能源市场的非凸均衡模型:利用价格信息来确定均衡的存在

Julia Grübel, Olivier Huber, Lukas Hümbs, Max Klimm, Martin Schmidt, Alexandra Schwartz
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引用次数: 1

摘要

受能源部门例子的启发,我们考虑市场均衡问题(MEPs),涉及具有非凸策略空间或目标函数的参与者,其中后者被假设为市场价格的线性。我们提出了一种算法来确定这样一个MEP的平衡是否存在,并在存在的情况下计算平衡。必须满足三个关键的先决条件。首先,市场价格的适当界限必须从某些参与者的必要最优性条件中推导出来。其次,对于那些不是唯一由推导出的边界决定的价格,需要一个技术假设。第三,非凸优化问题必须解决到全局最优。我们在功率和气体文献中满足这三个先决条件的知名实例上测试了该算法。在这种情况下,如果将输电系统运营商视为生产者和消费者之外的额外参与者,例如切换线路或面临非线性物理定律,则会产生非凸性。我们的数值结果表明,平衡点经常存在,特别是在天然气市场问题的连续非凸情况下。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Nonconvex equilibrium models for energy markets: exploiting price information to determine the existence of an equilibrium
Motivated by examples from the energy sector, we consider market equilibrium problems (MEPs) involving players with nonconvex strategy spaces or objective functions, where the latter are assumed to be linear in market prices. We propose an algorithm that determines if an equilibrium of such an MEP exists and that computes an equilibrium in case of existence. Three key prerequisites have to be met. First, appropriate bounds on market prices have to be derived from necessary optimality conditions of some players. Second, a technical assumption is required for those prices that are not uniquely determined by the derived bounds. Third, nonconvex optimization problems have to be solved to global optimality. We test the algorithm on well-known instances from the power and gas literature that meet these three prerequisites. There, nonconvexities arise from considering the transmission system operator as an additional player besides producers and consumers who, e.g. switches lines or faces nonlinear physical laws. Our numerical results indicate that equilibria often exist, especially for the case of continuous nonconvexities in the context of gas market problems.
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