首页 > 最新文献

Renewable energy & power quality journal最新文献

英文 中文
Effect of nitridation temperature on TiO2 nanotubular structure and its photoelectrochemical performance 氮化温度对TiO2纳米管结构及其光电化学性能的影响
Pub Date : 2018-04-01 DOI: 10.24084/repqj16.466
T. Lemes, Lapec, Rs. Brazil, Sherdil Khan, E. L. Silva, L. L. Costa, S. Teixeira, C. Aguzzoli, C. Malfatti
To improve light absorption in the visible region and to improve photoelectrochemical (PEC) response; herein, we have presented the doping of titanium dioxide (TiO2) nanotubes with nitrogen. TiO2 nanotubes have been heat treated under the ammonia environment at different temperatures for 3 h. The characterization was carried out using field emission gun scanning electron microscopy, (FEG-SEM), visible ultraviolet (UV-Vis) spectrophotometry. The photoelectrochemical tests of the samples were carried out in a Na2S/Na2SO3 (aq) solution. It was found that the nitrogen doping of titanium dioxide in temperature above 600 °C collapses the tubular structure and decreases the PEC performance. On the other hand, PEC performance improving was obtained from the sample nitrided at the lower temperatura which is related to the formation of lower defects in the structure of TiO2 nanotubes.
提高可见光区的光吸收,提高光电化学(PEC)响应;在此,我们提出了二氧化钛(TiO2)纳米管与氮掺杂。将TiO2纳米管在不同温度的氨环境下热处理3 h,采用场发射枪扫描电镜(fg - sem)、可见紫外分光光度法(UV-Vis)对其进行表征。样品在Na2S/Na2SO3 (aq)溶液中进行了光电化学测试。结果表明,在600℃以上的温度下,二氧化钛的氮掺杂会导致管状结构的坍塌,从而降低了PEC的性能。另一方面,在较低温度下氮化样品的PEC性能得到改善,这与TiO2纳米管结构中缺陷的形成较少有关。
{"title":"Effect of nitridation temperature on TiO2 nanotubular structure and its photoelectrochemical performance","authors":"T. Lemes, Lapec, Rs. Brazil, Sherdil Khan, E. L. Silva, L. L. Costa, S. Teixeira, C. Aguzzoli, C. Malfatti","doi":"10.24084/repqj16.466","DOIUrl":"https://doi.org/10.24084/repqj16.466","url":null,"abstract":"To improve light absorption in the visible region and to improve photoelectrochemical (PEC) response; herein, we have presented the doping of titanium dioxide (TiO2) nanotubes with nitrogen. TiO2 nanotubes have been heat treated under the ammonia environment at different temperatures for 3 h. The characterization was carried out using field emission gun scanning electron microscopy, (FEG-SEM), visible ultraviolet (UV-Vis) spectrophotometry. The photoelectrochemical tests of the samples were carried out in a Na2S/Na2SO3 (aq) solution. It was found that the nitrogen doping of titanium dioxide in temperature above 600 °C collapses the tubular structure and decreases the PEC performance. On the other hand, PEC performance improving was obtained from the sample nitrided at the lower temperatura which is related to the formation of lower defects in the structure of TiO2 nanotubes.","PeriodicalId":21007,"journal":{"name":"Renewable energy & power quality journal","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2018-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"79337242","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Probabilistic Electric Load Forecasting Model for the Uruguayan Interconnected Electrical System 乌拉圭互联电力系统的电力负荷概率预测模型
Pub Date : 2018-04-01 DOI: 10.24084/repqj16.255
E. Cornalino, Administración del Mercado Eléctrico . Uruguay, R. Chaer
The aim of this research is to improve the capacity to represent and forecast the electric demand for next week’s scheduling. Currently the demand forecast used for this purpose is deterministic, which is not representative of reality, even if an ideal temperature forecast was available. The current context of the Uruguayan electrical system has high probability of exportable surplus energy. For this reason, improvements to the procedure used to calculate systems supply costs and the quantity of exportable energy are welcome, in order to maximize the benefit we can get from resources. The methodology applied is based on previous developments for simulation of stochastic variables within the SimSEE platform [2]. It combines daily step CEGH model [3] with a k-means clustering method [4]. Obtained results were satisfactory both from the point of view of the representation of the temporal behavior of the power demand, and from the point of view of the error obtained in the predictions. What is more, this improvements helps to reduce risks involved when making energy commitments with neighbouring countries.
本研究的目的是提高对下周调度的电力需求的表示和预测能力。目前用于此目的的需求预测是确定性的,即使有理想的温度预测,也不能代表现实。目前乌拉圭电力系统的情况下,输出剩余能源的可能性很大。出于这个原因,我们欢迎改进用于计算系统供应成本和可出口能源数量的程序,以便我们可以从资源中获得最大的利益。所采用的方法是基于SimSEE平台[2]中随机变量模拟的先前发展。它将日步长CEGH模型[3]与k均值聚类方法[4]相结合。从电力需求的时间行为的表示角度和从预测中得到的误差角度来看,得到的结果都是令人满意的。更重要的是,这种改进有助于降低与邻国作出能源承诺时所涉及的风险。
{"title":"Probabilistic Electric Load Forecasting Model for the Uruguayan Interconnected Electrical System","authors":"E. Cornalino, Administración del Mercado Eléctrico . Uruguay, R. Chaer","doi":"10.24084/repqj16.255","DOIUrl":"https://doi.org/10.24084/repqj16.255","url":null,"abstract":"The aim of this research is to improve the capacity to represent and forecast the electric demand for next week’s scheduling. Currently the demand forecast used for this purpose is deterministic, which is not representative of reality, even if an ideal temperature forecast was available. The current context of the Uruguayan electrical system has high probability of exportable surplus energy. For this reason, improvements to the procedure used to calculate systems supply costs and the quantity of exportable energy are welcome, in order to maximize the benefit we can get from resources. The methodology applied is based on previous developments for simulation of stochastic variables within the SimSEE platform [2]. It combines daily step CEGH model [3] with a k-means clustering method [4]. Obtained results were satisfactory both from the point of view of the representation of the temporal behavior of the power demand, and from the point of view of the error obtained in the predictions. What is more, this improvements helps to reduce risks involved when making energy commitments with neighbouring countries.","PeriodicalId":21007,"journal":{"name":"Renewable energy & power quality journal","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2018-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"81851938","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Modeling and Control of a DC Supply System for Electrical Vehicle Charging Based on Renewable Energy Sources with the Support of Storage 基于储能的可再生能源电动汽车充电直流供电系统建模与控制
Pub Date : 2018-04-01 DOI: 10.24084/REPQJ16.444
A. Roque, V. Pires, L. Pedraza, E. Margato, D. Sousa
{"title":"Modeling and Control of a DC Supply System for Electrical Vehicle Charging Based on Renewable Energy Sources with the Support of Storage","authors":"A. Roque, V. Pires, L. Pedraza, E. Margato, D. Sousa","doi":"10.24084/REPQJ16.444","DOIUrl":"https://doi.org/10.24084/REPQJ16.444","url":null,"abstract":"","PeriodicalId":21007,"journal":{"name":"Renewable energy & power quality journal","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2018-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"83713030","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Influence of the compression pressure ratio on the energetic and exergetic efficiency of a solar driven regenerative closed Brayton cycle with helium as working fluid 压缩压力比对以氦为工质的太阳能驱动可再生闭式布雷顿循环能量和火用效率的影响
Pub Date : 2018-04-01 DOI: 10.24084/REPQJ16.378
S. Sánchez-Orgaz, Etsi Industriales-Universidad Politécnica de Madrid. Spain, J. R. Martín, Á. J. Alvaro, I. Paniagua, C. G. Fernandez, R. N. Carlier
{"title":"Influence of the compression pressure ratio on the energetic and exergetic efficiency of a solar driven regenerative closed Brayton cycle with helium as working fluid","authors":"S. Sánchez-Orgaz, Etsi Industriales-Universidad Politécnica de Madrid. Spain, J. R. Martín, Á. J. Alvaro, I. Paniagua, C. G. Fernandez, R. N. Carlier","doi":"10.24084/REPQJ16.378","DOIUrl":"https://doi.org/10.24084/REPQJ16.378","url":null,"abstract":"","PeriodicalId":21007,"journal":{"name":"Renewable energy & power quality journal","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2018-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"81304287","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Integration of maintainability and operativity criteria in the contracts to build under EPC model in energy infrastructures to optimize the OPEX. Example of the methodology to analyse the preferences in the owner and contractor point of view 将可维护性和可操作性标准整合到合同中,在EPC模式下建立能源基础设施,以优化运营成本。从业主和承包商的角度分析偏好的方法示例
Pub Date : 2018-04-01 DOI: 10.24084/repqj16.450
Jesús Javier Losada Maseda, A. F. Vizoso, E. M. Camacho, Laura Castro Santos, Francisco Javier López Montero
{"title":"Integration of maintainability and operativity criteria in the contracts to build under EPC model in energy infrastructures to optimize the OPEX. Example of the methodology to analyse the preferences in the owner and contractor point of view","authors":"Jesús Javier Losada Maseda, A. F. Vizoso, E. M. Camacho, Laura Castro Santos, Francisco Javier López Montero","doi":"10.24084/repqj16.450","DOIUrl":"https://doi.org/10.24084/repqj16.450","url":null,"abstract":"","PeriodicalId":21007,"journal":{"name":"Renewable energy & power quality journal","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2018-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"82771208","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Supraharmonic Interactions between Multiple Devices within Different Local Low Voltage Grid Structures 不同局部低压电网结构中多个器件之间的超谐波相互作用
Pub Date : 2018-04-01 DOI: 10.24084/repqj16.297
Christian Waniek, T. Wohlfahrt, J. Myrzik, Jan Meyer, P. Schegner
{"title":"Supraharmonic Interactions between Multiple Devices within Different Local Low Voltage Grid Structures","authors":"Christian Waniek, T. Wohlfahrt, J. Myrzik, Jan Meyer, P. Schegner","doi":"10.24084/repqj16.297","DOIUrl":"https://doi.org/10.24084/repqj16.297","url":null,"abstract":"","PeriodicalId":21007,"journal":{"name":"Renewable energy & power quality journal","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2018-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"90078189","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Unified Power Flow Controller (UPFC) Modeling and Analysis Technique by using Matlab and EMTP 基于Matlab和EMTP的统一潮流控制器(UPFC)建模与分析技术
Pub Date : 2018-04-01 DOI: 10.24084/repqj16.250
T. Masood, Nasir Jameels, S. Qureshi, M. Tajammal, Samer Karim Shah, G. Hashmi
The UPFC is a state-of-the-art control device that has the ability to enhance electrical power system network operation more precisely and effectively. This device encompasses of shunt and series parts to readjust capacitive and inductive compensation of the network based on their ratings to dynamically control the operating parameters of the transmission-network. These dynamic parameters comprise of phase angles, line impedance and line voltage. During the detailed investigation, a set of equations are introduced to compute UPFC operations/control behaviour on shared two bus system networks. In fact, the EMTP and Matlab models are introduced and customized to determine and validate UPFC effectiveness with precision. In this investigation, a pragmatic approach demonstrated and provided roadmap for the planning and control electrical engineer to evaluate UPFC operational behaviour and its significant impact on Electrical power transmission network operations. This device has the ability to address all types of time based contingencies in order for a seamless operation.
UPFC是一种先进的控制设备,能够更精确、更有效地增强电力系统网络的运行。该装置由并联和串联两部分组成,根据其额定值对电网的容性补偿和感性补偿进行调整,以动态控制输电网的运行参数。这些动态参数包括相角、线阻抗和线电压。在详细的研究中,引入了一组方程来计算UPFC在共享的两个总线系统网络上的操作/控制行为。实际上,引入并定制了EMTP和Matlab模型,以精确地确定和验证UPFC的有效性。在本研究中,我们展示了一种实用的方法,并为规划和控制电气工程师评估UPFC运行行为及其对电力传输网络运行的重大影响提供了路线图。该设备能够处理所有类型的基于时间的突发事件,以实现无缝作业。
{"title":"Unified Power Flow Controller (UPFC) Modeling and Analysis Technique by using Matlab and EMTP","authors":"T. Masood, Nasir Jameels, S. Qureshi, M. Tajammal, Samer Karim Shah, G. Hashmi","doi":"10.24084/repqj16.250","DOIUrl":"https://doi.org/10.24084/repqj16.250","url":null,"abstract":"The UPFC is a state-of-the-art control device that has the ability to enhance electrical power system network operation more precisely and effectively. This device encompasses of shunt and series parts to readjust capacitive and inductive compensation of the network based on their ratings to dynamically control the operating parameters of the transmission-network. These dynamic parameters comprise of phase angles, line impedance and line voltage. During the detailed investigation, a set of equations are introduced to compute UPFC operations/control behaviour on shared two bus system networks. In fact, the EMTP and Matlab models are introduced and customized to determine and validate UPFC effectiveness with precision. In this investigation, a pragmatic approach demonstrated and provided roadmap for the planning and control electrical engineer to evaluate UPFC operational behaviour and its significant impact on Electrical power transmission network operations. This device has the ability to address all types of time based contingencies in order for a seamless operation.","PeriodicalId":21007,"journal":{"name":"Renewable energy & power quality journal","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2018-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"91514671","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Thermal and mechanical stresses in a solar central receiver 太阳能中央接收器的热应力和机械应力
Pub Date : 2018-04-01 DOI: 10.24084/REPQJ16.376
A. Montoya, M. R. Rodríguez-Sánchez, J. López-Puente, D. Santana
Failure in the tubes of the solar receiver is a problem that should be studied. This failure is caused by the combined action of the high temperature, stresses and corrosion. Commonly, the calculation of the stresses in the receiver tubes is carried out in the crossed sections, taking into account the radial and the circumferential variation of the temperature. However, the temperature gradient along the tube length has been ignored. In this study a new model for the stress calculation in the receiver tubes has been developed. This model includes the temperature gradient in circumferential, radial, and longitudinal direction, taking into account the movement restrictions. The results show that the mechanical boundary conditions have a large effect in the stresses of the tube, being 3 times higher than the stress when no movement restrictions have been imposed. Moreover, the stress profile is highly dependent on the temperature gradient and hence on the incident solar flux on the receiver. Homogeneous solar fluxes are then more suitable than lower levels of solar fluxes with important gradients.
太阳能接收器管的失效是一个应该研究的问题。这种破坏是由高温、应力和腐蚀共同作用造成的。通常,在考虑径向和周向温度变化的情况下,计算接收管内的应力在截面上进行。然而,沿管长方向的温度梯度被忽略。本文提出了一种新的接收管应力计算模型。该模型包括考虑运动限制的圆周、径向和纵向的温度梯度。结果表明:机械边界条件对管材的应力影响较大,比不加运动限制时的应力大3倍;此外,应力分布高度依赖于温度梯度,因此依赖于入射到接收器上的太阳通量。因此,均匀的太阳通量比具有重要梯度的较低水平的太阳通量更合适。
{"title":"Thermal and mechanical stresses in a solar central receiver","authors":"A. Montoya, M. R. Rodríguez-Sánchez, J. López-Puente, D. Santana","doi":"10.24084/REPQJ16.376","DOIUrl":"https://doi.org/10.24084/REPQJ16.376","url":null,"abstract":"Failure in the tubes of the solar receiver is a problem that should be studied. This failure is caused by the combined action of the high temperature, stresses and corrosion. Commonly, the calculation of the stresses in the receiver tubes is carried out in the crossed sections, taking into account the radial and the circumferential variation of the temperature. However, the temperature gradient along the tube length has been ignored. In this study a new model for the stress calculation in the receiver tubes has been developed. This model includes the temperature gradient in circumferential, radial, and longitudinal direction, taking into account the movement restrictions. The results show that the mechanical boundary conditions have a large effect in the stresses of the tube, being 3 times higher than the stress when no movement restrictions have been imposed. Moreover, the stress profile is highly dependent on the temperature gradient and hence on the incident solar flux on the receiver. Homogeneous solar fluxes are then more suitable than lower levels of solar fluxes with important gradients.","PeriodicalId":21007,"journal":{"name":"Renewable energy & power quality journal","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2018-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"85549350","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
Using ANFIS to Predict Harmonic Distortion in Residential Building Loads: A case study in the Amazonian Region of Brazil 应用ANFIS预测住宅建筑荷载谐波畸变:以巴西亚马逊地区为例
Pub Date : 2018-04-01 DOI: 10.24084/REPQJ16.291
Albino Moisés Faro de Morais Junior, M. Tostes, U. Bezerra, T. M. Soares
With the increasing use of nonlinear loads in homes in Brazil comes the problem of harmonic injection in the power system and increasingly is a problem for the electric sector that needs to scale it. Knowing the loads that consume energy and inject harmonics into the system is important so that solutions are sought to make the use of the system more efficient and improve the quality of the energy that circulates in the electrical grid. This work presents simulations of DHTv and DHTi of a set of residences in order to predict the behaviour of the load over time, using previous measurements. The modelling is conducted using an ANFIS, which uses a neural network to adjust the parameters of the output that uses fuzzy rule to determine the output values of the system.
随着巴西家庭使用非线性负载的增加,电力系统中的谐波注入问题也随之而来,这对需要扩大规模的电力部门来说日益成为一个问题。了解消耗能量和向系统注入谐波的负载是很重要的,这样才能寻求解决方案,使系统的使用更有效,并提高在电网中循环的能量的质量。这项工作提出了一组住宅的DHTv和DHTi的模拟,以便预测负载随时间的行为,使用以前的测量。采用ANFIS进行建模,利用神经网络调节输出参数,利用模糊规则确定系统输出值。
{"title":"Using ANFIS to Predict Harmonic Distortion in Residential Building Loads: A case study in the Amazonian Region of Brazil","authors":"Albino Moisés Faro de Morais Junior, M. Tostes, U. Bezerra, T. M. Soares","doi":"10.24084/REPQJ16.291","DOIUrl":"https://doi.org/10.24084/REPQJ16.291","url":null,"abstract":"With the increasing use of nonlinear loads in homes in Brazil comes the problem of harmonic injection in the power system and increasingly is a problem for the electric sector that needs to scale it. Knowing the loads that consume energy and inject harmonics into the system is important so that solutions are sought to make the use of the system more efficient and improve the quality of the energy that circulates in the electrical grid. This work presents simulations of DHTv and DHTi of a set of residences in order to predict the behaviour of the load over time, using previous measurements. The modelling is conducted using an ANFIS, which uses a neural network to adjust the parameters of the output that uses fuzzy rule to determine the output values of the system.","PeriodicalId":21007,"journal":{"name":"Renewable energy & power quality journal","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2018-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"88541935","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Nontechnical Loss Detection for Metered Customers in Alexandria Electricity Distribution Company Using Support Vector Machine 基于支持向量机的亚历山德里亚配电公司计量用户非技术损耗检测
Pub Date : 2018-04-01 DOI: 10.24084/repqj16.353
Hatem Tameem Alfarra, Maritime Transpotation Aastmt. Egypt, A. Attia, C. S. M. E. Safty
Non-technical losses (NTL) during transmission and distribution (T&D) of electrical energy is a major problem faced by utility companies which is very difficult to fight and detect. For that, more of power utilities spend thousands dollar for research centres to find efficient methods for detecting and controlling abnormalities. Electricity theft and billing irregularities forms the main portion of NTL. With the introduction of smart meter, the frequency of reporting energy consumption data to the utility company has been increased. Incoming and outgoing energy could be monitored and analyzed. Electricity theft is a complex problem with many parameters to be evaluated before implementing any measures to detect and control that. These parameters include some issues like social, economic, regional, managerial, infrastructural, and corruption. In recent years, several data mining and research studies on fraud detection and prediction techniques have been carried out in the electricity distribution sector. Support vector machine (SVM) technique has dominated the research for classifying data and detecting fraudulent electricity customers. SVM technique has good ability in data mining and data classification. The paper objective is to analyze the metered energy consumption data recorded and predict the pattern or the form of daily user’s energy consumption, then using SVM to classify the data whether normal or theft. The suggested technique is then tested using real data from Alexandria Electricity Distribution Company (AEDC). The proposed technique was able to distinguish between healthy and theft cases.
电能输配过程中的非技术损耗(NTL)是电力公司面临的一个重大问题,难以解决和检测。为此,更多的电力公司花费数千美元用于研究中心,以找到检测和控制异常的有效方法。窃电和账单违规构成了NTL的主要部分。随着智能电表的引入,向公用事业公司报告能耗数据的频率增加了。输入和输出的能量可以被监测和分析。窃电是一个复杂的问题,在实施任何检测和控制措施之前,需要评估许多参数。这些参数包括社会、经济、区域、管理、基础设施和腐败等问题。近年来,在配电行业开展了一些数据挖掘和欺诈检测与预测技术的研究。支持向量机(SVM)技术在数据分类和欺诈客户检测研究中占据主导地位。支持向量机技术具有良好的数据挖掘和数据分类能力。本文的目的是对记录的电表能耗数据进行分析,预测用户日常能耗的模式或形式,然后利用支持向量机对数据进行正常或盗窃分类。然后使用亚历山大配电公司(AEDC)的真实数据对建议的技术进行测试。所提出的技术能够区分健康和盗窃案件。
{"title":"Nontechnical Loss Detection for Metered Customers in Alexandria Electricity Distribution Company Using Support Vector Machine","authors":"Hatem Tameem Alfarra, Maritime Transpotation Aastmt. Egypt, A. Attia, C. S. M. E. Safty","doi":"10.24084/repqj16.353","DOIUrl":"https://doi.org/10.24084/repqj16.353","url":null,"abstract":"Non-technical losses (NTL) during transmission and distribution (T&D) of electrical energy is a major problem faced by utility companies which is very difficult to fight and detect. For that, more of power utilities spend thousands dollar for research centres to find efficient methods for detecting and controlling abnormalities. Electricity theft and billing irregularities forms the main portion of NTL. With the introduction of smart meter, the frequency of reporting energy consumption data to the utility company has been increased. Incoming and outgoing energy could be monitored and analyzed. Electricity theft is a complex problem with many parameters to be evaluated before implementing any measures to detect and control that. These parameters include some issues like social, economic, regional, managerial, infrastructural, and corruption. In recent years, several data mining and research studies on fraud detection and prediction techniques have been carried out in the electricity distribution sector. Support vector machine (SVM) technique has dominated the research for classifying data and detecting fraudulent electricity customers. SVM technique has good ability in data mining and data classification. The paper objective is to analyze the metered energy consumption data recorded and predict the pattern or the form of daily user’s energy consumption, then using SVM to classify the data whether normal or theft. The suggested technique is then tested using real data from Alexandria Electricity Distribution Company (AEDC). The proposed technique was able to distinguish between healthy and theft cases.","PeriodicalId":21007,"journal":{"name":"Renewable energy & power quality journal","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2018-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"86964004","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 4
期刊
Renewable energy & power quality journal
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1