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Extended Version: Characterizing Distributed Photovoltaic Panel Investment Equilibria

Mehdi Davoudi, Junjie Qin, Xiaojun Lin

Abstract

This study investigates long-term investment decisions in distributed photovoltaic panels by individual investors. We consider a setting where investment decisions are driven by expected revenue from participating in short-term electricity markets over the panel lifespan. These revenues depend on short-term market equilibria, i.e., prices and allocations, which are influenced by aggregate invested panel capacity participating in the markets. We model the interactions among investors by a non-atomic game and develop a framework that links short-term market equilibria to the resulting long-term investment equilibrium. Then, within this framework, we analyze three market mechanisms: (a) a single-product real-time energy market, (b) a product-differentiated real-time energy market that treats solar energy and grid energy as different products, and (c) a contract-based panel market that trades claims/rights to the production of certain panel capacity ex-ante, rather than the realized solar production ex-post. For each, we derive expressions for short-term equilibria and the associated expected revenues, and analytically characterize the corresponding long-term Nash equilibrium aggregate capacity. We compare the solutions of these characterizing equations under different conditions and theoretically establish that the product-differentiated market always supports socially optimal investment, while the single-product market consistently results in under-investment. We also establish that the contract-based market leads to over-investment when the extra valuations of users for solar energy are small. Finally, we validate our theoretical results through numerical experiments.

Extended Version: Characterizing Distributed Photovoltaic Panel Investment Equilibria

Abstract

This study investigates long-term investment decisions in distributed photovoltaic panels by individual investors. We consider a setting where investment decisions are driven by expected revenue from participating in short-term electricity markets over the panel lifespan. These revenues depend on short-term market equilibria, i.e., prices and allocations, which are influenced by aggregate invested panel capacity participating in the markets. We model the interactions among investors by a non-atomic game and develop a framework that links short-term market equilibria to the resulting long-term investment equilibrium. Then, within this framework, we analyze three market mechanisms: (a) a single-product real-time energy market, (b) a product-differentiated real-time energy market that treats solar energy and grid energy as different products, and (c) a contract-based panel market that trades claims/rights to the production of certain panel capacity ex-ante, rather than the realized solar production ex-post. For each, we derive expressions for short-term equilibria and the associated expected revenues, and analytically characterize the corresponding long-term Nash equilibrium aggregate capacity. We compare the solutions of these characterizing equations under different conditions and theoretically establish that the product-differentiated market always supports socially optimal investment, while the single-product market consistently results in under-investment. We also establish that the contract-based market leads to over-investment when the extra valuations of users for solar energy are small. Finally, we validate our theoretical results through numerical experiments.

Paper Structure

This paper contains 43 sections, 15 theorems, 123 equations, 5 figures, 3 tables.

Key Result

Lemma 1

A CE for product-differentiated real-time market (prt) and single-product real-time market (srt), are listed in Table tab:rt, where $\overline{F}_{V}(\cdot):=1-F_{V}(\cdot)$ is the complementary cumulative distribution function of $v_i$, and $\overline \pi^\mathrm{b}_i:=\pi_\mathrm{u}+v_{i}$. Furt

Figures (5)

  • Figure 1: Schematic for distributed panel investment
  • Figure 2: Illustration of the equilibrium condition for the panel investment problem. The relative position and shape of the curves depend on the problem parameters.
  • Figure 3: Probability density function for solar irradiation
  • Figure 4: Variations of equilibrium aggregate panel investment capacities in response to consumers' solar premium scaling
  • Figure 5: Equilibrium aggregate panel investment capacities variation in response to changes in installation and capital costs

Theorems & Definitions (21)

  • Remark 1: More granular operation model
  • Definition 1: NE for panel investment game
  • Definition 2: Competitive equilibrium
  • Remark 2: Price discovery process
  • Remark 3: Time-scale of contract-based market
  • Remark 4: Unified modeling framework
  • Lemma 1: CE of real-time market mechanisms
  • Lemma 2: Individual and aggregate demand functions under contract-based market
  • Lemma 3: CE of contract-based market
  • Lemma 4: NE panel capacities
  • ...and 11 more