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Risk averse optimal operation of a virtual power plant using two stage stochastic programming

机译:使用两阶段随机规划的虚拟电厂风险规避优化运行

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摘要

VPP (Virtual Power Plant) is defined as a cluster of energy conversion/storage units which are centrally operated in order to improve the technical and economic performance. This paper addresses the optimal operation of a VPP considering the risk factors affecting its daily operation profits. The optimal operation is modelled in both day ahead and balancing markets as a two-stage stochastic mixed integer linear programming in order to maximize a GenCo (generation companies) expected profit. Furthermore, the CVaR (Conditional Value at Risk) is used as a risk measure technique in order to control the risk of low profit scenarios. The uncertain parameters, including the PV power output, wind power output and day-ahead market prices are modelled through scenarios. The proposed model is successfully applied to a real case study to show its applicability and the results are presented and thoroughly discussed.
机译:VPP(虚拟发电厂)被定义为集中运行的能量转换/存储单元的集群,以提高技术和经济性能。考虑到影响其日常运营利润的风险因素,本文讨论了VPP的最佳运营。为了最大化GenCo(发电公司)的预期利润,在前一天和均衡市场中均将最佳操作建模为两阶段随机混合整数线性规划。此外,CVaR(风险有条件价值)用作风险衡量技术,目的是控制低利润情况的风险。通过情景模拟了不确定参数,包括光伏发电量,风力发电量和日前市场价格。所提出的模型已成功应用于实际案例研究,以显示其适用性,并对结果进行了介绍和深入讨论。

著录项

  • 来源
    《Energy》 |2014年第14期|958-967|共10页
  • 作者单位

    Smart Network Laboratory, School of Electrical and Computer Engineering, University of Tehran, Tehran, Iran,Department of Electrical and Computer Engineering,Tehran University, Amir-abad Ave., P. O. Box 11365-9363, Tehran, Iran;

    Smart Network Laboratory, School of Electrical and Computer Engineering, University of Tehran, Tehran, Iran;

    School of Electrical, Electronic, and Communication Engineering, University College Dublin, Dublin, Ireland;

  • 收录信息
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    VPP; Two-stage stochastic programming; Risk; CVaR; Scenario based modelling; Uncertainty;

    机译:VPP;两阶段随机规划;风险;CVaR;基于场景的建模;不确定;

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