首页 > 最新文献

2015 IEEE Eindhoven PowerTech最新文献

英文 中文
A two-stage random forest method for short-term load forecasting 短期负荷预测的两阶段随机森林方法
Pub Date : 2016-07-17 DOI: 10.1109/PESGM.2016.7741295
Xiaoyu Wu, Jinghan He, T. Yip, Pei Zhang
Machine learning methods are the main stream algorithms applied in short term load forecasting. However, typical machine learning methods consisting of Artificial Neural Network (ANN) and Support Vector Regression (SVR) have deficiencies hard to overcome, such as easy to be trapped in local optimization (for ANN) or hard to decide kernel parameter and penalty parameter (for SVR). On the other hand, grey relational analysis is an effective method to select proper historical data as training set for training machine learning models. But it is not comprehensive and accurate enough. In this paper, a new two-stage hybrid algorithm aimed to solve these two problems is proposed. Random Forest (RF) method is introduced as the machine learning method, which will not cause overfitting problem and parameters are easy to be tuned. Furthermore, Grey Relational Projection (GRP) is introduced to select similar historical data to train random forest models. The final forecasting results based on real load data prove this new two-stage method performs better than the other two common methods.
机器学习方法是短期负荷预测的主流算法。然而,典型的由人工神经网络(ANN)和支持向量回归(SVR)组成的机器学习方法存在难以克服的缺点,如容易陷入局部优化(对于ANN)或难以确定核参数和惩罚参数(对于SVR)。另一方面,灰色关联分析是一种选择合适的历史数据作为训练集来训练机器学习模型的有效方法。但它还不够全面和准确。针对这两个问题,本文提出了一种新的两阶段混合算法。引入随机森林(Random Forest, RF)方法作为机器学习方法,该方法不会产生过拟合问题,且参数易于调整。在此基础上,引入灰色关联投影(GRP)方法,选取相似的历史数据进行随机森林模型的训练。最后基于实际负荷数据的预测结果表明,该方法优于其他两种常用方法。
{"title":"A two-stage random forest method for short-term load forecasting","authors":"Xiaoyu Wu, Jinghan He, T. Yip, Pei Zhang","doi":"10.1109/PESGM.2016.7741295","DOIUrl":"https://doi.org/10.1109/PESGM.2016.7741295","url":null,"abstract":"Machine learning methods are the main stream algorithms applied in short term load forecasting. However, typical machine learning methods consisting of Artificial Neural Network (ANN) and Support Vector Regression (SVR) have deficiencies hard to overcome, such as easy to be trapped in local optimization (for ANN) or hard to decide kernel parameter and penalty parameter (for SVR). On the other hand, grey relational analysis is an effective method to select proper historical data as training set for training machine learning models. But it is not comprehensive and accurate enough. In this paper, a new two-stage hybrid algorithm aimed to solve these two problems is proposed. Random Forest (RF) method is introduced as the machine learning method, which will not cause overfitting problem and parameters are easy to be tuned. Furthermore, Grey Relational Projection (GRP) is introduced to select similar historical data to train random forest models. The final forecasting results based on real load data prove this new two-stage method performs better than the other two common methods.","PeriodicalId":193448,"journal":{"name":"2015 IEEE Eindhoven PowerTech","volume":"34 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2016-07-17","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131908259","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
Real-time control of microgrids with explicit power setpoints: Unintentional islanding 具有明确功率设定值的微电网实时控制:无意孤岛
Pub Date : 2015-09-06 DOI: 10.1109/PTC.2015.7232750
A. Bernstein, J. Le Boudec, L. Reyes-Chamorro, M. Paolone
We propose a method to perform a safe unintentional islanding maneuver of microgrids. The method is derived in the context of a framework for the real-time control of microgrids, called Commelec, recently proposed by the Authors. The framework uses a hierarchy of software agents that communicate with each other using a common, device independent protocol in order to define explicit power setpoints without the need of droop controllers. We show that the features of the framework allow to design a generic control method for treating unintentional islanding with the following properties. First, the method is able to choose the best candidate slack resource, based on the information obtained from the agents. Second, as the agent responsible for the grid has a global view of the network's status and its resources, it is possible to optimize the performance of the network during and after the islanding transition. Third, after the islanding maneuver it allows for the online switching of the slack resource to that with the best capabilities to face the network's needs. Finally, the method is suitable for inertia-less systems as the control is performed using explicit power setpoints and it does not rely on the frequency signal. We illustrate the benefits of the proposed method via simulation on the LV microgrid benchmark defined by the CIGRÉ Task Force C6.04.02, by comparing its performance to that of the standard droop-based method called load drop anticipator.
我们提出了一种安全的微电网非故意孤岛机动方法。该方法是在一个名为Commelec的微电网实时控制框架的背景下推导出来的,该框架最近由作者提出。该框架使用软件代理的层次结构,这些代理使用通用的、与设备无关的协议相互通信,以便在不需要下垂控制器的情况下定义明确的功率设定值。我们表明,该框架的特征允许设计一种通用的控制方法,用于处理具有以下属性的非故意孤岛。首先,该方法能够根据从代理处获得的信息选择最佳候选空闲资源;其次,由于负责电网的代理具有网络状态和资源的全局视图,因此可以在孤岛过渡期间和之后优化网络的性能。第三,孤岛机动后,可以将闲置资源在线切换到具有最佳能力的资源,以面对网络的需求。最后,该方法适用于无惯性系统,因为它使用显式功率设定值进行控制,并且不依赖于频率信号。我们通过对CIGRÉ Task Force C6.04.02定义的低压微电网基准进行仿真,并将其性能与称为负载下降预测器的标准基于下垂的方法进行比较,说明了所提出方法的优点。
{"title":"Real-time control of microgrids with explicit power setpoints: Unintentional islanding","authors":"A. Bernstein, J. Le Boudec, L. Reyes-Chamorro, M. Paolone","doi":"10.1109/PTC.2015.7232750","DOIUrl":"https://doi.org/10.1109/PTC.2015.7232750","url":null,"abstract":"We propose a method to perform a safe unintentional islanding maneuver of microgrids. The method is derived in the context of a framework for the real-time control of microgrids, called Commelec, recently proposed by the Authors. The framework uses a hierarchy of software agents that communicate with each other using a common, device independent protocol in order to define explicit power setpoints without the need of droop controllers. We show that the features of the framework allow to design a generic control method for treating unintentional islanding with the following properties. First, the method is able to choose the best candidate slack resource, based on the information obtained from the agents. Second, as the agent responsible for the grid has a global view of the network's status and its resources, it is possible to optimize the performance of the network during and after the islanding transition. Third, after the islanding maneuver it allows for the online switching of the slack resource to that with the best capabilities to face the network's needs. Finally, the method is suitable for inertia-less systems as the control is performed using explicit power setpoints and it does not rely on the frequency signal. We illustrate the benefits of the proposed method via simulation on the LV microgrid benchmark defined by the CIGRÉ Task Force C6.04.02, by comparing its performance to that of the standard droop-based method called load drop anticipator.","PeriodicalId":193448,"journal":{"name":"2015 IEEE Eindhoven PowerTech","volume":"56 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-09-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128787637","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
Security constraints for wind power operation 风电运行的安全约束
Pub Date : 2015-09-03 DOI: 10.1109/PTC.2015.7232319
E. D. de Oliveira, S. M. Mayrink J, M. L. Rodrigues, B. Dias, L. D. de Oliveira, I. Junior
This paper presents a model to include a security constraint for wind power plant in a hydrothermal dispatch problem. The proposed Unit Commitment (UC) is an augmented problem to take into account different scenarios of wind speed during the day. The wind farms are represented by a linear model that the generations are considered proportional to the availability of wind. The proposed optimization model uses DC load flow in which transmission system constraints are included. The hydro plants are considered with constant productivity and the times of starting and stopping of thermal generation units are considered as well as ramp deviation. The results using a test system show that the operation of a hydrothermal system is strongly affected by the inclusion of wind farms.
针对热液调度问题,提出了一个包含安全约束的风电场模型。建议的单位承诺(UC)是一个扩展的问题,以考虑白天不同情况下的风速。风力发电场用线性模型表示,代数被认为与风能的可用性成正比。所提出的优化模型采用了考虑输电系统约束的直流潮流。考虑水力发电机组具有恒定的生产能力,并考虑了火力发电机组的启停次数和坡道偏差。测试系统的结果表明,热液系统的运行受到风电场的强烈影响。
{"title":"Security constraints for wind power operation","authors":"E. D. de Oliveira, S. M. Mayrink J, M. L. Rodrigues, B. Dias, L. D. de Oliveira, I. Junior","doi":"10.1109/PTC.2015.7232319","DOIUrl":"https://doi.org/10.1109/PTC.2015.7232319","url":null,"abstract":"This paper presents a model to include a security constraint for wind power plant in a hydrothermal dispatch problem. The proposed Unit Commitment (UC) is an augmented problem to take into account different scenarios of wind speed during the day. The wind farms are represented by a linear model that the generations are considered proportional to the availability of wind. The proposed optimization model uses DC load flow in which transmission system constraints are included. The hydro plants are considered with constant productivity and the times of starting and stopping of thermal generation units are considered as well as ramp deviation. The results using a test system show that the operation of a hydrothermal system is strongly affected by the inclusion of wind farms.","PeriodicalId":193448,"journal":{"name":"2015 IEEE Eindhoven PowerTech","volume":"23 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-09-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115113783","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
Fault prevention by recognition and localization of self-extinguishing faults 通过自熄故障的识别和定位来预防故障
Pub Date : 2015-09-03 DOI: 10.1109/PTC.2015.7232579
T. Gu, F. Provoost, Wouter Bos
Spontaneous faults in medium voltage grid are often preceded by a number of self-extinguishing faults. Therefore, it is useful to recognize and localize the self-extinguishing faults. The detected component could then be repaired or replaced in advance, to prevent the persistent fault This paper describes the self-extinguishing fault phenomena and the recognition methodology. The techniques to locate the faulted cable section are proposed, including the rough location by analyzing the measured data and the exact location by applying sophisticated detecting apparatus. In addition, several practical examples from a Dutch distribution system operator are presented.
中压电网的自发故障通常是由一系列自熄故障引起的。因此,对自熄故障进行识别和定位是很有意义的。然后对检测到的部件进行提前维修或更换,以防止故障持续存在。本文描述了自熄故障现象及其识别方法。提出了故障电缆段的定位方法,包括利用实测数据进行粗略定位和利用精密检测仪器进行精确定位。此外,还介绍了荷兰配电系统运营商的几个实际例子。
{"title":"Fault prevention by recognition and localization of self-extinguishing faults","authors":"T. Gu, F. Provoost, Wouter Bos","doi":"10.1109/PTC.2015.7232579","DOIUrl":"https://doi.org/10.1109/PTC.2015.7232579","url":null,"abstract":"Spontaneous faults in medium voltage grid are often preceded by a number of self-extinguishing faults. Therefore, it is useful to recognize and localize the self-extinguishing faults. The detected component could then be repaired or replaced in advance, to prevent the persistent fault This paper describes the self-extinguishing fault phenomena and the recognition methodology. The techniques to locate the faulted cable section are proposed, including the rough location by analyzing the measured data and the exact location by applying sophisticated detecting apparatus. In addition, several practical examples from a Dutch distribution system operator are presented.","PeriodicalId":193448,"journal":{"name":"2015 IEEE Eindhoven PowerTech","volume":"7 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-09-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116761890","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
Phase compensation scheme to improve the accuracy of a power hardware-in-the-loop experiment based on a synchronous generator 基于同步发电机的电力半在环实验中提高实验精度的相位补偿方案
Pub Date : 2015-09-03 DOI: 10.1109/PTC.2015.7232517
A. Castro, P. Zuniga, F. Uribe, E. Barocio
The aim of this study is to present a phase compensation scheme that improves the accuracy of a power hardware-in-the-loop simulation. The ideal transformer model interface method along with feedback current filtering is used to connect a synchronous generator simulation to a test system. The generator is modeled using a voltage-behind-reactance representation. Comparison of experimental results against simulations confirms the validity of the proposal.
本研究的目的是提出一种相位补偿方案,以提高电源硬件在环仿真的精度。采用理想变压器模型接口法结合反馈电流滤波,实现了同步发电机仿真与测试系统的连接。发电机采用电抗后电压表示法建模。实验结果与仿真结果的对比验证了该方法的有效性。
{"title":"Phase compensation scheme to improve the accuracy of a power hardware-in-the-loop experiment based on a synchronous generator","authors":"A. Castro, P. Zuniga, F. Uribe, E. Barocio","doi":"10.1109/PTC.2015.7232517","DOIUrl":"https://doi.org/10.1109/PTC.2015.7232517","url":null,"abstract":"The aim of this study is to present a phase compensation scheme that improves the accuracy of a power hardware-in-the-loop simulation. The ideal transformer model interface method along with feedback current filtering is used to connect a synchronous generator simulation to a test system. The generator is modeled using a voltage-behind-reactance representation. Comparison of experimental results against simulations confirms the validity of the proposal.","PeriodicalId":193448,"journal":{"name":"2015 IEEE Eindhoven PowerTech","volume":"21 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-09-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116940181","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
Robust fault location for two and three terminal lines using synchronized phasor measurements 使用同步相量测量的二和三终端线路的鲁棒故障定位
Pub Date : 2015-09-03 DOI: 10.1109/PTC.2015.7232299
Guangyu Feng, A. Abur
This paper introduces a robust fault location method that utilizes wide area phasor measurements and sparse estimation technique. The proposed method transforms the fault location problem into estimating sparse bus injections in the network, based upon the equivalence in the change of bus voltages between a fault current drawn at an arbitrary point along a line and virtual superimposed current injections at the terminal nodes of the same line. This equivalence not only works for two terminal lines but also three terminal lines. Assuming limited placement of phasor measurements, an underdetermined linear estimation problem whose solution is sparse will be formed. This problem can be solved via sparse estimation especially L1 regularization technique. Considering possible failure of individual measurement units, an extended formulation incorporating sparse error vector is used to increase the method's robustness. Extensive simulation results have verified the effectiveness of the proposed method.
本文介绍了一种利用广域相量测量和稀疏估计技术的鲁棒故障定位方法。该方法将故障定位问题转化为网络中稀疏母线注入量的估计,基于在线路任意点绘制的故障电流与同一线路终端节点的虚拟叠加电流注入量之间母线电压变化的等价性。这种等效性不仅适用于两条终端线路,也适用于三条终端线路。假设相量测量的位置有限,将形成一个解为稀疏的欠定线性估计问题。这个问题可以通过稀疏估计特别是L1正则化技术来解决。考虑到单个测量单元可能出现故障,采用了包含稀疏误差向量的扩展公式来提高方法的鲁棒性。大量的仿真结果验证了该方法的有效性。
{"title":"Robust fault location for two and three terminal lines using synchronized phasor measurements","authors":"Guangyu Feng, A. Abur","doi":"10.1109/PTC.2015.7232299","DOIUrl":"https://doi.org/10.1109/PTC.2015.7232299","url":null,"abstract":"This paper introduces a robust fault location method that utilizes wide area phasor measurements and sparse estimation technique. The proposed method transforms the fault location problem into estimating sparse bus injections in the network, based upon the equivalence in the change of bus voltages between a fault current drawn at an arbitrary point along a line and virtual superimposed current injections at the terminal nodes of the same line. This equivalence not only works for two terminal lines but also three terminal lines. Assuming limited placement of phasor measurements, an underdetermined linear estimation problem whose solution is sparse will be formed. This problem can be solved via sparse estimation especially L1 regularization technique. Considering possible failure of individual measurement units, an extended formulation incorporating sparse error vector is used to increase the method's robustness. Extensive simulation results have verified the effectiveness of the proposed method.","PeriodicalId":193448,"journal":{"name":"2015 IEEE Eindhoven PowerTech","volume":"320 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-09-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121350873","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
Requirement to enlarge interface protections frequency ranges for generators connected to distribution networks: Study of alternatives and solution proposal 扩大配电网发电机接口保护频率范围的要求:备选方案和解决方案的研究
Pub Date : 2015-09-03 DOI: 10.1109/PTC.2015.7232296
V. Gabrion, D. Klaja, S. Emelin, S. Grenard, Antoine Minaud
New requirements on the stability of the European interconnected power system may lead to a lesser use or even the complete removal of interface protections based on narrow frequency ranges (e.g. [49,5 - 50,5 Hz] in France) for distributed generators connected to the distribution network. As this type of protection allows detecting rapidly most islanding situations, its disappearance would reduce the efficiency of both fast reclosing schemes and islanding detection. A palliative solution must be found that combines technical feasibility, efficiency, low cost and ability to be applied to both MV and LV connected generators. This paper first proposes a method to evaluate the risk of islanding on a MV feeder and then considers the cons and pros of various alternatives to a narrow frequency range interface protection before focusing on a solution currently investigated for the French Distribution network.
对欧洲互联电力系统稳定性的新要求可能导致连接到配电网的分布式发电机较少使用甚至完全取消基于窄频率范围(例如法国的[49,5 - 50,5 Hz])的接口保护。由于这种类型的保护允许快速检测大多数孤岛情况,它的消失将降低快速重合闸方案和孤岛检测的效率。必须找到一种兼有技术可行性、效率、低成本和同时适用于中压和低压连接发电机的解决方案。本文首先提出了一种评估中压馈线孤岛风险的方法,然后考虑了窄频率范围接口保护的各种替代方案的优缺点,然后重点研究了法国配电网目前正在研究的解决方案。
{"title":"Requirement to enlarge interface protections frequency ranges for generators connected to distribution networks: Study of alternatives and solution proposal","authors":"V. Gabrion, D. Klaja, S. Emelin, S. Grenard, Antoine Minaud","doi":"10.1109/PTC.2015.7232296","DOIUrl":"https://doi.org/10.1109/PTC.2015.7232296","url":null,"abstract":"New requirements on the stability of the European interconnected power system may lead to a lesser use or even the complete removal of interface protections based on narrow frequency ranges (e.g. [49,5 - 50,5 Hz] in France) for distributed generators connected to the distribution network. As this type of protection allows detecting rapidly most islanding situations, its disappearance would reduce the efficiency of both fast reclosing schemes and islanding detection. A palliative solution must be found that combines technical feasibility, efficiency, low cost and ability to be applied to both MV and LV connected generators. This paper first proposes a method to evaluate the risk of islanding on a MV feeder and then considers the cons and pros of various alternatives to a narrow frequency range interface protection before focusing on a solution currently investigated for the French Distribution network.","PeriodicalId":193448,"journal":{"name":"2015 IEEE Eindhoven PowerTech","volume":"13 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-09-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"127498044","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
Review of technical and economic challenges for implementing rural microgrids in south africa 审查在南非实施农村微电网的技术和经济挑战
Pub Date : 2015-09-03 DOI: 10.1109/PTC.2015.7232341
H. Patel, S. Chowdhury
Electrification is a persisting problem all over the world. The worst affected are people who live in rural areas of developing countries. South Africa is no different as they have still to attain 100% electrification. Due to their small-scale nature, off-grid microgrids are well suited to rural electrification purposes. Independent solar, wind, biomass and microhydro microgrids form the main scope of this paper. In order to compare various renewable resources the Levelised Cost of Electricity (LCOE) can be used as a reasonable metric. The technical and economic factors affecting microgrids across the globe are reviewed and interpreted with respect to South Africa in this paper. It is expected that that South Africa can implement microgrids successfully by taking note of these economic factors as well as factors specific to itself, and use them to their advantage so as to solve its rural electrification problem.
电气化在全世界都是一个长期存在的问题。受影响最严重的是生活在发展中国家农村地区的人们。南非也不例外,因为他们仍然需要实现100%的电气化。由于其小规模性质,离网微电网非常适合农村电气化目的。独立的太阳能、风能、生物质能和微水电微电网构成了本文的主要研究范围。为了比较各种可再生资源,平准化电力成本(LCOE)可以作为一个合理的度量。本文对影响全球微电网的技术和经济因素进行了回顾,并就南非进行了解释。希望南非能够注意到这些经济因素以及自身特有的因素,成功实施微电网,并发挥其优势,从而解决农村电气化问题。
{"title":"Review of technical and economic challenges for implementing rural microgrids in south africa","authors":"H. Patel, S. Chowdhury","doi":"10.1109/PTC.2015.7232341","DOIUrl":"https://doi.org/10.1109/PTC.2015.7232341","url":null,"abstract":"Electrification is a persisting problem all over the world. The worst affected are people who live in rural areas of developing countries. South Africa is no different as they have still to attain 100% electrification. Due to their small-scale nature, off-grid microgrids are well suited to rural electrification purposes. Independent solar, wind, biomass and microhydro microgrids form the main scope of this paper. In order to compare various renewable resources the Levelised Cost of Electricity (LCOE) can be used as a reasonable metric. The technical and economic factors affecting microgrids across the globe are reviewed and interpreted with respect to South Africa in this paper. It is expected that that South Africa can implement microgrids successfully by taking note of these economic factors as well as factors specific to itself, and use them to their advantage so as to solve its rural electrification problem.","PeriodicalId":193448,"journal":{"name":"2015 IEEE Eindhoven PowerTech","volume":"205 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-09-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123261277","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: 16
Observability reliability evaluation in power systems considering data uncertainty 考虑数据不确定性的电力系统可观测可靠性评估
Pub Date : 2015-09-03 DOI: 10.1109/PTC.2015.7232266
Zahra Khalafi, M. Dehghani, L. Goel, Wenyuan Li
In this paper, observability reliability (OR) and loss of data expectation indices (LODE) are calculated considering data uncertainty. Single contingency of Phasor Measurement Unit (PMU) and branch outages are considered in the calculations and to achieve more realistic results, it is assumed that failure data (repair time and failure rate) of all branches and PMU components have uncertainty. Fuzzy set theory is used to deal with data uncertainty. A fuzzy Monte Carlo Simulation approach is proposed to calculate OR and LODE indices in the presence of uncertainty. The proposed method can be used to determine the most reliable PMU placement among the multiple optimal solutions. The IEEE 14-bus system is used to evaluate the effectiveness of the proposed method.
本文考虑了数据的不确定性,计算了可观测可靠度(OR)和数据期望指数损失(LODE)。计算中考虑相量测量单元(PMU)和支路故障的单一偶然性,为了获得更真实的结果,假设各支路和PMU部件的故障数据(修理时间和故障率)具有不确定性。采用模糊集理论处理数据的不确定性。提出了一种模糊蒙特卡罗模拟方法来计算存在不确定性的OR和LODE指标。该方法可用于在多个最优解中确定最可靠的PMU位置。采用IEEE 14总线系统对所提方法的有效性进行了评价。
{"title":"Observability reliability evaluation in power systems considering data uncertainty","authors":"Zahra Khalafi, M. Dehghani, L. Goel, Wenyuan Li","doi":"10.1109/PTC.2015.7232266","DOIUrl":"https://doi.org/10.1109/PTC.2015.7232266","url":null,"abstract":"In this paper, observability reliability (OR) and loss of data expectation indices (LODE) are calculated considering data uncertainty. Single contingency of Phasor Measurement Unit (PMU) and branch outages are considered in the calculations and to achieve more realistic results, it is assumed that failure data (repair time and failure rate) of all branches and PMU components have uncertainty. Fuzzy set theory is used to deal with data uncertainty. A fuzzy Monte Carlo Simulation approach is proposed to calculate OR and LODE indices in the presence of uncertainty. The proposed method can be used to determine the most reliable PMU placement among the multiple optimal solutions. The IEEE 14-bus system is used to evaluate the effectiveness of the proposed method.","PeriodicalId":193448,"journal":{"name":"2015 IEEE Eindhoven PowerTech","volume":"54 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-09-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125526951","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
Reliability and stability analysis of corrective topology control actions 纠偏拓扑控制动作的可靠性和稳定性分析
Pub Date : 2015-09-03 DOI: 10.1109/PTC.2015.7232519
Akshay S. Korad, K. Hedman
In recent years, the penetration of renewable resources in electrical power systems has increased. These renewable resources add more complexities to power system operations, due to their intermittent nature. As a result, operators must acquire additional reserves in order to maintain reliability. However, one persistent challenge is to determine the optimal location and quantity of reserves; this challenge is exacerbated by the inability to predict key transmission bottlenecks due to this added uncertainty. This paper presents robust corrective topology control, as a congestion management tool, to reduce violations caused by contingencies and renewable uncertainties. The day-ahead topology control formulation is based on the direct current optimal power flow; therefore, switching solutions obtained from these algorithms are tested for AC feasibility and system stability. All numerical results are based on the IEEE-118 bus test case.
近年来,可再生能源在电力系统中的渗透率有所提高。这些可再生能源由于其间歇性的特性,增加了电力系统运行的复杂性。因此,为了保持可靠性,作业者必须获得额外的储量。然而,一个长期存在的挑战是确定最佳储量的位置和数量;由于这种增加的不确定性,无法预测关键的传播瓶颈,这一挑战更加严峻。本文提出鲁棒纠错拓扑控制作为拥塞管理工具,以减少偶然性和可再生不确定性引起的违例。日前拓扑控制公式基于直流最优潮流;因此,对这些算法得到的交换解进行了交流可行性和系统稳定性的测试。所有数值结果均基于IEEE-118总线测试用例。
{"title":"Reliability and stability analysis of corrective topology control actions","authors":"Akshay S. Korad, K. Hedman","doi":"10.1109/PTC.2015.7232519","DOIUrl":"https://doi.org/10.1109/PTC.2015.7232519","url":null,"abstract":"In recent years, the penetration of renewable resources in electrical power systems has increased. These renewable resources add more complexities to power system operations, due to their intermittent nature. As a result, operators must acquire additional reserves in order to maintain reliability. However, one persistent challenge is to determine the optimal location and quantity of reserves; this challenge is exacerbated by the inability to predict key transmission bottlenecks due to this added uncertainty. This paper presents robust corrective topology control, as a congestion management tool, to reduce violations caused by contingencies and renewable uncertainties. The day-ahead topology control formulation is based on the direct current optimal power flow; therefore, switching solutions obtained from these algorithms are tested for AC feasibility and system stability. All numerical results are based on the IEEE-118 bus test case.","PeriodicalId":193448,"journal":{"name":"2015 IEEE Eindhoven PowerTech","volume":"23 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2015-09-03","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115460249","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
期刊
2015 IEEE Eindhoven PowerTech
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