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Optimal scheduling of hydro-thermal power systems considering the flood risk of cascade reservoirs

机译:考虑级联水库洪水风险的水热电力系统的最佳调度

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摘要

The increased flood risk linked to global warming affects the safety of cascade reservoirs, with direct effects on the stable operation of power systems. In this article, an optimal scheduling framework for hydro-thermal power systems considering the flood risk of cascade reservoirs is presented. First, the extreme value theory-based peak over threshold model is adopted to build a generalized Pareto distribution of extreme flood inflow for a single reservoir. Then, the Copula function is used to build a joint probability distribution function of extreme inflow for cascade reservoirs during a flood period. Based on the superior performance of the conditional value at risk (CVaR) in characterizing the tail risk of the cascade reservoir spillway safety margin, a CVaR constraint for cascade reservoir flood prevention is proposed, and a scheduling model for hydro-thermal power systems considering the flood prevention risk of head-dependent cascade reservoirs is presented. Secondly, Rockafeller and Uryasey reformulation and sample average approximation are employed to transform the proposed model with a CVaR constraint into a convex solvable optimization model. Finally, a modified IEEE 14-node system is used to verify the better performance of the proposed model than that of the models with the chance constraint and with the independent normal distribution of extreme flood inflow. The impacts of flood prevention confidence level and Monte Carlo sample size on the optimal scheduling results are analysed quantitatively.
机译:与全球变暖相关的洪水风险增加影响了级联水库的安全性,直接影响了电力系统的稳定运行。在本文中,提出了考虑级联储层的洪水风险的水热电力系统的最佳调度框架。首先,采用了基于极值理论的峰值阈值模型来构建一个单个水库的极端洪水流入的广义普通普通分布。然后,Copula功能用于建立洪水期间级联储层极端流入的联合概率分布函数。基于风险(CVAR)条件价值的卓越性能,表征级联储层溢洪道安全裕幅的尾部风险,提出了一种CASCADE储层防洪的CVAR约束,以及考虑到的水热动力系统的调度模型提出了洪水依赖级联水库的防洪风险。其次,采用Rockafeller和uryasey重构和样本平均逼近来将所提出的模型与CVAR约束转换为凸起可溶性优化模型。最后,修改的IEEE 14节点系统用于验证所提出的模型的性能比具有机会约束的模型的性能,以及极端洪水流入的独立正常分布。洪水预防置信水平和蒙特卡罗样本大小的影响定量分析了最佳调度结果。

著录项

  • 来源
    《Engineering Optimization》 |2017年第9期|共18页
  • 作者单位

    Changsha Univ Sci &

    Technol Sch Elect &

    Informat Engn Hunan Prov Engn Res Ctr Elect Transportat &

    Smart Hunan Prov Key Lab Smart Grids Operat &

    Control Changsha Hunan Peoples R China;

    Changsha Univ Sci &

    Technol Sch Elect &

    Informat Engn Hunan Prov Engn Res Ctr Elect Transportat &

    Smart Hunan Prov Key Lab Smart Grids Operat &

    Control Changsha Hunan Peoples R China;

    Changsha Univ Sci &

    Technol Sch Elect &

    Informat Engn Hunan Prov Engn Res Ctr Elect Transportat &

    Smart Hunan Prov Key Lab Smart Grids Operat &

    Control Changsha Hunan Peoples R China;

    Changsha Univ Sci &

    Technol Sch Elect &

    Informat Engn Hunan Prov Engn Res Ctr Elect Transportat &

    Smart Hunan Prov Key Lab Smart Grids Operat &

    Control Changsha Hunan Peoples R China;

    Changsha Univ Sci &

    Technol Sch Elect &

    Informat Engn Hunan Prov Engn Res Ctr Elect Transportat &

    Smart Hunan Prov Key Lab Smart Grids Operat &

    Control Changsha Hunan Peoples R China;

    Changsha Univ Sci &

    Technol Sch Elect &

    Informat Engn Hunan Prov Engn Res Ctr Elect Transportat &

    Smart Hunan Prov Key Lab Smart Grids Operat &

    Control Changsha Hunan Peoples R China;

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

    Cascade reservoirs; conditional value at risk; flood prevention; hydrothermal power system; optimal scheduling;

    机译:级联水库;风险的条件价值;防洪;水热源系统;最优调度;

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