The subgradient-simplex based cutting plane method for convex hull pricing

Congcong Wang, P. Luh, P. Gribik, Li Zhang, Tengshun Peng
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引用次数: 17

Abstract

In current deregulated power markets, prices are determined in the economic dispatch problem with fixed unit commitment decisions. Start-up and no-load costs are not included in the prices and significant uplift payments have to be paid to generators. The convex hull pricing model was developed to include the fixed costs in setting prices by solving the dual of the unit commitment and economic dispatch problem. The optimal multipliers are the convex hull prices, and the prices minimize the uplift payments. The optimal multipliers can be obtained by using cutting plane methods that iteratively shrink the feasible polyhedron in the dual space to the optimal point. The calculation of query points is a key step for cutting plane methods and centers such as center of gravity and analytic center are reported as the query point. To calculate the convex hull prices in a more efficient way, this paper develops a subgradient-simplex based cutting plane method to find a query point along the subgradient. When the query point is not deep inside, a sphere inscribed in a corner or the Chebyshev center is calculated by the use of simplex tableaus to ensure the query point is always deep inside. Redundant constraints are also pruned based on the tableaus.
基于次梯度单纯形的凸壳定价切面法
在当前解除管制的电力市场中,电价是在具有固定机组承诺决策的经济调度问题中确定的。启动和空载成本不包括在价格中,必须向发电机支付大量的提升费用。通过解决机组承诺和经济调度的双重问题,建立了包含固定成本的凸包定价模型。最优乘数是凸壳价格,价格使提升支付最小化。采用切面法,将对偶空间中的可行多面体迭代缩小到最优点,从而得到最优乘子。查询点的计算是切割平面方法的关键步骤,并将重心和解析中心等中心作为查询点。为了更有效地计算凸壳价格,本文提出了一种基于次梯度单纯形的切面方法,沿次梯度寻找查询点。当查询点不深入内部时,使用单纯形表计算圆弧或切比雪夫中心,以确保查询点始终深入内部。冗余约束也会根据场景进行修剪。
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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