SS#11 A Data-Driven Approach to Evaluate Operating Cost of SCUC Problem

Jiahua Wang, Jiang Wu, Oiaozhu Zhai
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Abstract

This paper proposes an optimal estimation approach for the security-constrained unit commitment (SCUC) problem, which has the potential to be applied to some problems in the power system. A large number of numerical tests based on different systems show that the optimal operating cost of SCUC is not sensitive to the fluctuation of the injected power. The function between operating cost and the injected power can be obtained easily through using a simple data fitting method. Further tests show that the change in the power network topology will not have an excessive impact on the fitting effect, and the penetration rate of renewable energy is the main challenge. This conclusion can be used to quickly obtain the lower bound of the SCUC solution, and other actual scenarios that only focus on operating costs.
SS#11一个数据驱动的方法来评估SCUC问题的运行成本
本文提出了一种安全约束机组承诺(SCUC)问题的最优估计方法,该方法具有应用于电力系统中某些问题的潜力。基于不同系统的大量数值试验表明,scc的最优运行成本对注入功率波动不敏感。通过简单的数据拟合方法,可以很容易地得到运行成本与注入功率之间的函数。进一步的测试表明,电网拓扑结构的变化不会对拟合效果产生过大的影响,可再生能源的渗透率是主要的挑战。该结论可用于快速获得scc解决方案的下限,以及其他仅关注运营成本的实际场景。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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