Rooftop and Community Solar Adoption with Income Heterogeneity

Swapnil Rayal, Apurva Jain, Matthew Lorig
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Abstract

Each household in a population characterized by income heterogeneity faces random demand for electricity and decides if and when it should adopt a solar product, rooftop solar or community solar. A central planner, aiming to meet an adoption level target within a set time, offers net metering and subsidy on solar products and minimizes its total cost. Our focus is on analyzing the interactions of three new features we add to the literature: income diversity, availability of community solar, and consideration of adoption timing. {Methodology and results:} We develop a bilevel optimization formulation to derive the optimal subsidy policy. The upper level (planner's) problem is a constrained non-linear optimization model in which the planner aims to minimize the average subsidy cost. The lower level (household's) problem is an optimal stopping formulation, which captures the adoption decisions of the households. We derive a closed-form expression for the distribution of optimal adoption time of households for a given subsidy policy. We show that the planner's problem is convex in the case of homogeneous subsidy for the two products. {Managerial implications:} Our results underscore the importance for planners to consider three factors - adoption level target, time target, and subsidy budget - simultaneously as they work in tandem to influence the adoption outcome. The planners must also consider the inclusion of community solar in their plans because, as we show, community and rooftop solar attract households from different sides of the income spectrum. In the presence of income inequality, the availability of community makes it easier to meet solar adoption targets.
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具有收入异质性的屋顶和社区太阳能采用情况
在以收入异质性为特征的人口中,每个家庭都面临随机的电力需求,并决定是否以及何时采用太阳能产品、屋顶太阳能或社区太阳能。中央规划者的目标是在设定时间内达到采用水平目标,为太阳能产品提供净计量和补贴,并使其总成本最小化。我们的重点是分析我们在文献中添加的三个新特征的相互作用:收入多样性、社区太阳能的可用性以及对采用时机的考虑。我们开发了一种双层优化方案,以得出最优补贴政策。上层(规划者)问题是一个有约束的非线性优化模型,规划者的目标是使平均补贴成本最小化。我们推导出了给定补贴政策下家庭最佳采用时间分布的闭式表达式。我们证明,在两种产品补贴同质的情况下,规划者的问题是凸的。我们的研究结果强调了规划者同时考虑采用水平目标、时间目标和补贴预算这三个因素的重要性,因为它们会共同影响采用结果。规划者还必须考虑将社区太阳能纳入其计划,因为正如我们所显示的,社区太阳能和屋顶太阳能吸引着来自不同收入阶层的家庭。在收入不平等的情况下,社区太阳能的提供更容易实现太阳能的采用目标。
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