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考虑多风电场出力相关性的电力系统随机优化调度 被引量:32

Stochastic optimal dispatch of power system considering multi-wind power correlation
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摘要 考虑多风电场出力之间的尾部相关性,借助Gumbel-Copula函数构建多风电场出力的联合概率分布,提出含多风电场的电力系统随机优化调度模型。通过抽样平均近似(SAA)法处理机会约束条件,将随机优化问题转换为可计算的确定性非线性规划问题,并采用粒子群优化(PSO)算法进行求解。通过算例分析联合概率分布、机会约束置信水平和抽样次数对优化调度结果的影响,结果验证了基于Gumbel-Copula联合概率分布的随机优化调度的合理性。 With the consideration of the tail-dependent correlation of multiple wind farm power outputs,their joint probability distribution is characterized by Gumbel-Copula function and a stochastic optimal dispatch model of power system with multiple wind farms is proposed.The chance constraint is managed by SAA(Sample Average Approximation) and the stochastic optimization is thus transformed to the computable and deterministic non-linear programming,which is then solved by PSO(Particle Swarm Optimization) algorithm.The influence of joint probability distribution,chance constraint credit level and sample times on the results of optimal dispatch is analyzed by cases,which verifies the rationality of stochastic optimal dispatch based on Gumbel-Copula joint probability distribution.
出处 《电力自动化设备》 EI CSCD 北大核心 2013年第1期114-120,共7页 Electric Power Automation Equipment
基金 国家自然科学基金资助项目(71071025) 湖南省杰出青年科学基金资助项目(10JJ1010) 教育部新世纪优秀人才支持计划(NCET-08-0676)~~
关键词 随机优化调度 多风电场 出力相关性 Gumbel-Copula 机会约束 抽样平均近似 风电 模型 stochastic optimal dispatch multiple wind farms power correlation Gumbel-Copula chance constraint sample average approximation wind power models
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参考文献17

  • 1刘沛津,谷立臣.含风电场的电力系统无功规划优化[J].电网技术,2010,34(7):175-180. 被引量:35
  • 2PAPAEFTHYMIOU G,SCHAVEMAKER P H,VANDER S L. Integration of stochastic generation in power systems[J].International Journal of Electrical Power & Energy Systems,2006,(09):655-667.doi:10.1016/j.ijepes.2006.03.004.
  • 3陈树勇,戴慧珠,白晓民,周孝信.风电场的发电可靠性模型及其应用[J].中国电机工程学报,2000,20(3):26-29. 被引量:233
  • 4PAPAEFTHYMIOU G,KUROWICKA D. Using Copulas for modeling stochastic dependence in power system uncertainty analysis[J].IEEE Transactions on Power Systems,2009,(01):140-149.doi:10.1109/TPWRS.2008.2004728.
  • 5YEHAND T H,WANG Li. A study on generator capacity for wind turbines under various tower heights and rated wind speeds using Weibull distribution[J].IEEE Transactions on Energy Conversion,2008,(02):592-602.doi:10.1109/TEC.2008.918626.
  • 6LU C L,CHEN C L,HWANG D S. Effects of wind energy supplied by independent power producers on the generation dispatch of electric power utilities[J].International Journal of Electrical Power & Energy Systems,2008,(09):553-561.
  • 7HETZER J,YU D C,BHATTARAI K. An economic dispatch model incorporating wind power[J].IEEE Transactions on Energy Conversion,2008,(02):603-611.doi:10.1109/TEC.2007.914171.
  • 8赵俊华,文福拴,薛禹胜,董朝阳,辛建波.计及电动汽车和风电出力不确定性的随机经济调度[J].电力系统自动化,2010,34(20):22-29. 被引量:188
  • 9UMMEIS B C,GIBESCU M,KLINGW L. Impacts of wind power on thermal generation unit commitment and dispatch[J].IEEE Transactions on Energy Conversion,2007,(01):44-51.doi:10.1109/TEC.2006.889616.
  • 10NELSEN B R. An introduction to Copulas[M].New York,USA:Springer-Verlag,2005.7-48.

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