An efficient primal-dual approach to chance-constrained economic dispatch

G. Martinez, Yu Zhang, G. Giannakis
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引用次数: 8

Abstract

To effectively enhance the integration of distributed and renewable energy sources in future smart microgrids, economical energy management accounting for the principal challenge of the variable and non-dispatchable renewables is indispensable and of significant importance. Day-ahead economic generation dispatch with demand-side management for a micro-grid in islanded mode is considered in this paper. With the goal of limiting the risk of the loss-of-load probability, a joint chance constrained optimization problem is formulated for the optimal multi-period energy scheduling with multiple wind farms. Bypassing the intractable spatio-temporal joint distribution of the wind power generation, a primal-dual approach is used to obtain a suboptimal solution efficiently. The method is based on first-order optimality conditions and successive approximation of the probabilistic constraint by generation of p-efficient points. Numerical results are reported to corroborate the merits of this approach.
机会约束经济调度的一种有效的原对偶方法
为了在未来的智能微电网中有效地加强分布式能源和可再生能源的融合,经济的能源管理对可变和不可调度的可再生能源来说是必不可少的,也是非常重要的。研究孤岛模式下微电网需求侧管理下的日前经济发电调度问题。以限制失荷概率风险为目标,建立了多风电场多时段最优能源调度的联合机会约束优化问题。采用原始对偶方法,绕过风力发电的时空联合分布问题,有效地获得了次优解。该方法基于一阶最优性条件,并通过生成p有效点对概率约束进行逐次逼近。数值结果证实了该方法的优点。
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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