Copula-based modeling of stochastic wind power in Europe and implications for the Swiss power grid

被引:96
作者
Hagspiel, Simeon [1 ,2 ]
Papaemannouil, Antonis [2 ]
Schmid, Matthias [2 ]
Andersson, Goeran [1 ]
机构
[1] Swiss Fed Inst Technol, Power Syst Lab, CH-8092 Zurich, Switzerland
[2] Swissgrid Ag, CH-5070 Frick, Switzerland
关键词
Stochastic wind power simulations; Monte carlo method; Copula theory; Swiss power grid; Probabilistic N-1 analysis; Probabilistic transmission lines overload; PROBABILISTIC LOAD FLOW; GENERATION; SYSTEMS;
D O I
10.1016/j.apenergy.2011.10.039
中图分类号
TE [石油、天然气工业]; TK [能源与动力工程];
学科分类号
0807 ; 0820 ;
摘要
Large scale integration of wind energy poses new challenges to the European power system due to its stochastic nature and often remote location. In this paper a multivariate uncertainty analysis problem is formulated for the integration of stochastic wind energy in the European grid. By applying Copula theory a synthetic set of data is generated from scarce wind speed reanalysis data in order to achieve the increased sample size for the subsequent Monte Carlo simulation. In the presented case study, European wind power samples are generated from the modeled stochastic process. Under the precondition of a modeled perfect market environment, wind power impacts dispatch decisions and therefore leads to alterations in power balances. Stochastic power balances are implemented in a detailed model of the European electricity network, based on the generated samples. Finally, a Monte Carlo method is used to determine power flows and contingencies in the system. An indicator is elaborated in order to analyze risk of overloading and to prioritize necessary grid reinforcements. Implications for the Swiss power grid are investigated in detail, revealing that the current system is significantly put at risk in certain areas by the further integration of wind power in Europe. It is the first time that the results of a probabilistic model for wind energy are further deployed within a power system analysis of the interconnected European grid. The method presented in this paper allows to account for stochastic wind energy in a load flow analysis and to evaluate deterministic indicators, such as the N - 1 criterion, on a probabilistic basis. Thus, it constitutes an important extension of deterministic models. (C) 2011 Elsevier Ltd. All rights reserved.
引用
收藏
页码:33 / 44
页数:12
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