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Nonparametric approaches to estimation problems for demand and supply functions in Power Exchange markets

机译:用非参数方法估算电力交易市场中供需函数的问题

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In this paper, we demonstrate two approaches to estimate supply and demand functions in the Japan Electric Power Exchange (JEPX) spot market based on the sell and buy matching rates (SMRs and BMRs) and the nonparametric simultaneous equations. In the first approach, we apply the generalized additive model (GAM) of the contract price on the SMR and the BMR to derive the volume rate functions, where the SMR and the BMR are defined using the contract volume divided by the total selling and buying volumes. We demonstrate that supply and demand functions are obtained by performing the coordinate transformations for the volume rate functions. In the nonparametric simultaneous equations approach, we use the total selling and buying volumes as exogenous variables and show that supply and demand functions may be constructed based on parametric representations using GAMs. An empirical analysis is also included to compare the two approaches.
机译:在本文中,我们展示了两种基于买卖匹配率(SMR和BMR)和非参数联立方程估算日本电力交易所(JEPX)现货市场供需函数的方法。在第一种方法中,我们在SMR和BMR上应用合同价格的广义加性模型(GAM)来得出容积率函数,其中SMR和BMR是用合同数量除以总买卖来定义卷。我们证明了通过执行体积率函数的坐标转换可以获得供求函数。在非参数联立方程方法中,我们使用总销售量和购买量作为外生变量,并表明可以使用GAM基于参数表示构造供求函数。还包括一项实证分析,以比较这两种方法。

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