of the advantages of robustness and low complexity.Compared with the state-of-the-art PV disaggregation algorithm,the proposed method exhibits a reduction of over 15%for the mean absolute percentage error and over 20%for the root mean square error. 展开更多
关键词 Behind-the-meter Residential photovoltaic Capacity estimation power disaggregation Net metering
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A Home Appliance Recognition System Using the Approach of Measuring Power Consumption and Power Factor on the Electrical Panel, Based on Energy Meter ICs 被引量:1
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作者 Jefferson Z. Moro Luís F. C. Duarte +1 位作者 Elnatan C. Ferreira José A. Siqueira Dias 《Circuits and Systems》 2013年第3期245-251,共7页
Currently a large effort is being done with the intention to educate people about how much energy each electrical appliance uses in their houses, since this knowledge is the fundamental basis of energy efficiency prog... Currently a large effort is being done with the intention to educate people about how much energy each electrical appliance uses in their houses, since this knowledge is the fundamental basis of energy efficiency programs that can be managed by the household owners. This paper presents a simple yet functional non-intrusive method for electric power measurement that can be applied in energy efficiency programs, in order to provide a better knowledge of the energy consumption of the appliances in a home. 展开更多
关键词 ENERGY CONSUMPTION ENERGY Efficiency ENERGY meterING power Measurement
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Analysis and Research on Low-Cost and Non-Intrusive Power Metering Chip
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作者 Li-Ping Gao Xiu-Li Yu +1 位作者 Liang Huang Tao-Rong Gong 《Energy and Power Engineering》 2017年第4期573-580,共8页
Metering technology is one of the core technologies of the smart power grid. The overall metering solution and related products have a wide market space in the whole process of power production, which bring new opport... Metering technology is one of the core technologies of the smart power grid. The overall metering solution and related products have a wide market space in the whole process of power production, which bring new opportunities for power distribution development from automation to intelligentialize, and provide technical supports for the power metering system platform. Because of the importance of metering products and their market demand, this paper focuses on the design of a simple power metering chip with low-cost, low-precision and non-invasive, so as to lay the foundation for the development and practical technology accumulation of power metering products. The design achieves low cost by reducing the acquisition accuracy, simplifying the collection and sampling methods. This paper studies the chip accuracy, sampling methods, collection methods, and the inference of the chip characteristics requirements. 展开更多
关键词 power meterING CHIP LOW-COST Low-Precision Sampling Methods
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Validity and Reproducibility of the Garmin Vector Power Meter When Compared to the SRM Device
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作者 Randolph Hutchison Gibson Klapthor +3 位作者 Karlee Edwards Kaitlin Bruneau Gregory Mocko Ardalan Vahidi 《Journal of Sports Science》 2017年第5期235-241,共7页
Mobile power meters allow for cyclists to monitor power output (PO) during training and competition. The Garrnin Vector power meter (VPM) measures PO at the pedal compared to the crank and has been tested in only ... Mobile power meters allow for cyclists to monitor power output (PO) during training and competition. The Garrnin Vector power meter (VPM) measures PO at the pedal compared to the crank and has been tested in only a few limited studies. The purpose of this study was to determine the validity and reproducibility of the VPM by comparing it to the SRM. The VPM validity was tested by (1) a submaximal incremental test, (2) submaximal constant power test, (3) sprint test, and (4) a field test. The reliability of the VPM was tested by repeating the laboratory tests 10 times over a 6 week span. Significant differences (P = 0.046) were found between the mean POSRM (178 ± 1.8 W) and POVPM (163.5 ± 14.7 W) for the submaximal constant-power test. No significant differences were found between the POMAX SRM and the POMAx VPM. The reproducibility of the VPM was lower than the SRM (CV = 8.52 ±4.0 vs 3.48 ± 1.9, 10.66% vs 5.50%, and 67.7% vs 55.3% for the submaximal incremental test, submaximal constant-power test, and field test respectively). The POVPM appears to underestimate the POSRM and is less valid and reliable across various cycling efforts. 展开更多
关键词 Mobile power meters power output SRM VPM submaximal incremental test submaximal constant power test sprinttest field test.
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Abnormal Causes and Detection Techniques of Power Metering Device
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作者 ZHAO Dan 《外文科技期刊数据库(文摘版)工程技术》 2021年第7期204-207,共6页
This paper analyzes the main reasons of abnormal power metering device, discusses the monitoring method of abnormal state of power metering device, studies the abnormal detection measures of power metering device, in ... This paper analyzes the main reasons of abnormal power metering device, discusses the monitoring method of abnormal state of power metering device, studies the abnormal detection measures of power metering device, in order to promote the stable development of power metering device. 展开更多
关键词 power metering device abnormal monitoring DETECTION
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How to Do Well in Power Metering Management in Power Supply Station
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作者 XU Xiaran XU Xiayang 《外文科技期刊数据库(文摘版)经济管理》 2021年第8期023-026,共6页
In recent years, in order to achieve further development, the State Grid has further increased the intelligent management of measurement assets with the construction of electric energy information collection as the co... In recent years, in order to achieve further development, the State Grid has further increased the intelligent management of measurement assets with the construction of electric energy information collection as the core and the construction of intelligent warehouse as the pillar, and taken active measures to further increase the application of the monitoring system in daily life, work and operation. In this way, the internal assets of the power enterprise are effectively controlled in an all-round way during the actual operation process, so as to further enable the related work of measurement management to be more healthy and orderly and develop continuously. 展开更多
关键词 power supply station electric energy metering ADMINISTRATION
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Efficient Time-Series Feature Extraction and Ensemble Learning for Appliance Categorization Using Smart Meter Data
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作者 Ugur Madran Saeed Mian Qaisar Duygu Soyoglu 《Computer Modeling in Engineering & Sciences》 2025年第11期1969-1992,共24页
Recent advancements in smart-meter technology are transforming traditional power systems into intelligent smart grids.It offers substantial benefits across social,environmental,and economic dimensions.To effectively r... Recent advancements in smart-meter technology are transforming traditional power systems into intelligent smart grids.It offers substantial benefits across social,environmental,and economic dimensions.To effectively realize these advantages,a fine-grained collection and analysis of smart meter data is essential.However,the high dimensionality and volume of such time-series present significant challenges,including increased computational load,data transmission overhead,latency,and complexity in real-time analysis.This study proposes a novel,computationally efficient framework for feature extraction and selection tailored to smart meter time-series data.The approach begins with an extensive offline analysis,where features are derived from multiple domains—time,frequency,and statistical—to capture diverse signal characteristics.Various feature sets are fused and evaluated using robust machine learning classifiers to identify the most informative combinations for automated appliance categorization.The bestperforming fused features set undergoes further refinement using Analysis of Variance(ANOVA)to identify the most discriminative features.The mathematical models,used to compute the selected features,are optimized to extract them with computational efficiency during online processing.Moreover,a notable dimension reduction is secured which facilitates data storage,transmission,and post processing.Onward,a specifically designed LogitBoost(LB)based ensemble of Random Forest base learners is used for an automated classification.The proposed solution demonstrates a high classification accuracy(97.93%)for the case of nine-class problem and dimension reduction(17.33-fold)with minimal front-end computational requirements,making it well-suited for real-world applications in smart grid environments. 展开更多
关键词 Appliances power consumption smart meter pattern recognition feature extraction time series analysis machine learning CLASSIFICATION
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在Power builder环境下实现选矿厂微机核子秤系统的设计开发
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作者 王运森 何春茂 孙豁然 《有色矿冶》 2004年第3期20-22,共3页
介绍了核子秤的基本工作原理和微机核子秤的硬件组成,介绍了在Windows2000操作系统下,用Power Builder实现系统的原理,提出了一种用微机核子秤计量选矿厂动态固体物料的方法,标定结果表明.微机核子秤的计量误差≤1%,并且用户可以方便... 介绍了核子秤的基本工作原理和微机核子秤的硬件组成,介绍了在Windows2000操作系统下,用Power Builder实现系统的原理,提出了一种用微机核子秤计量选矿厂动态固体物料的方法,标定结果表明.微机核子秤的计量误差≤1%,并且用户可以方便的进行历史记录的联网查询打印,为选矿企业的办公自动化提供基础数据。 展开更多
关键词 核子秤 计量 精度 放射线 power BUILDER
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A new method of electric energy metering considering harmonic responsibility 被引量:1
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作者 ZHU Si-wei TIAN Ming-xing +1 位作者 LI Jun GAO Yun-bo 《Journal of Measurement Science and Instrumentation》 CAS CSCD 2020年第3期244-250,共7页
Aiming at the shortcomings of the existing electric energy metering method,combining with the harmonic responsibility analysis model based on the reference impedance method and the idea of apparent power decomposition... Aiming at the shortcomings of the existing electric energy metering method,combining with the harmonic responsibility analysis model based on the reference impedance method and the idea of apparent power decomposition in IEEE Std 1459-2010 standard,two new metering indicators—billing active power and billing power factor are defined.A new electric energy metering method is proposed and its specific implementation steps are given.The simulation model is built in Matlab/Simulink,and three different examples are set up.Using the simulation data,the various metering indicators need to be examined by the existing electric energy metering method and the new electric energy metering method are calculated.The calculation results show that the new electric energy metering method not only overcomes the shortcomings of the existing electric energy metering method,but also is very easy to be popularized and applied. 展开更多
关键词 electric energy metering harmonic responsibility billing active power billing power factor
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Exploiting the Cellular Infrastructure for Data Transmission in Smart Metering Systems 被引量:1
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作者 Athanasios Giannakopoulos Panayotis G. Cottis 《Journal of Computer and Communications》 2016年第7期31-41,共11页
To implement the access and backhaul networks for Smart Metering (SM) systems various technologies are combined with the existing communications infrastructure. This paper deals with data transmission in SM systems, f... To implement the access and backhaul networks for Smart Metering (SM) systems various technologies are combined with the existing communications infrastructure. This paper deals with data transmission in SM systems, focusing on how the existing cellular networks infrastructure is employed to implement SM access communication networks. The analysis aims at analyzing the role of the cellular communications infrastructure taking into account the spatial distribution and installation points of the smart meters, the urban and topological characteristics of the SM deployment areas and the common practice so far followed by the utilities. It is demonstrated that cellular communications, either exclusively or combined with power line communications, enable immediate and scalable deployment of SM access communication networks at low installation cost, thus constituting the basic option for the implementation of smart metering. 展开更多
关键词 Smart metering (SM) SM Access Communication Networks Cellular Communication Networks power Line Communications
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Temperature measurement based on radialization power for micro-hotplate 被引量:1
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作者 张彤 漆奇 +3 位作者 刘奎学 刘丽 张蕾 徐宝琨 《中国有色金属学会会刊:英文版》 CSCD 2006年第B02期780-784,共5页
A novel method to measure the temperature on the surface of micro-hotplate was presented. The tiny fiber probe and the optical power meter were employed to measure the sample radialization power. By means of comparing... A novel method to measure the temperature on the surface of micro-hotplate was presented. The tiny fiber probe and the optical power meter were employed to measure the sample radialization power. By means of comparing the relationship between the radialization power and the temperature, sample surface temperature can be discerned accurately. Such an approach has provided more accuracy than traditional temperature measurements. The experimental result based on this method is quite similar to that of simulation by the finite element analysis (FEA) software of Ansys in theory. This measurement is very useful for measuring temperature for these micro samples prone to be untouchable. 展开更多
关键词 气体传感器 微型热盘 辐射功率 温度测量 热分布
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Design of transit-time difference ultrasonic heat meter based on TDC-GP21
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作者 郭银景 刘治文 +1 位作者 赵媛 郭洪瑾 《Journal of Measurement Science and Instrumentation》 CAS 2012年第1期14-17,共4页
According to the transit-time difference measurement method,we proposed a design scheme of ultrasonic heat meter based on TDC-GP21.The measurement unit TDC-GP21 mainly completes transit-time measurement and inlet,outl... According to the transit-time difference measurement method,we proposed a design scheme of ultrasonic heat meter based on TDC-GP21.The measurement unit TDC-GP21 mainly completes transit-time measurement and inlet,outlet temperature measurement functions.Control unit and data processing unit based on MSP430F4152 of TI corporation complete functions including peripherals control,data analysis,temperature compensation algorithm,flow pattern compensation algorithm and low power consumption control.The design meets the Town Construction Professional Standard CJ 128-2007,and furthermore,some performances can be improved. 展开更多
关键词 TDC-GP21 transit-time difference MSP430F4152 low power consumption heat meter
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Performance Evaluation of Energy Meters Under Nonlinear Loads
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作者 GUL Mehr 邰能灵 +2 位作者 MAHAR Mukhtiar Ahmed 黄文焘 LARIK Abdul Sattar 《Journal of Shanghai Jiaotong university(Science)》 EI 2017年第2期133-138,共6页
Due to rapid advancements in power electronics, the utilization of electronically switched loads and nonlinear loads is increasing gradually in the electrical power system. These loads create problems of measuring ins... Due to rapid advancements in power electronics, the utilization of electronically switched loads and nonlinear loads is increasing gradually in the electrical power system. These loads create problems of measuring instruments, when connected to the power distribution systems. In this paper, an experimental investigation has been carried out to analyze the performance of single-phase watt-hour (induction and electronic types) energy meters that are being used in Pakistan. The accuracy of the energy meters has been tested under different household nonlinear loads, at various power factors and also at different supply voltage levels. Power factor and total harmonic distortion (THD) of different household loads are also recorded in the experimental work. A hardware based experimental setup has been designed to perform the experimental work. The experimental results have been compared to Water and Power Development Authority (WAPDA) standards for energy meters. © 2017, Shanghai Jiaotong University and Springer-Verlag Berlin Heidelberg. 展开更多
关键词 energy meter accuracy nonlinear loads experimental investigation harmonic distortion power factor
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Advanced Metering Infrastructure for Electric Vehicle Charging
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作者 Lun Ka Lam King Tim Ko +4 位作者 Hoi Yan Tung Hoi Ching Tung Wah Ching Lee Kim Fung Tsang Loi Lei Lai 《Smart Grid and Renewable Energy》 2011年第4期312-323,共12页
The widely adoption of Electric Vehicle (EV) has been identified as a major challenge for future development of smart grids. The ever increasing electric vehicle charging further increases the energy demand. This pape... The widely adoption of Electric Vehicle (EV) has been identified as a major challenge for future development of smart grids. The ever increasing electric vehicle charging further increases the energy demand. This paper reports the development of an Advanced Metering Infrastructure (AMI) as an effective tool to reshape the load profile of EV charging by adopting appropriate demand side management strategy. This paper presents a total solution for EV charging service platform (EVAMI) based on power line and internet communication. It must be stressed that the development of Third Party Customer Service Platform in this investigation facilitates a single bill to be issued to EV owners. Hence, EV owners understand their energy usage and thus may perform energy saving activity efficiently. Experiment and evaluation of the proposed system show that the throughput achieved is about 5 Mbps at 10 ms end to end delay in Power line Communication. By introducing two dimensional dynamic pricing and charging schedule, the proposed EVAMI successfully reduces 36% peak consumption and increases the “off peak” consumption by 54%. Therefore the EVAMI does not only reduce the peak consumption but also relocates the energy demand effectively. 展开更多
关键词 Electric Vehicle CHARGING Advanced meterING INFRASTRUCTURE power LINE Communication DEMAND Response
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Water, Air Emissions, and Cost Impacts of Air-Cooled Microturbines for Combined Cooling, Heating, and Power Systems: A Case Study in the Atlanta Region
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作者 Jean-Ann James Valerie M. Thomas +2 位作者 Arka Pandit Duo Li John C. Crittenden 《Engineering》 SCIE EI 2016年第4期470-480,共11页
The increasing pace of urbanization means that cities and global organizations are looking for ways to increase energy efficiency and reduce emissions. Combined cooling, heating, and power (CCHP) systems have the po... The increasing pace of urbanization means that cities and global organizations are looking for ways to increase energy efficiency and reduce emissions. Combined cooling, heating, and power (CCHP) systems have the potential to improve the energy generation efficiency of a city or urban region by providing energy for heating, cooling, and electricity simultaneously. The purpose of this study is to estimate the water consumption for energy generation use, carbon dioxide (CO2) and NOx emissions, and economic impact of implementing CCHP systems for five generic building types within the Atlanta metropolitan region, under various operational scenarios following the building thermal (heating and cooling) demands. Operating the CCHP system to follow the hourly thermal demand reduces CO2 emissions for most building types both with and without net metering. The system can be economically beneficial for all building types depending on the price of natural gas, the implementation of net metering, and the cost structure assumed for the CCHP system. The greatest reduction in water consumption for energy production and NOx emissions occurs when there is net metering and when the system is operated to meet the maximum yearly thermal demand, although this scenario also results in an increase in greenhouse gas emissions and, in some cases, cost. CCHP systems are more economical for medium office, large office, and multifamilv residential buildings. 展开更多
关键词 Combined cooling heating and power (CCHP) Air-cooled microturbines Distributed energy generation Water for energy production Net metering
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Smart Home Networking: Lessons from Combining Wireless and Powerline Networking
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作者 Cheng Jin Thomas Kunz 《Smart Grid and Renewable Energy》 2011年第2期136-151,共16页
Integrating the power grid technology with renewable power generation technologies, Demand Response (DR) programs enabled by the Advanced Metering Infrastructure (AMI) were introduced into the power grid in the intere... Integrating the power grid technology with renewable power generation technologies, Demand Response (DR) programs enabled by the Advanced Metering Infrastructure (AMI) were introduced into the power grid in the interest of both utilities and residents. They help to achieve load balance and increase the grid reliability by encouraging residents to reduce their power usage during peak load periods in return for incentives. To automate this process, appliances, in-house sensors, and the AMI controller need to be networked together. In this paper, we compare mainstream network technologies applicable to home appliance control and propose a solution combining Power Line Communication (PLC) with wireless communication in smart homes for the purpose of energy saving. We extended NS-2, a popular network simulator, to model such combined network scenarios. Using a number of different routing strategies, we then model and evaluate the network performance of DR programs in smart homes in such a combined network. 展开更多
关键词 Demand Response (DR) Advanced meterING Infrastructure (AMI) power Line Communication (PLC) Network Simulator Version-2 (NS-2) MULTI-INTERFACE Networking Multi-Network Simulations
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The Design of Intelligent Watt-hour Meter based STM32 System
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作者 Hong Zhang 《International Journal of Technology Management》 2014年第8期1-3,共3页
In view of limitalions function, cost and application in domestic meter at present, this paper was designed the low power consumption, low cost smart meters and PC system based on microprocessor MSP430F4794. It suppor... In view of limitalions function, cost and application in domestic meter at present, this paper was designed the low power consumption, low cost smart meters and PC system based on microprocessor MSP430F4794. It supports multi rate, step rate and power factor influence factor of electricity metering method, and can realize the real-time clock, timing backup data, monitoring the temperature and humidity of the environment and other functions, has the ability to forecast the next period of time energy consumption and carbon dioxide emissions of electrical appliances. Combined with the PC software, the backup data of smart meters to report, detailed list, and the data curve method is presented to the user, and facilitate to analysis of user. The whole embedded in smart meters and the host computer system provides a good human-computer interface, can realize the user personalized service configuration and software calibration function. 展开更多
关键词 smart meter MSP430 no power power factor
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Research on the On-line Monitoring System of Battery Power
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作者 Leilei XIE Youyu CHEN Long XIN 《International Journal of Technology Management》 2015年第2期31-33,共3页
Through the comparison of various acquisition technology and related technology theory of the existing scheme, the paper analyze and design the power battery testing platform of the data acquisition system, and give t... Through the comparison of various acquisition technology and related technology theory of the existing scheme, the paper analyze and design the power battery testing platform of the data acquisition system, and give the research design scheme of the utility model through the design of the software on PC and CAN bus, which makes the full synchronization requirements acquisition unit; improve the linearity and stability of total voltage and current acquisition by the integrated circuit, and improve the system sampling rate, effectively complete the corresponding index. Finally, through experimental verification, to ensure the completion of the technical indicators. 展开更多
关键词 Single data acquisition CAN AH and WH metering power battery
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Transmission and Consumption of Air Power in Pneumatic System
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作者 Shengzhi Chen Chongho Youn +1 位作者 Toshiharu Kagawa Maolin Cai 《Energy and Power Engineering》 2014年第13期487-495,共9页
In recent 20 years, energy saving has been done in many projects. However, in pneumatic system, it is not easy to determine or measure the air power flow because of the compressibility of pneumatic system. In this pap... In recent 20 years, energy saving has been done in many projects. However, in pneumatic system, it is not easy to determine or measure the air power flow because of the compressibility of pneumatic system. In this paper, we used air power meter (APM) to measure the energy consumption of flow in pneumatic cylinder actuator system. Meter-in circuit and meter-out circuit of speed control system are used in this research. The model of cylinder system is based on four equations: state equation of air, energy equation, motion equation and flow equation. The model estimates the pressure change in charge and discharge side of cylinder, and also the displacement and velocity of the piston. Furthermore, energy consumption could theoretically be calculated when the change of air state is regarded as isothermal change. Lastly, some data of these two circuits are shown, and the consumption of energy is discussed. 展开更多
关键词 AIR power meter-In CIRCUIT meter-Out CIRCUIT Energy CONSUMPTION
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Smart Meters and Under-Frequency Load Shedding
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作者 Krzysztof Billewicz 《Journal of Energy and Power Engineering》 2015年第10期905-911,共7页
In some countries, there exists a risk of power deficit in the EPS (electrical power system). This is a very serious problem and there are various solutions to deal with it. A power deficit in the EPS leads to frequ... In some countries, there exists a risk of power deficit in the EPS (electrical power system). This is a very serious problem and there are various solutions to deal with it. A power deficit in the EPS leads to frequency decrease in the power system. A dedicated automation to load shedding is used to maintain proper EPS operation. For some time, it has applied a mechanism called demand-side response, which in case of an emergency situation allows for a "more civilized" rationing of electricity to customers, with their consent. Such programs require that the utilities pay the customers for their agreement. The author proposes a new solution, intermediate between strict ALS (acting relieving automation) and demand-side response programs, where the companies have to send information about the price of energy or control signals to households. 展开更多
关键词 Smart meter smart grid under-frequency load shedding electric power system.
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