首页 > 最新文献

2017 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT)最新文献

英文 中文
A cyber-physical resilience metric for smart grids 智能电网的网络物理弹性度量
Ivo Friedberg, K. Mclaughlin, Paul Smith
The need for novel smart grid technologies is often motivated by the need for more resilient power grids. While the number of technologies that claim to increase grid resilience is growing, there is a lack of widely accepted metrics to measure the resilience of smart grid installations. The design of effective resilience metrics is made difficult by the diversity of challenges and performance measures that a smart grid is subject to. This work identifies the necessary attributes for a complete and effective resilience metric and shows that previous work falls short. It then proposes a novel approach to measure resilience that focuses on the complex interdependencies between challenges and performances in smart grids.
对新型智能电网技术的需求往往是由对更具弹性的电网的需求所驱动的。虽然声称可以提高电网弹性的技术数量正在增加,但缺乏广泛接受的指标来衡量智能电网安装的弹性。智能电网所面临的各种挑战和性能指标使得有效弹性指标的设计变得困难。这项工作确定了完整和有效的弹性度量的必要属性,并显示了以前的工作不足之处。然后,它提出了一种新的方法来衡量弹性,重点关注智能电网的挑战和性能之间复杂的相互依赖关系。
{"title":"A cyber-physical resilience metric for smart grids","authors":"Ivo Friedberg, K. Mclaughlin, Paul Smith","doi":"10.1109/ISGT.2017.8086065","DOIUrl":"https://doi.org/10.1109/ISGT.2017.8086065","url":null,"abstract":"The need for novel smart grid technologies is often motivated by the need for more resilient power grids. While the number of technologies that claim to increase grid resilience is growing, there is a lack of widely accepted metrics to measure the resilience of smart grid installations. The design of effective resilience metrics is made difficult by the diversity of challenges and performance measures that a smart grid is subject to. This work identifies the necessary attributes for a complete and effective resilience metric and shows that previous work falls short. It then proposes a novel approach to measure resilience that focuses on the complex interdependencies between challenges and performances in smart grids.","PeriodicalId":296398,"journal":{"name":"2017 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT)","volume":"26 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-10-30","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122808886","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: 9
Stochastic dynamic power flow analysis based on stochastic response surfarce method and ARMA-GARCH model 基于随机响应面法和ARMA-GARCH模型的随机动态潮流分析
Nhung Nguyen-Hong, Y. Nakanishi
Nowadays, renewable energy has become a very viable alternative solution to provide electricity. However, the uncertainty of renewable energy changes traditional issues in operation and control of power system. This paper proposes a Stochastic Dynamic Power Flow Analysis to evaluate state variables' probability distribution at any time t. Stochastic process of renewable energy is modeled and simulated by ARMA-GARCH model. The Stochastic Response Surface Method is also applied to increase computational efficiency with the same accuracy as Monte Carlo simulation. Stochastic Dynamic Power Flow Analysis is applied to IEEE 30-bus system and time dependent probability distribution of voltage, frequency and network loss will be analyzed.
如今,可再生能源已经成为提供电力的一种非常可行的替代方案。然而,可再生能源的不确定性改变了传统的电力系统运行和控制问题。本文提出了一种随机动态潮流分析方法来评估任意时刻t状态变量的概率分布。采用ARMA-GARCH模型对可再生能源的随机过程进行了建模和仿真。随机响应面法也被用于提高计算效率,与蒙特卡罗模拟具有相同的精度。将随机动态潮流分析应用于IEEE 30总线系统,分析电压、频率和网损随时间的概率分布。
{"title":"Stochastic dynamic power flow analysis based on stochastic response surfarce method and ARMA-GARCH model","authors":"Nhung Nguyen-Hong, Y. Nakanishi","doi":"10.1109/ISGT.2017.8086059","DOIUrl":"https://doi.org/10.1109/ISGT.2017.8086059","url":null,"abstract":"Nowadays, renewable energy has become a very viable alternative solution to provide electricity. However, the uncertainty of renewable energy changes traditional issues in operation and control of power system. This paper proposes a Stochastic Dynamic Power Flow Analysis to evaluate state variables' probability distribution at any time t. Stochastic process of renewable energy is modeled and simulated by ARMA-GARCH model. The Stochastic Response Surface Method is also applied to increase computational efficiency with the same accuracy as Monte Carlo simulation. Stochastic Dynamic Power Flow Analysis is applied to IEEE 30-bus system and time dependent probability distribution of voltage, frequency and network loss will be analyzed.","PeriodicalId":296398,"journal":{"name":"2017 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT)","volume":"58 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-10-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134191311","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
Optimal allocation of photovoltaic systems and energy storage systems considering constraints of both transmission and distribution systems 考虑输配电约束的光伏系统和储能系统的优化配置
Ryusuke Konishi, Yuji Takenobu, Masaki Takahashi, Y. Hayashi
As more photovoltaic systems (PVs) are allocated to both transmission and distribution systems, it has been required to consider constraints of both transmission and distribution systems, such as power shortages and surpluses in transmission systems and voltages and current in distribution systems. This research proposes the framework to consider these constraints, and formulates the optimal allocation of PVs and energy storage systems (ESSs) to prevent the violation of the above constraints.
随着越来越多的光伏系统同时配置到输配电系统中,需要同时考虑输配电系统的约束,如输配电系统的缺电和余电以及配电系统的电压和电流。本研究提出了考虑这些约束的框架,并制定了防止违反上述约束的光伏和储能系统(ess)的最优配置。
{"title":"Optimal allocation of photovoltaic systems and energy storage systems considering constraints of both transmission and distribution systems","authors":"Ryusuke Konishi, Yuji Takenobu, Masaki Takahashi, Y. Hayashi","doi":"10.1109/ISGT.2017.8086012","DOIUrl":"https://doi.org/10.1109/ISGT.2017.8086012","url":null,"abstract":"As more photovoltaic systems (PVs) are allocated to both transmission and distribution systems, it has been required to consider constraints of both transmission and distribution systems, such as power shortages and surpluses in transmission systems and voltages and current in distribution systems. This research proposes the framework to consider these constraints, and formulates the optimal allocation of PVs and energy storage systems (ESSs) to prevent the violation of the above constraints.","PeriodicalId":296398,"journal":{"name":"2017 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT)","volume":"29 1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-10-26","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133124289","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: 5
Towards the improvement of multi-objective evolutionary algorithms for service restoration 面向服务恢复多目标进化算法的改进
L. T. Marques, A. Delbem, J. London
Distribution systems (DS) service restoration is a multi-objective, multi-constraint, combinatorial and non-linear optimization problem that must be quickly solved. Four multi-objective evolutionary algorithms (MOEAs) are proposed, which combine prominent aspects of highlighted MOEAs in the literature, for dealing with SR problem. Their main differentials are the providing of improved Pareto fronts and prioritization of switching operation in remotely controlled switches, which is widely used in smart grids. Proposed MOEAs were compared with a MOEA from literature by several tests in a large-scale DS. The MOEAs' performance was measured by four metrics for evaluation of Pareto fronts and Welch's t-hypothesis test was used for statistical comparison of such performance. Test results indicate all proposed MOEAs performed better than the MOEA from literature.
配电系统供电恢复是一个多目标、多约束、组合、非线性的优化问题,必须快速解决。本文提出了四种多目标进化算法(moea),结合文献中突出的多目标进化算法的突出方面来处理SR问题。它们的主要区别在于提供了改进的帕累托前沿和在智能电网中广泛使用的远程控制交换机中切换操作的优先级。在大尺度实验中,将提出的MOEA与文献中的MOEA进行了比较。采用帕累托前沿的四个评价指标来衡量moea的绩效,并采用Welch t-假设检验进行统计比较。实验结果表明,所提出的MOEA均优于文献中的MOEA。
{"title":"Towards the improvement of multi-objective evolutionary algorithms for service restoration","authors":"L. T. Marques, A. Delbem, J. London","doi":"10.1109/PESGM.2017.8274334","DOIUrl":"https://doi.org/10.1109/PESGM.2017.8274334","url":null,"abstract":"Distribution systems (DS) service restoration is a multi-objective, multi-constraint, combinatorial and non-linear optimization problem that must be quickly solved. Four multi-objective evolutionary algorithms (MOEAs) are proposed, which combine prominent aspects of highlighted MOEAs in the literature, for dealing with SR problem. Their main differentials are the providing of improved Pareto fronts and prioritization of switching operation in remotely controlled switches, which is widely used in smart grids. Proposed MOEAs were compared with a MOEA from literature by several tests in a large-scale DS. The MOEAs' performance was measured by four metrics for evaluation of Pareto fronts and Welch's t-hypothesis test was used for statistical comparison of such performance. Test results indicate all proposed MOEAs performed better than the MOEA from literature.","PeriodicalId":296398,"journal":{"name":"2017 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT)","volume":"9 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-07-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131880134","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
An MILP model for optimal management of energy consumption and comfort in smart buildings 智能建筑能耗与舒适度优化管理的MILP模型
Jerson A. Pinzon, P. Vergara, L. C. P. Silva, M. J. Rider
This paper presents a new mixed integer linear programing (MILP) model for the management of energy consumption and comfort in smart buildings. Initially, a detailed mixed integer non-linear programming (MINLP) model is formulated. The approach considers the management of heating, ventilation and air conditioning (HVAC) units, lighting appliances, photovoltaic generation (PV) and energy storage system (ESS). Then, a set of linear and equivalent representations are used to approximate the problem by an MILP model. The aims of the proposed model is to minimize the electricity bill by managing the loads, as well as the schedule of the ESS, meanwhile comfortable indoor conditions are ensured by a set of mathematical constraints. A commercial MILP solver was used to guarantee optimality. The strategy was tested in an university building with multiple zones. Comparisons between the proposed MILP model and simulations in EnergyPlus were used to validate the results.
提出了一种新的混合整数线性规划(MILP)模型,用于智能建筑的能耗和舒适度管理。首先,建立了详细的混合整数非线性规划(MINLP)模型。该方法考虑了供暖、通风和空调(HVAC)设备、照明设备、光伏发电(PV)和储能系统(ESS)的管理。然后,使用一组线性和等价的表示,通过一个MILP模型来逼近问题。提出的模型的目的是通过管理负荷和ESS的时间表来最小化电费,同时通过一组数学约束来确保舒适的室内条件。为了保证最优性,使用了商用MILP求解器。该策略在一个有多个区域的大学建筑中进行了测试。将所提出的MILP模型与EnergyPlus中的仿真结果进行了比较,以验证结果。
{"title":"An MILP model for optimal management of energy consumption and comfort in smart buildings","authors":"Jerson A. Pinzon, P. Vergara, L. C. P. Silva, M. J. Rider","doi":"10.1109/ISGT.2017.8085956","DOIUrl":"https://doi.org/10.1109/ISGT.2017.8085956","url":null,"abstract":"This paper presents a new mixed integer linear programing (MILP) model for the management of energy consumption and comfort in smart buildings. Initially, a detailed mixed integer non-linear programming (MINLP) model is formulated. The approach considers the management of heating, ventilation and air conditioning (HVAC) units, lighting appliances, photovoltaic generation (PV) and energy storage system (ESS). Then, a set of linear and equivalent representations are used to approximate the problem by an MILP model. The aims of the proposed model is to minimize the electricity bill by managing the loads, as well as the schedule of the ESS, meanwhile comfortable indoor conditions are ensured by a set of mathematical constraints. A commercial MILP solver was used to guarantee optimality. The strategy was tested in an university building with multiple zones. Comparisons between the proposed MILP model and simulations in EnergyPlus were used to validate the results.","PeriodicalId":296398,"journal":{"name":"2017 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT)","volume":"37 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-04-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127944436","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: 11
Development of prediction-based operation planning method for domestic air-conditioner with adaptive learning of installation environment 基于安装环境自适应学习的家用空调运行计划预测方法研究
Ryoichi Kuroha, Y. Fujimoto, Wataru Hirohashi, Y. Amano, S. Tanabe, Y. Hayashi
The world is more aware of the need for saving energy because of increasing world energy consumption and environmental problems. To promote saving energy in the domestic field, the use of home energy management systems (HEMSs) is rapidly spreading. The HEMS which has automatically controlling function can control domestic electrical appliances including air-conditioners (ACs). In this research, we focus on AC operation plans to improve thermal comfort and reduce electricity costs for residents. However, AC control planning is generally a difficult task because the operation results greatly depend on the environmental characteristics in which the HEMS is installed. To solve this problem, we proposed an AC planning method that accounts for environmental characteristics and uncertainty in prediction by using historical data.
由于世界能源消耗和环境问题的日益增加,世界更加意识到节约能源的必要性。为了促进家庭领域的节能,家庭能源管理系统(hems)的使用正在迅速普及。HEMS具有自动控制功能,可以控制包括空调在内的家用电器。在本研究中,我们重点研究了空调运行方案,以提高居民的热舒适和降低电力成本。然而,交流控制规划通常是一项困难的任务,因为运行结果在很大程度上取决于HEMS安装的环境特征。为了解决这一问题,我们提出了一种考虑环境特征和历史数据预测不确定性的交流规划方法。
{"title":"Development of prediction-based operation planning method for domestic air-conditioner with adaptive learning of installation environment","authors":"Ryoichi Kuroha, Y. Fujimoto, Wataru Hirohashi, Y. Amano, S. Tanabe, Y. Hayashi","doi":"10.1109/ISGT.2017.8085983","DOIUrl":"https://doi.org/10.1109/ISGT.2017.8085983","url":null,"abstract":"The world is more aware of the need for saving energy because of increasing world energy consumption and environmental problems. To promote saving energy in the domestic field, the use of home energy management systems (HEMSs) is rapidly spreading. The HEMS which has automatically controlling function can control domestic electrical appliances including air-conditioners (ACs). In this research, we focus on AC operation plans to improve thermal comfort and reduce electricity costs for residents. However, AC control planning is generally a difficult task because the operation results greatly depend on the environmental characteristics in which the HEMS is installed. To solve this problem, we proposed an AC planning method that accounts for environmental characteristics and uncertainty in prediction by using historical data.","PeriodicalId":296398,"journal":{"name":"2017 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT)","volume":"48 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-04-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133901084","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
Interoperability test for IEC 61850-9-2 standard-based merging units 基于IEC 61850-9-2标准的合并单元的互操作性测试
E. Song, Kang B. Lee, G. FitzPatrick, Yixin Zhang
Merging units (MUs) sample alternating current (AC) in one or multiple phases and convert these analog voltage and current signals to digital values and transmit the sampled values (SVs) to protection relays (PRs) and bay controllers (BCs) through either Ethernet or optical communication channels based on the IEC 61850-9-2 protocol. MUs could provide real-time data for current, voltage, and status of power grids, and therefore, they can play a key role in real-time monitoring, protection, and control of the grids. However, MU data exchange, sharing, and interoperability can pose major challenges for the power industry. With the standardization of MU data formats, interfaces, and communication protocols, it is hopeful that data interoperability of MUs can be achieved via the IEC 61850-9-2 standard. Nevertheless, MUs and PRs produced by different vendors may not be interoperable, even though they might conform to the IEC 61850-9-2 standards. Meanwhile, another challenge is how to assure the interoperability of MUs and the best way to achieve that is through MU interoperability testing. This paper proposes a passive interoperability test method for IEC 61850-9-2 based MUs. It mainly focuses on monitoring the communications and capturing the packets between the device under test (DUT) or MU, and the MU tester or PR, and analyzing the interoperability of MUs based on the packets captured. The interoperability test system consists of five parts: a MU tester, a DUT, a network switch, a network sniffer, and a MU interoperability analyzer. IEC 61850-9-2 provides an interoperability test suite that includes a number of test cases. Two commercial MUs from different vendors have been tested with the MU Tester over Ethernet based on the interoperability test method proposed. Test results of a test case for sending SVs are provided
合并单元(mu)在一个或多个阶段采样交流电(AC),并将这些模拟电压和电流信号转换为数字值,并通过以太网或基于IEC 61850-9-2协议的光通信通道将采样值(SVs)传输到保护继电器(pr)和海湾控制器(bc)。微型电路可以提供电网的电流、电压和状态的实时数据,在电网的实时监测、保护和控制中起着关键作用。然而,MU数据交换、共享和互操作性可能给电力行业带来重大挑战。随着微机数据格式、接口和通信协议的标准化,通过IEC 61850-9-2标准实现微机数据互操作性成为可能。然而,不同供应商生产的mu和pr可能无法互操作,即使它们可能符合IEC 61850-9-2标准。同时,另一个挑战是如何确保MU的互操作性,而实现互操作性的最佳方法是通过MU互操作性测试。本文提出了一种基于iec61850 -9-2的互操作性测试方法。主要对被测设备(DUT)或MU与MU测试仪或PR之间的通信进行监控和报文捕获,并根据捕获的报文分析MU之间的互操作性。互操作性测试系统由五个部分组成:MU测试仪、DUT、网络交换机、网络嗅探器和MU互操作性分析仪。IEC 61850-9-2提供了一个互操作性测试套件,其中包括许多测试用例。基于所提出的互操作性测试方法,使用MU Tester在以太网上测试了来自不同供应商的两个商业MU。给出了一个发送SVs的测试用例的测试结果
{"title":"Interoperability test for IEC 61850-9-2 standard-based merging units","authors":"E. Song, Kang B. Lee, G. FitzPatrick, Yixin Zhang","doi":"10.1109/ISGT.2017.8086084","DOIUrl":"https://doi.org/10.1109/ISGT.2017.8086084","url":null,"abstract":"Merging units (MUs) sample alternating current (AC) in one or multiple phases and convert these analog voltage and current signals to digital values and transmit the sampled values (SVs) to protection relays (PRs) and bay controllers (BCs) through either Ethernet or optical communication channels based on the IEC 61850-9-2 protocol. MUs could provide real-time data for current, voltage, and status of power grids, and therefore, they can play a key role in real-time monitoring, protection, and control of the grids. However, MU data exchange, sharing, and interoperability can pose major challenges for the power industry. With the standardization of MU data formats, interfaces, and communication protocols, it is hopeful that data interoperability of MUs can be achieved via the IEC 61850-9-2 standard. Nevertheless, MUs and PRs produced by different vendors may not be interoperable, even though they might conform to the IEC 61850-9-2 standards. Meanwhile, another challenge is how to assure the interoperability of MUs and the best way to achieve that is through MU interoperability testing. This paper proposes a passive interoperability test method for IEC 61850-9-2 based MUs. It mainly focuses on monitoring the communications and capturing the packets between the device under test (DUT) or MU, and the MU tester or PR, and analyzing the interoperability of MUs based on the packets captured. The interoperability test system consists of five parts: a MU tester, a DUT, a network switch, a network sniffer, and a MU interoperability analyzer. IEC 61850-9-2 provides an interoperability test suite that includes a number of test cases. Two commercial MUs from different vendors have been tested with the MU Tester over Ethernet based on the interoperability test method proposed. Test results of a test case for sending SVs are provided","PeriodicalId":296398,"journal":{"name":"2017 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT)","volume":"74 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-04-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124774372","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: 8
Control of an SSSC for oscillation damping of power systems with wind turbine generators 风力发电机组电力系统振动阻尼的SSSC控制
Muthanna Al-Sarray, R. McCann
The increased adoption of wind generation capacity into worldwide electric power systems presents many challenges due to the intermittent nature of this energy resource. The equipment for flexible ac transmission systems (FACTS) are the focus of this paper with the goal of overcoming the difficulties of achieving improved electric power system reliability with large penetration of wind generation. FACTS equipment can also contribute towards reducing the cost of power system expansions by better utilizing existing assets to defer future infrastructure expenses. In addition, FACTS equipment can minimize issues concerning adequate damping of power oscillations, transmission capacities, and frequency regulation. The paper presents research results on improving power oscillation damping and increased transmission capacities under dynamic conditions using static synchronous series compensator (SSSC) technology. Detailed analysis and simulation of these factors are considered under normal and faulted in the power system network. Results of this investigation help in understanding the improvements that can be achieved by incorporating SSSC equipment in systems having large participation factors associated with wind turbine generators.
由于风能资源的间歇性,全球电力系统越来越多地采用风力发电能力,这带来了许多挑战。为了克服风力发电大渗透下提高电力系统可靠性的困难,本文对柔性交流输电系统的设备进行了研究。FACTS设备还可以通过更好地利用现有资产来推迟未来的基础设施费用,从而有助于降低电力系统扩展的成本。此外,FACTS设备可以最大限度地减少有关功率振荡,传输能力和频率调节的适当阻尼问题。本文介绍了采用静态同步串联补偿器(SSSC)技术在动态条件下改善功率振荡阻尼和提高传输能力的研究成果。对电网正常和故障情况下这些因素进行了详细的分析和仿真。这项调查的结果有助于理解通过将SSSC设备纳入与风力涡轮机发电机相关的大型参与因素的系统中可以实现的改进。
{"title":"Control of an SSSC for oscillation damping of power systems with wind turbine generators","authors":"Muthanna Al-Sarray, R. McCann","doi":"10.1109/ISGT.2017.8085974","DOIUrl":"https://doi.org/10.1109/ISGT.2017.8085974","url":null,"abstract":"The increased adoption of wind generation capacity into worldwide electric power systems presents many challenges due to the intermittent nature of this energy resource. The equipment for flexible ac transmission systems (FACTS) are the focus of this paper with the goal of overcoming the difficulties of achieving improved electric power system reliability with large penetration of wind generation. FACTS equipment can also contribute towards reducing the cost of power system expansions by better utilizing existing assets to defer future infrastructure expenses. In addition, FACTS equipment can minimize issues concerning adequate damping of power oscillations, transmission capacities, and frequency regulation. The paper presents research results on improving power oscillation damping and increased transmission capacities under dynamic conditions using static synchronous series compensator (SSSC) technology. Detailed analysis and simulation of these factors are considered under normal and faulted in the power system network. Results of this investigation help in understanding the improvements that can be achieved by incorporating SSSC equipment in systems having large participation factors associated with wind turbine generators.","PeriodicalId":296398,"journal":{"name":"2017 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT)","volume":"34 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-04-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127796044","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: 6
Recurrent neural network based user classification for smart grids 基于递归神经网络的智能电网用户分类
Kálmán Tornai, A. Oláh, Rajmund Drenyovszki, Lóránt Kovács, István Pintér, J. Levendovszky
Power consuming users and buildings with different power consumption patterns may be treated with different conditions and can be taken into consideration with different parameters during capacity planning and distribution. Thus the automated, unsupervised categorization of power consumers is a very important task of smart power transmission systems. Knowing the behavioral categories of power consumers better models can be created which can be used for better behavior forecast which is an important task for load balancing. One of the existing best solutions for consumer classification is the consumption forecast based scheme which applies nonlinear forecast techniques to determine the class assignment for new consumers. In this paper, we present new results on the classification of consumers using recurrent neural networks in the forecast based classification framework. The results are compared with existing classification methods using real, measured power consumption data. We demonstrate that consumer classification performed by recurrent neural networks can outperform existing methods as in several cases the correct class assignment rate is near to 100%.
不同用电模式的用电量用户和建筑物在容量规划和分配时可能会有不同的处理条件,可以考虑不同的参数。因此,实现电力用户的自动、无监督分类是智能输电系统的一项重要任务。了解电力用户的行为类别可以建立更好的模型,用于更好的行为预测,这是负载均衡的重要任务。现有的消费者分类的最佳解决方案之一是基于消费预测的方案,该方案应用非线性预测技术来确定新消费者的类别分配。在本文中,我们提出了在基于预测的分类框架中使用递归神经网络进行消费者分类的新结果。利用实测的真实功耗数据,将结果与现有的分类方法进行了比较。我们证明了由递归神经网络执行的消费者分类可以优于现有的方法,因为在一些情况下,正确的分类分配率接近100%。
{"title":"Recurrent neural network based user classification for smart grids","authors":"Kálmán Tornai, A. Oláh, Rajmund Drenyovszki, Lóránt Kovács, István Pintér, J. Levendovszky","doi":"10.1109/ISGT.2017.8086043","DOIUrl":"https://doi.org/10.1109/ISGT.2017.8086043","url":null,"abstract":"Power consuming users and buildings with different power consumption patterns may be treated with different conditions and can be taken into consideration with different parameters during capacity planning and distribution. Thus the automated, unsupervised categorization of power consumers is a very important task of smart power transmission systems. Knowing the behavioral categories of power consumers better models can be created which can be used for better behavior forecast which is an important task for load balancing. One of the existing best solutions for consumer classification is the consumption forecast based scheme which applies nonlinear forecast techniques to determine the class assignment for new consumers. In this paper, we present new results on the classification of consumers using recurrent neural networks in the forecast based classification framework. The results are compared with existing classification methods using real, measured power consumption data. We demonstrate that consumer classification performed by recurrent neural networks can outperform existing methods as in several cases the correct class assignment rate is near to 100%.","PeriodicalId":296398,"journal":{"name":"2017 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT)","volume":"3 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-04-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"133417108","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: 7
Security-constrained unit commitment with integration of battery storage in wind power plant 风电场电池储能集成的安全约束机组承诺
Sobhan Badakhshan, N. Hajibandeh, M. Ehsan, S. Soleymani
There is a global tendency towards using Distributed Generation (DG) and renewable energy resources. Considering low utilization cost and low undesirable environmental effects, wind farms have become a considerable resource for producing electrical energy in many countries. Since Wind farms are not programmable and their power output which depends on weather and wind speed is uncertain, they create problems for utilizing electricity system. There are different methods for preserving system stability against the uncertainty of wind power plants. Optimal utilization of pumped storage and gas resources is one of the approaches for reducing production risk of wind farms. In this paper, it is tried to make wind farms programmable through employing batteries reserving electrical energy in wind farms. The numerical results show the effectiveness of the proposed approach.
使用分布式发电(DG)和可再生能源是全球趋势。由于风力发电场利用成本低,对环境的不良影响小,在许多国家已成为一种重要的发电资源。由于风力发电场是不可编程的,其输出功率取决于天气和风速的不确定性,因此给电力系统的利用带来了问题。针对风力发电厂的不确定性,有不同的方法来保持系统的稳定性。优化利用抽水蓄能和天然气资源是降低风电场生产风险的途径之一。本文试图通过在风电场中使用储能电池来实现风电场的可编程。数值结果表明了该方法的有效性。
{"title":"Security-constrained unit commitment with integration of battery storage in wind power plant","authors":"Sobhan Badakhshan, N. Hajibandeh, M. Ehsan, S. Soleymani","doi":"10.1109/ISGT.2017.8085964","DOIUrl":"https://doi.org/10.1109/ISGT.2017.8085964","url":null,"abstract":"There is a global tendency towards using Distributed Generation (DG) and renewable energy resources. Considering low utilization cost and low undesirable environmental effects, wind farms have become a considerable resource for producing electrical energy in many countries. Since Wind farms are not programmable and their power output which depends on weather and wind speed is uncertain, they create problems for utilizing electricity system. There are different methods for preserving system stability against the uncertainty of wind power plants. Optimal utilization of pumped storage and gas resources is one of the approaches for reducing production risk of wind farms. In this paper, it is tried to make wind farms programmable through employing batteries reserving electrical energy in wind farms. The numerical results show the effectiveness of the proposed approach.","PeriodicalId":296398,"journal":{"name":"2017 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT)","volume":"183 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2017-04-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122931271","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: 3
期刊
2017 IEEE Power & Energy Society Innovative Smart Grid Technologies Conference (ISGT)
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