首页 > 最新文献

2022 57th International Universities Power Engineering Conference (UPEC)最新文献

英文 中文
Multi-objective Advanced Grey Wolf optimization Framework for Smart Charging Scheduling of EVs in Distribution Grids 配电网电动汽车智能充电调度的多目标高级灰狼优化框架
Pub Date : 2022-08-30 DOI: 10.1109/UPEC55022.2022.9917961
B. Ahmadi, N. B. Arias, Gerwin Hoogsteen, J. Hurink
This paper proposes a multi-objective optimization technique for scheduling the charging of electric vehicles (EVs) in electrical distribution systems (DSs). A multi-objective advanced grey wolf optimization algorithm (MOAGWO) is developed to find the Pareto optimal solutions that minimize the DS’s operational costs, energy losses costs, voltage violations, and the energy not supplied to EV users using several scenarios. A 449-node system with 63% penetration of EVs is used to demonstrate the efficiency of the proposed method. The quality of the non-dominated optimal solutions found by MOAGWO are validated via a comparison analysis with other well-known methods such as the multi-objective grey wolf optimizer (MOGWO) and the multi-objective particle swarm optimization (MOPSO) algorithm, based on domination rate, spacing index, hypervolume index, and computational cost measurements. The Pareto solutions indicate that the smart charging coordination found by MOAGWO makes the techno-economic operation of the DS possible while satisfying energy-based goals of the EV users.
针对配电系统中电动汽车的充电调度问题,提出了一种多目标优化技术。提出了一种多目标高级灰狼优化算法(MOAGWO),在多种情况下,寻找使自动驾驶系统的运行成本、能量损失成本、电压违规和不向电动汽车用户提供能量最小化的帕累托最优解。以电动汽车普及率为63%的449个节点系统为例,验证了该方法的有效性。通过与多目标灰狼优化器(MOGWO)和多目标粒子群优化(MOPSO)算法等其他知名方法的比较分析,验证了MOAGWO找到的非支配最优解的质量,这些方法基于支配率、间隔指数、超大体积指数和计算成本测量。帕累托解表明,MOAGWO找到的智能充电协调方案在满足电动汽车用户能量目标的同时,使DS的技术经济运行成为可能。
{"title":"Multi-objective Advanced Grey Wolf optimization Framework for Smart Charging Scheduling of EVs in Distribution Grids","authors":"B. Ahmadi, N. B. Arias, Gerwin Hoogsteen, J. Hurink","doi":"10.1109/UPEC55022.2022.9917961","DOIUrl":"https://doi.org/10.1109/UPEC55022.2022.9917961","url":null,"abstract":"This paper proposes a multi-objective optimization technique for scheduling the charging of electric vehicles (EVs) in electrical distribution systems (DSs). A multi-objective advanced grey wolf optimization algorithm (MOAGWO) is developed to find the Pareto optimal solutions that minimize the DS’s operational costs, energy losses costs, voltage violations, and the energy not supplied to EV users using several scenarios. A 449-node system with 63% penetration of EVs is used to demonstrate the efficiency of the proposed method. The quality of the non-dominated optimal solutions found by MOAGWO are validated via a comparison analysis with other well-known methods such as the multi-objective grey wolf optimizer (MOGWO) and the multi-objective particle swarm optimization (MOPSO) algorithm, based on domination rate, spacing index, hypervolume index, and computational cost measurements. The Pareto solutions indicate that the smart charging coordination found by MOAGWO makes the techno-economic operation of the DS possible while satisfying energy-based goals of the EV users.","PeriodicalId":371561,"journal":{"name":"2022 57th International Universities Power Engineering Conference (UPEC)","volume":"38 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131534229","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
Frequency Stability in Renewable-Rich Modern Power Systems, Saudi Grid Case Study 富可再生能源现代电力系统的频率稳定性,沙特电网案例研究
Pub Date : 2022-08-30 DOI: 10.1109/UPEC55022.2022.9917788
Saad Alqahtani, Abdullah Shaher, Ali Garada, L. Cipcigan
The transition toward a zero-carbon society is the driving force for pushing traditional power systems to dramatically increase the share of Renewable Energy Sources (RESs). The high penetration of RESs in modern power systems would lead to a reduction in system inertia as they are indirectly connected to the grid using power converters. This reduction in the rotational inertia associated with synchronous generation might result in deteriorated frequency response following a power disturbance. This paper investigates the impact of high penetration of inverter-fed generation technologies on the Kingdom of Saudi Arabia (KSA) grid. The impact of RESs has been studied through the simulation of four case studies of the future KSA power system using MATLAB/Simulink simulation software. The model was tested after the integration of various penetration levels of RESs into the grid. The simulation results showed that high penetration of RESs would lead to a severe effect on the frequency response. The importance of Battery Energy Storage Systems (BESSs) for compensating the reduction in the system inertia has been addressed. The results showed the aggregated BESSs effectiveness for improving the stability of the system frequency.
向零碳社会的过渡是推动传统电力系统大幅增加可再生能源(RESs)份额的推动力。在现代电力系统中,RESs的高渗透率将导致系统惯性的减少,因为它们通过电源变流器间接连接到电网。与同步发电相关的转动惯量的减少可能导致电力干扰后频率响应的恶化。本文研究了逆变器发电技术的高渗透对沙特阿拉伯王国(KSA)电网的影响。通过MATLAB/Simulink仿真软件对未来KSA电力系统的四个案例进行仿真,研究了RESs的影响。将不同的RESs渗透水平整合到电网后,对模型进行了测试。仿真结果表明,高侵彻率会对频率响应产生严重影响。论述了电池储能系统(bess)补偿系统惯性减小的重要性。结果表明,聚合bess对于提高系统频率的稳定性是有效的。
{"title":"Frequency Stability in Renewable-Rich Modern Power Systems, Saudi Grid Case Study","authors":"Saad Alqahtani, Abdullah Shaher, Ali Garada, L. Cipcigan","doi":"10.1109/UPEC55022.2022.9917788","DOIUrl":"https://doi.org/10.1109/UPEC55022.2022.9917788","url":null,"abstract":"The transition toward a zero-carbon society is the driving force for pushing traditional power systems to dramatically increase the share of Renewable Energy Sources (RESs). The high penetration of RESs in modern power systems would lead to a reduction in system inertia as they are indirectly connected to the grid using power converters. This reduction in the rotational inertia associated with synchronous generation might result in deteriorated frequency response following a power disturbance. This paper investigates the impact of high penetration of inverter-fed generation technologies on the Kingdom of Saudi Arabia (KSA) grid. The impact of RESs has been studied through the simulation of four case studies of the future KSA power system using MATLAB/Simulink simulation software. The model was tested after the integration of various penetration levels of RESs into the grid. The simulation results showed that high penetration of RESs would lead to a severe effect on the frequency response. The importance of Battery Energy Storage Systems (BESSs) for compensating the reduction in the system inertia has been addressed. The results showed the aggregated BESSs effectiveness for improving the stability of the system frequency.","PeriodicalId":371561,"journal":{"name":"2022 57th International Universities Power Engineering Conference (UPEC)","volume":"119 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132624116","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
Determining Node Importance in Graph-Based Modelling of Cyber-Physical Power Systems 基于图的网络物理电力系统建模中节点重要性的确定
Pub Date : 2022-08-30 DOI: 10.1109/UPEC55022.2022.9917963
A. H. Dabashi, D. Qiu, G. Taylor, Xin Zhang
Electrical power systems have evolved into cyber-physical power systems (CPPS). The increasing interdependence between electrical power systems and cyber systems has introduced new sources of failure as well as causing additional security concerns. Therefore, it is vital to study the increasing level of interdependency using a whole system approach. Whilst power systems and cyber systems have well-matured models and simulation tools in their own regard, adequate whole system analysis tools are yet to be established. After evaluating the whole system challenges of CPPS modelling, this paper introduces a novel index for determining cyber node importance in a graph-based CPPS model. The proposed cyber node importance index (CNII) considers cascading failure, betweenness centrality and the time delay of the shortest paths, which provides a more accurate representation of power systems. To demonstrate the applicability of this approach, the UK’s British Telecom 21st Century Network (BT 21CN) was linked with the GB Transmission System Reduced Model (GB TSRM). Experimental results show the improved accuracy and utility of this method as well as the applicability of analysing cyber contingencies in graph-based CPPS models.
电力系统已经发展成为信息物理电力系统(CPPS)。电力系统和网络系统之间日益增强的相互依存关系带来了新的故障来源,并引发了额外的安全问题。因此,使用整个系统的方法来研究日益增长的相互依赖程度是至关重要的。虽然电力系统和网络系统在各自方面都有成熟的模型和仿真工具,但还没有建立足够的全系统分析工具。在评估了CPPS建模的整个系统挑战之后,本文引入了一种新的指标来确定基于图的CPPS模型中网络节点的重要性。提出的网络节点重要性指数(CNII)考虑了级联故障、中间中心性和最短路径的时延,能够更准确地表征电力系统。为了证明这种方法的适用性,英国的英国电信21世纪网络(BT 21CN)与GB传输系统简化模型(GB TSRM)相关联。实验结果表明,该方法具有较高的准确性和实用性,适用于基于图形的CPPS模型的网络突发事件分析。
{"title":"Determining Node Importance in Graph-Based Modelling of Cyber-Physical Power Systems","authors":"A. H. Dabashi, D. Qiu, G. Taylor, Xin Zhang","doi":"10.1109/UPEC55022.2022.9917963","DOIUrl":"https://doi.org/10.1109/UPEC55022.2022.9917963","url":null,"abstract":"Electrical power systems have evolved into cyber-physical power systems (CPPS). The increasing interdependence between electrical power systems and cyber systems has introduced new sources of failure as well as causing additional security concerns. Therefore, it is vital to study the increasing level of interdependency using a whole system approach. Whilst power systems and cyber systems have well-matured models and simulation tools in their own regard, adequate whole system analysis tools are yet to be established. After evaluating the whole system challenges of CPPS modelling, this paper introduces a novel index for determining cyber node importance in a graph-based CPPS model. The proposed cyber node importance index (CNII) considers cascading failure, betweenness centrality and the time delay of the shortest paths, which provides a more accurate representation of power systems. To demonstrate the applicability of this approach, the UK’s British Telecom 21st Century Network (BT 21CN) was linked with the GB Transmission System Reduced Model (GB TSRM). Experimental results show the improved accuracy and utility of this method as well as the applicability of analysing cyber contingencies in graph-based CPPS models.","PeriodicalId":371561,"journal":{"name":"2022 57th International Universities Power Engineering Conference (UPEC)","volume":"571 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"132393087","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
Design of a Load Frequency Controller based on Artificial Neural Network for Single-Area Power System 基于人工神经网络的单区电力系统负荷频率控制器设计
Pub Date : 2022-08-30 DOI: 10.1109/UPEC55022.2022.9917853
Alia J. Mohammed, Sadeq D. Al-Majidi, Mohammed Kh. Al-Nussairi, M. Abbod, H. Al-Raweshidy
A Load Frequency Controller (LFC) is considered an essential part in a single-area Power System Network (PSN) to adjust its frequency level and enhance the output power when the electrical demand is changed rapidly. In this paper, the LFC based on an Artificial Neural Network (ANN) technique is designed for the single-area PSN. The training data of the ANN model are collected from a proposed Simulink test. Then, a MATLAB/Simulink model of the single-area PSN is developed to assess this proposal. The results show that the operation work of the proposed ANN controller is better than a Proportional-Integral-Derivative PID controller under the different states of step-change loads in the term of transit state and deviation issues.
负载频率控制器(LFC)是单区域电力系统网络(PSN)的重要组成部分,用于在电力需求快速变化时调节其频率水平,提高输出功率。本文针对单区PSN设计了基于人工神经网络(ANN)技术的LFC。人工神经网络模型的训练数据来自于一个拟议的Simulink测试。然后,建立了单区域PSN的MATLAB/Simulink模型来评估该建议。结果表明,在阶跃变化负载的不同状态下,所提出的人工神经网络控制器的运行工作优于比例-积分-导数PID控制器。
{"title":"Design of a Load Frequency Controller based on Artificial Neural Network for Single-Area Power System","authors":"Alia J. Mohammed, Sadeq D. Al-Majidi, Mohammed Kh. Al-Nussairi, M. Abbod, H. Al-Raweshidy","doi":"10.1109/UPEC55022.2022.9917853","DOIUrl":"https://doi.org/10.1109/UPEC55022.2022.9917853","url":null,"abstract":"A Load Frequency Controller (LFC) is considered an essential part in a single-area Power System Network (PSN) to adjust its frequency level and enhance the output power when the electrical demand is changed rapidly. In this paper, the LFC based on an Artificial Neural Network (ANN) technique is designed for the single-area PSN. The training data of the ANN model are collected from a proposed Simulink test. Then, a MATLAB/Simulink model of the single-area PSN is developed to assess this proposal. The results show that the operation work of the proposed ANN controller is better than a Proportional-Integral-Derivative PID controller under the different states of step-change loads in the term of transit state and deviation issues.","PeriodicalId":371561,"journal":{"name":"2022 57th International Universities Power Engineering Conference (UPEC)","volume":"7 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134110032","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
Implementation of Second Earthwire on L6 400 kV Transmission Line L6 400kv输电线路二次接地线的实施
Pub Date : 2022-08-30 DOI: 10.1109/UPEC55022.2022.9917671
Padoan Federico, Manu A. Haddad, M. Albano, S. Robson, Guo Dongsheng, Christopher Land, Neil Loftus
The Earthwire is an important device to shield the transmission line from lightnings and to exchange information among the substations. OPGWs (Optical ground wires) are widely used for these purposes. Technical operations on the line impose a temporary implementation of a second earthwire between the two circuits.In this paper a study is undertook to understand the possible variations in the electric and magnetic field distribution and the induced currents due to the installation in a trial site of the second OPGW. In order to ensure reliabilty to the simulation, a comparison of three different calculation techniques has been conducted, and a boundary element Method has been then implemented in COMSOL Multiphysics to study a 3D configuration of the line and quantity the electric field around the pylons.To estimate the induced currents, the software ATP-EMTP has been used simulating the conditions with and without the second earthwire.Good agreement has been reached between the different numerical techniques for the field calculation, and a high value of induced current has been found on the ground wires in the case of the implementation of a second one.A measurement system has been built in Cardiff University to measure in June and August 2022 the induced current values and validate the numerical models.
接地线是保护输电线路免受雷击和变电站间信息交换的重要装置。OPGWs(光地线)被广泛用于这些目的。线路上的技术操作要求在两个电路之间临时安装第二条接地线。本文对第二座OPGW试验场的电场、磁场分布和感应电流可能发生的变化进行了研究。为了保证仿真的可靠性,对三种不同的计算方法进行了比较,然后在COMSOL Multiphysics中实现了边界元法,研究了线的三维结构和塔周围电场的数量。为了估计感应电流,用ATP-EMTP软件模拟了有和没有第二根接地线的情况。不同的数值计算方法对电场的计算结果有很好的一致性,并且在采用第二种数值计算方法的情况下,发现接地线上的感应电流值很高。在卡迪夫大学建立了一个测量系统,用于测量2022年6月和8月的感应电流值并验证数值模型。
{"title":"Implementation of Second Earthwire on L6 400 kV Transmission Line","authors":"Padoan Federico, Manu A. Haddad, M. Albano, S. Robson, Guo Dongsheng, Christopher Land, Neil Loftus","doi":"10.1109/UPEC55022.2022.9917671","DOIUrl":"https://doi.org/10.1109/UPEC55022.2022.9917671","url":null,"abstract":"The Earthwire is an important device to shield the transmission line from lightnings and to exchange information among the substations. OPGWs (Optical ground wires) are widely used for these purposes. Technical operations on the line impose a temporary implementation of a second earthwire between the two circuits.In this paper a study is undertook to understand the possible variations in the electric and magnetic field distribution and the induced currents due to the installation in a trial site of the second OPGW. In order to ensure reliabilty to the simulation, a comparison of three different calculation techniques has been conducted, and a boundary element Method has been then implemented in COMSOL Multiphysics to study a 3D configuration of the line and quantity the electric field around the pylons.To estimate the induced currents, the software ATP-EMTP has been used simulating the conditions with and without the second earthwire.Good agreement has been reached between the different numerical techniques for the field calculation, and a high value of induced current has been found on the ground wires in the case of the implementation of a second one.A measurement system has been built in Cardiff University to measure in June and August 2022 the induced current values and validate the numerical models.","PeriodicalId":371561,"journal":{"name":"2022 57th International Universities Power Engineering Conference (UPEC)","volume":"26 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125028553","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
Characteristics of a mixed 100-km EHV transmission line with shunt compensation for various topologies 不同拓扑结构下并联补偿的100公里超高压混合输电线路特性
Pub Date : 2022-08-30 DOI: 10.1109/UPEC55022.2022.9917912
N. Pfeifer, M. Kizilcay, P. Malicki
With the current power grid reinforcement, cable sections are increasingly required due to the densely populated regions and the acceptance of residents. This results in a mixed transmission line with overhead and cable sections. Due to the higher capacitance of cables, there is a larger charging current which can be reduced by shunt compensations. This complete setup with overhead lines, cable sections and shunt compensations are analyzed on a 100-km long 400-kV transmission line in order to gain general knowledge about the operation of a mixed line. The studies have been carried out using EMTP-ATP for certain steady-state cases and EMTP-RV for transients.
随着目前电网的加固,由于人口密集地区和居民的接受,对电缆段的要求越来越高。这就形成了架空和电缆部分的混合传输线。由于电缆的电容较大,充电电流较大,可通过分流补偿减小。本文在一条100公里长的400千伏输电线路上对架空线路、电缆段和分流补偿的完整设置进行了分析,以获得有关混合线路运行的一般知识。研究使用EMTP-ATP对某些稳态情况和EMTP-RV对瞬态进行。
{"title":"Characteristics of a mixed 100-km EHV transmission line with shunt compensation for various topologies","authors":"N. Pfeifer, M. Kizilcay, P. Malicki","doi":"10.1109/UPEC55022.2022.9917912","DOIUrl":"https://doi.org/10.1109/UPEC55022.2022.9917912","url":null,"abstract":"With the current power grid reinforcement, cable sections are increasingly required due to the densely populated regions and the acceptance of residents. This results in a mixed transmission line with overhead and cable sections. Due to the higher capacitance of cables, there is a larger charging current which can be reduced by shunt compensations. This complete setup with overhead lines, cable sections and shunt compensations are analyzed on a 100-km long 400-kV transmission line in order to gain general knowledge about the operation of a mixed line. The studies have been carried out using EMTP-ATP for certain steady-state cases and EMTP-RV for transients.","PeriodicalId":371561,"journal":{"name":"2022 57th International Universities Power Engineering Conference (UPEC)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131050052","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
A Voting-Based Machine Learning Strategy to Detect False Data Injection Attack in Cyber-Physical Power Systems 基于投票的机器学习策略检测网络物理电力系统中的假数据注入攻击
Pub Date : 2022-08-30 DOI: 10.1109/UPEC55022.2022.9917789
Amirreza Jafari, H. Ergun, D. Hertem
Integrating the information and communications technology (ICT) infrastructures with the physical layer of the electrical grid puts the power system at the risk of a wide range of cyber intrusions. Cyber-physical power systems (CPPS) require effective and applicable prevention, detection, and mitigation strategies to defend the system against malicious attacks. In this process, precise attack detection is one of the vital phases. This paper designs a novel voting-based detection tool to identify cyber intrusions in the system. In the considered cyber-attack, the attacker attempts to inject a wide range of false data into the phasor measurement units (PMU) to simulate false short circuit conditions in the system. The proposed detection strategy utilizes several machine learning (ML) algorithms like ensemble learning, discriminant analysis, naive bayes, feedforward neural network (FNN), recurrent neural network (RNN), k-nearest neighbors (KNN) classification, support vector machine (SVM), and decision tree. The voting-based technique calculates the average output based on the performance of the detectors and can recognize FDI attacks from real short circuit faults. Training features are selected optimally among several mechanical and electrical features of the system with maximum relevancy and minimum redundancy (MRMR) method. The simulations on the IEEE 39 bus test system illustrate the performance of the proposed detection tool for each type of short circuit fault.
将信息和通信技术(ICT)基础设施与电网的物理层相结合,使电力系统面临广泛的网络入侵风险。网络物理电力系统(CPPS)需要有效和适用的预防、检测和缓解策略来保护系统免受恶意攻击。在此过程中,精确的攻击检测是关键环节之一。本文设计了一种新的基于投票的检测工具来识别系统中的网络入侵。在所考虑的网络攻击中,攻击者试图在相量测量单元(PMU)中注入大范围的假数据来模拟系统中的假短路情况。所提出的检测策略利用了几种机器学习(ML)算法,如集成学习、判别分析、朴素贝叶斯、前馈神经网络(FNN)、循环神经网络(RNN)、k近邻(KNN)分类、支持向量机(SVM)和决策树。基于投票的技术根据检测器的性能计算平均输出,可以识别实际短路故障中的FDI攻击。采用最大关联度和最小冗余度(MRMR)方法从系统的多个机电特征中优选训练特征。通过对ieee39总线测试系统的仿真,验证了所提出的检测工具对各类短路故障的检测性能。
{"title":"A Voting-Based Machine Learning Strategy to Detect False Data Injection Attack in Cyber-Physical Power Systems","authors":"Amirreza Jafari, H. Ergun, D. Hertem","doi":"10.1109/UPEC55022.2022.9917789","DOIUrl":"https://doi.org/10.1109/UPEC55022.2022.9917789","url":null,"abstract":"Integrating the information and communications technology (ICT) infrastructures with the physical layer of the electrical grid puts the power system at the risk of a wide range of cyber intrusions. Cyber-physical power systems (CPPS) require effective and applicable prevention, detection, and mitigation strategies to defend the system against malicious attacks. In this process, precise attack detection is one of the vital phases. This paper designs a novel voting-based detection tool to identify cyber intrusions in the system. In the considered cyber-attack, the attacker attempts to inject a wide range of false data into the phasor measurement units (PMU) to simulate false short circuit conditions in the system. The proposed detection strategy utilizes several machine learning (ML) algorithms like ensemble learning, discriminant analysis, naive bayes, feedforward neural network (FNN), recurrent neural network (RNN), k-nearest neighbors (KNN) classification, support vector machine (SVM), and decision tree. The voting-based technique calculates the average output based on the performance of the detectors and can recognize FDI attacks from real short circuit faults. Training features are selected optimally among several mechanical and electrical features of the system with maximum relevancy and minimum redundancy (MRMR) method. The simulations on the IEEE 39 bus test system illustrate the performance of the proposed detection tool for each type of short circuit fault.","PeriodicalId":371561,"journal":{"name":"2022 57th International Universities Power Engineering Conference (UPEC)","volume":"47 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129134960","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
Study on the Impact of Aviation Electrification on Voltage Deviation of the GB Transmission System 航空电气化对GB输电系统电压偏差影响的研究
Pub Date : 2022-08-30 DOI: 10.1109/UPEC55022.2022.9917970
Bozheng Li, Xin Zhang, Zekun Guo, Y. Yuan
With the increasing demand for clean energy and rapid development of battery technology, there has been a notable trend in developing aviation electrification, particularly for small or regional electric aircraft (EA). Nevertheless, large penetration of EA with high charging power could also influence the stable operation of the upstream grid and even cause severe problems, particularly causing voltage-drop issue. In this paper, the impact on voltage deviation of the Great Britain (GB) electrical power system with the electrification of commercial aviation in the UK is highlighted and analysed. A reduced model of the GB transmission system developed in DigSILENT PowerFactory with 36 zones is modified by incorporating the load curves of the EA charging demand into the model. Quasi-Dynamic simulation is used to obtain 24-hour voltage profiles of each zone. Meanwhile, the Granger causality test is utilised to analyse the voltage profiles obtained from the Quasi-Dynamic simulation and determine the causal effects of the voltage variation between different areas of GB. The results reveal the significant impact of EA charging on the system. When the EA charging demand reached nearly IOOOOMW at20:00, the system voltage dropped to 0.826 p.u. The locations of the most influential zones for voltage variation in the system are also illustrated and analysed in this paper.
随着对清洁能源需求的增加和电池技术的快速发展,航空电气化发展趋势显著,特别是小型或支线电动飞机(EA)。然而,高充电功率的EA的大量渗透也会影响上游电网的稳定运行,甚至造成严重的问题,尤其是电压降问题。本文重点分析了英国商用航空电气化对英国电力系统电压偏差的影响。通过将EA充电需求的负荷曲线纳入到模型中,对DigSILENT PowerFactory开发的GB传输系统的36个区域的简化模型进行了修改。准动态仿真得到了各区域24小时电压分布。同时,利用格兰杰因果检验对准动态模拟得到的电压分布进行分析,确定了GB不同区域电压变化的因果关系。结果表明,EA收费对系统有显著影响。在20:00时,当EA充电需求达到近100万pw时,系统电压降至0.826 pu,并对系统中电压变化影响最大的区域位置进行了说明和分析。
{"title":"Study on the Impact of Aviation Electrification on Voltage Deviation of the GB Transmission System","authors":"Bozheng Li, Xin Zhang, Zekun Guo, Y. Yuan","doi":"10.1109/UPEC55022.2022.9917970","DOIUrl":"https://doi.org/10.1109/UPEC55022.2022.9917970","url":null,"abstract":"With the increasing demand for clean energy and rapid development of battery technology, there has been a notable trend in developing aviation electrification, particularly for small or regional electric aircraft (EA). Nevertheless, large penetration of EA with high charging power could also influence the stable operation of the upstream grid and even cause severe problems, particularly causing voltage-drop issue. In this paper, the impact on voltage deviation of the Great Britain (GB) electrical power system with the electrification of commercial aviation in the UK is highlighted and analysed. A reduced model of the GB transmission system developed in DigSILENT PowerFactory with 36 zones is modified by incorporating the load curves of the EA charging demand into the model. Quasi-Dynamic simulation is used to obtain 24-hour voltage profiles of each zone. Meanwhile, the Granger causality test is utilised to analyse the voltage profiles obtained from the Quasi-Dynamic simulation and determine the causal effects of the voltage variation between different areas of GB. The results reveal the significant impact of EA charging on the system. When the EA charging demand reached nearly IOOOOMW at20:00, the system voltage dropped to 0.826 p.u. The locations of the most influential zones for voltage variation in the system are also illustrated and analysed in this paper.","PeriodicalId":371561,"journal":{"name":"2022 57th International Universities Power Engineering Conference (UPEC)","volume":"12 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129480658","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
Numerical Dataset Analysis and Sensors Architecture Review for Vehicle Dynamics Application 车辆动力学应用的数值数据集分析与传感器体系结构综述
Pub Date : 2022-08-30 DOI: 10.1109/UPEC55022.2022.9917740
A. D. Martino, M. Longo, D. Zaninelli
Modern vehicles are nowadays largely equipped with sensors sampling several physical quantities in order to monitor the status of on-board subsystems and more in general give all the information needed on the vehicle dynamics to Electronic Control Units (ECUs). Sensors mounted are featured by different nature as far as the working principles and its techniques of fabrication are concerned. However, it can happen that the actual sensor architecture is not sufficiently robust to prompt the correct behaviour of the vehicle itself. If some physical quantities are not adequately monitored by dedicated sensors, the sampled dataset can be incomplete or not correlated with the real vehicle dynamics. In order to provide for the lack of sensors, it is important to consider both the analysis of the problem via numerical and a review of the whole sensor architecture. This paper aims to analyse the dataset sampled by on-board sensors of the vehicle to evaluate the odometry and estimate the physical quantities not monitored because of the absence of such sensors through a numerical model of the vehicle. The numerical model adopted is fitted and tuned on real tests performed. The information recovered contributes to define the dataset with more accuracy. Furthermore, a schematization of an optimal sensors architecture for vehicle dynamics application is provided to reduce the lack of information on the odometry, considering a frequent critical condition due to the interference given by the weather.
现代车辆在很大程度上都配备了传感器,对多个物理量进行采样,以监测车载子系统的状态,并将车辆动力学所需的所有信息提供给电子控制单元(ecu)。所安装的传感器在工作原理和制造技术上具有不同的性质。然而,实际的传感器架构可能不够强大,无法提示车辆本身的正确行为。如果专用传感器没有充分监测某些物理量,则采样数据集可能不完整或与真实车辆动态不相关。为了弥补传感器的不足,重要的是要考虑通过数值分析问题和对整个传感器架构的回顾。本文旨在通过车辆的数值模型分析车辆车载传感器采样的数据集,以评估里程计并估计由于缺乏此类传感器而未监测的物理量。对所采用的数值模型进行了拟合和调整。恢复的信息有助于更准确地定义数据集。此外,本文还提供了一种用于车辆动力学应用的最佳传感器架构示意图,以减少里程表信息的缺乏,同时考虑到由于天气干扰导致的频繁临界状态。
{"title":"Numerical Dataset Analysis and Sensors Architecture Review for Vehicle Dynamics Application","authors":"A. D. Martino, M. Longo, D. Zaninelli","doi":"10.1109/UPEC55022.2022.9917740","DOIUrl":"https://doi.org/10.1109/UPEC55022.2022.9917740","url":null,"abstract":"Modern vehicles are nowadays largely equipped with sensors sampling several physical quantities in order to monitor the status of on-board subsystems and more in general give all the information needed on the vehicle dynamics to Electronic Control Units (ECUs). Sensors mounted are featured by different nature as far as the working principles and its techniques of fabrication are concerned. However, it can happen that the actual sensor architecture is not sufficiently robust to prompt the correct behaviour of the vehicle itself. If some physical quantities are not adequately monitored by dedicated sensors, the sampled dataset can be incomplete or not correlated with the real vehicle dynamics. In order to provide for the lack of sensors, it is important to consider both the analysis of the problem via numerical and a review of the whole sensor architecture. This paper aims to analyse the dataset sampled by on-board sensors of the vehicle to evaluate the odometry and estimate the physical quantities not monitored because of the absence of such sensors through a numerical model of the vehicle. The numerical model adopted is fitted and tuned on real tests performed. The information recovered contributes to define the dataset with more accuracy. Furthermore, a schematization of an optimal sensors architecture for vehicle dynamics application is provided to reduce the lack of information on the odometry, considering a frequent critical condition due to the interference given by the weather.","PeriodicalId":371561,"journal":{"name":"2022 57th International Universities Power Engineering Conference (UPEC)","volume":"27 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116565140","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
Adaptive Multiagent Primary Secondary Control for Accurate Synchronized Charge-Discharge Scenarios of Battery Distributed Energy Storage Systems in DC Autonomous Microgrid 直流自治微电网电池分布式储能系统精确同步充放电场景的自适应多智能体主次控制
Pub Date : 2022-08-30 DOI: 10.1109/UPEC55022.2022.9917579
M. Al-Saadi, M. Al-Greer
The inaccurate synchronization of the charge-discharge scenarios for battery distributed energy storage systems under a decentralized multiagent-based primary-secondary control in a DC-autonomous microgrid is a crucial control drawback. Specifically, under a sudden load variation or an excessive load fluctuation. Which, in turn, negatively affects the optimization and stabilization of the control process. Furthermore, exacerbates the batteries’ health and reduces their prolonged life. The second concern that the DC microgrid faces under the specific control is the possibility of malfunctioning or downtime in one of the energy storage agents, which defects the stability and balance of the load sharing. These result in reduced system performance, and a violated renewable energy sustainability and penetration. This paper proposes an accurate synchronization technique through the adaptation of the average voltage consensus, and the introduction of a new droop-correction-based the multiagent neighbor-to-neighbor communication. A digital real-time comparison of the multiagent input of each energy storage agent is introduced, and the feature of plug and play is attained. Simulation results prove the success in attaining an accurate synchronization of the charge-discharge scenarios and enhanced balance of output voltage. Furthermore, the independency of operation from the number of the energy storage agents.
在直流自治微电网中,基于分散多智能体的主次控制下,电池分布式储能系统充放电场景的不准确同步是一个重要的控制缺陷。具体来说,在负荷突然变化或负荷过度波动的情况下。这反过来又会对控制过程的优化和稳定产生负面影响。此外,还会损害电池的健康,缩短电池的使用寿命。在特定控制下,直流微电网面临的第二个问题是某一储能体可能出现故障或停机,从而影响负荷分担的稳定性和平衡性。这导致系统性能下降,并违反了可再生能源的可持续性和渗透。本文提出了一种基于平均电压一致性的精确同步技术,并引入了一种新的基于下垂校正的多智能体相邻通信。介绍了各储能体的多智能体输入的数字实时比较,实现了即插即用的特点。仿真结果表明,该方法实现了充放电场景的精确同步,增强了输出电压的平衡性。此外,运行与储能代理数量的独立性。
{"title":"Adaptive Multiagent Primary Secondary Control for Accurate Synchronized Charge-Discharge Scenarios of Battery Distributed Energy Storage Systems in DC Autonomous Microgrid","authors":"M. Al-Saadi, M. Al-Greer","doi":"10.1109/UPEC55022.2022.9917579","DOIUrl":"https://doi.org/10.1109/UPEC55022.2022.9917579","url":null,"abstract":"The inaccurate synchronization of the charge-discharge scenarios for battery distributed energy storage systems under a decentralized multiagent-based primary-secondary control in a DC-autonomous microgrid is a crucial control drawback. Specifically, under a sudden load variation or an excessive load fluctuation. Which, in turn, negatively affects the optimization and stabilization of the control process. Furthermore, exacerbates the batteries’ health and reduces their prolonged life. The second concern that the DC microgrid faces under the specific control is the possibility of malfunctioning or downtime in one of the energy storage agents, which defects the stability and balance of the load sharing. These result in reduced system performance, and a violated renewable energy sustainability and penetration. This paper proposes an accurate synchronization technique through the adaptation of the average voltage consensus, and the introduction of a new droop-correction-based the multiagent neighbor-to-neighbor communication. A digital real-time comparison of the multiagent input of each energy storage agent is introduced, and the feature of plug and play is attained. Simulation results prove the success in attaining an accurate synchronization of the charge-discharge scenarios and enhanced balance of output voltage. Furthermore, the independency of operation from the number of the energy storage agents.","PeriodicalId":371561,"journal":{"name":"2022 57th International Universities Power Engineering Conference (UPEC)","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-08-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128514253","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
期刊
2022 57th International Universities Power Engineering Conference (UPEC)
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:604180095
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