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A two-stage robust transmission expansion planning approach with multi-band uncertainty set

机译:具有多频带不确定性的两阶段鲁棒传输扩展规划方法

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This paper proposes a robust optimization method for the transmission expansion planning (TEP) while considering uncertainties of renewable energy and load via a multi-band uncertainty set formulation. In order to handle future uncertainty from renewable energy integration and demand fluctuation, robust optimization has been studied extensively to immune the transmission expansion plan against the worst uncertainty realization. However, the traditional single-band robust model yields overly conservative and economic inefficient solution. The proposed multi-band model, with higher resolution among multiple narrower bands, can model the uncertainty set more accurately with historical information and mitigate solution conservativeness. Considering the two-stage structure, a solution procedure by combining Benders decomposition (BD) and Karush-Kuhn-Tucker (KKT) condition is proposed for solving the robust optimization based TEP problem. Numerical studies verify the effectiveness of the proposed robust TEP approach for enhancing uncertainty modeling capabilities and mitigating the conservativeness of robust TEP solution.
机译:本文针对传输扩展计划(TEP)提出了一种鲁棒的优化方法,同时通过多频带不确定性集公式考虑了可再生能源和负荷的不确定性。为了应对来自可再生能源整合和需求波动的未来不确定性,已对鲁棒性优化进行了广泛研究,以使传输扩展计划不受最糟糕的不确定性影响。但是,传统的单频带鲁棒模型会产生过于保守和经济低效的解决方案。所提出的多频带模型在多个较窄的频带中具有较高的分辨率,可以使用历史信息更准确地对不确定性设置进行建模,并减轻了解决方案的保守性。考虑到两阶段结构,提出了结合Benders分解(BD)和Karush-Kuhn-Tucker(KKT)条件的求解程序,以解决基于鲁棒优化的TEP问题。数值研究验证了所提出的鲁棒TEP方法在增强不确定性建模能力和减轻鲁棒TEP解决方案的保守性方面的有效性。

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