Degeneracy and duality gap on optimization-based electricity auctions

M. Madrigal, V. Quintana
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引用次数: 6

Abstract

Degeneracy and duality gap can exist even in very simple optimization-based electricity auctions, and they have important effects on the meaning and usefulness of dual variables to set market price. An optimization model that describes a simple-bids auction, in which participants only submit the offered power quantity and its unitary price, is formulated in the paper. Using duality theory, the authors prove that Lagrange multipliers can be used to set the market price and that, in the absence of degeneracy, they reflect marginal pricing and are equivalent to a first-price auction. The conditions under which multiple primal solutions exist for this model are described. For a multi-part bids auction in which bidders submit both a startup and variable cost coefficient, they find that, in the absence of duality gap, Lagrange multipliers used as market prices lead to the recovery of all the costs submitted by the scheduled bidders. When a duality gap exists, the dual variables do not recover all the costs; even more, the cost not recovered is equal to the magnitude of the duality gap. The authors describe the conditions under which certain type of multiple primal solutions can be identified. Throughout the paper, several illustrative auction examples are presented.
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基于优化的电力拍卖的简并性与对偶性差距
简并性和对偶性差距即使在非常简单的基于优化的电力拍卖中也可能存在,它们对对偶变量设定市场价格的意义和有用性有重要影响。本文建立了参与者只提交出力和出力统一价格的简单竞价拍卖的优化模型。利用对偶理论,作者证明了拉格朗日乘数可以用来设定市场价格,并且在没有退化的情况下,它们反映了边际定价,相当于首价拍卖。给出了该模型存在多个原解的条件。对于投标人同时提交启动和可变成本系数的多部分竞价拍卖,他们发现,在不存在对偶缺口的情况下,拉格朗日乘数作为市场价格导致预定投标人提交的所有成本得到回收。当存在对偶缺口时,对偶变量无法收回全部成本;更重要的是,未回收的成本等于二元性差距的大小。作者描述了某类多重原解可以被识别的条件。在整个论文中,给出了几个说明性的拍卖例子。
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