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Feasibility robustness evaluation of unit commitment in systems with wind power integration

机译:风电集成系统中机组承诺的可行性鲁棒性评估

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Due to the inherent intermittency and uncertain variability, increasing integration of wind power brings challenges to unit commitment (UC) under uncertainty. Robust optimization (RO) approach is regarded as one of the most effective uncertain UC methods. But the major limit is its conservativeness in the objective function. Moreover, the coupling characteristic of so-called feasibility robustness and objective robustness of RO makes a dilemma to obtain robust but economically efficient UC solutions. In this paper, we dig out the core superiority of RO compared with deterministic UC in feasibility robustness and present the availability of spinning reserve issue. Then we establish feasibility robustness evaluation model, evaluating whether a UC state is robust in feasibility under uncertain wind power. The formulation decouples the feasibility robustness of RO method from objective robustness. Compared with the robust model, it is simplified and thus reduces the solving difficulty. Numerical tests show the method is effective in reliability and computational efficiency.
机译:由于固有的间歇性和不确定性,不断增加的风电集成给不确定性下的机组承诺(UC)带来了挑战。稳健优化(RO)方法被认为是最有效的不确定UC方法之一。但是主要的限制是它在目标函数中的保守性。而且,RO的所谓的可行性鲁棒性和客观鲁棒性的耦合特性使得难以获得鲁棒但经济有效的UC解决方案。在本文中,我们挖掘了RO与确定性UC相比在可行性鲁棒性方面的核心优势,并提出了旋转备用问题的可用性。然后我们建立了可行性鲁棒性评估模型,评估了在不确定风能下UC状态是否具有鲁棒性。该公式将RO方法的可行性稳健性与客观稳健性脱钩。与鲁棒模型相比,它得到简化,从而降低了求解难度。数值试验表明,该方法在可靠性和计算效率上是有效的。

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