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Theorem 1, p. 14 — the unregulated aggregation model attains the benchmark welfare, dispatch and wholesale prices

Proved
DERAggregation.Unregulated.theorem_1

by mikedeng1 · Oct 16, 2026 · Mathlib 0df444a (Lean v4.33.1)

economic-dispatchelectricity-marketmarket-efficiencyp2o-batch-pfp2ap2o-gran-per-chapterp2o-plan-paperp2o-v1

Consider the networked market under Assumptions 1 and 2, and assume the benchmark dispatch (9) is feasible (Assumption 3). Let (hB∗,zB∗,yB∗)(h^*_B,z^*_B,y^*_B)(hB∗​,zB∗​,yB∗​) be the optimal solution of (9) and WB∗\mathcal W_B^*WB∗​ its welfare. Then:

  1. the aggregation dispatch (21) has an optimal solution;
  2. every optimal solution (hA,xA,dA,yA)(h_A,x_A,d_A,y_A)(hA​,xA​,dA​,yA​) of (21) has welfare
WA∗=WB∗,(22)\mathcal W_A^*=\mathcal W_B^*,\tag{22}WA∗​=WB∗​,(22)

and the same dispatch as the benchmark: xA−dA=zB∗x_A-d_A=z^*_BxA​−dA​=zB∗​, yA=yB∗y_A=y^*_ByA​=yB∗​, hA=hB∗h_A=h^*_BhA​=hB∗​; 3. the split x∗=[zB∗]+x^*=[z^*_B]^+x∗=[zB∗​]+, d∗=[−zB∗]+d^*=[-z^*_B]^+d∗=[−zB∗​]+ (with hB∗h^*_BhB∗​, yB∗y^*_ByB∗​) is an optimal solution of (21); 4. the wholesale prices coincide: a vector λ\lambdaλ is a vector of optimal Lagrange multipliers of (5a) at an optimal solution of (21) if and only if it is one at an optimal solution of (9).

Hence a monopolistic, profit-seeking aggregator using two-part pricing causes no loss of market efficiency: welfare, dispatch and locational prices are those of direct participation.

Formalization Note Theorem 1 names no assumptions; it is stated under Assumptions 1–3, which the paper's proof uses through Propositions 1 and 3 (Assumption 4 follows from Assumption 3 via the split). Problem (21) determines only the net sales x−dx-dx−d, not xxx and ddd separately; "the optimal x∗,d∗,y∗x^*,d^*,y^*x∗,d∗,y∗ … are the same as those solving (9)" is stated as items 2 and 3. Problem (21) is written in the separate variables xxx, ddd with the constraints (18) as printed.

Preamble
import Mathlib
import Definitions.Def_DERAggregation_Unregulated_Setting
Formal statement
namespace DERAggregation.Unregulated

/-- Theorem 1 (p. 14). Under Assumptions 1–3, with `(h*, z*, y*)` the optimal solution of the
benchmark dispatch (9): the aggregation dispatch (21) has an optimal solution; every optimal
solution of (21) has welfare `W*_A = W*_B` (22), `x − d = z*`, `y = y*`, `h = h*`; the split
`(h*, [z*]⁺, [−z*]⁺, y*)` is optimal for (21); and the wholesale prices (optimal Lagrange
multipliers of (5a)) of the two models coincide. -/
theorem theorem_1 {K I J L : Type} [Fintype K] [DecidableEq K] [Fintype I] [Fintype J]
    [Fintype L] (M : Market K I J L) (h1 : Assumption1 M) (h2 : Assumption2 M)
    (h3 : ∃ h z y, FeasB M h z y) :
    ∃ hB zB yB, IsOptB M hB zB yB ∧
      (∃ hA xA dA yA, IsOptA M hA xA dA yA) ∧
      (∀ hA xA dA yA, IsOptA M hA xA dA yA →
        WA M xA dA yA = WB M zB yB ∧ (∀ i, xA i - dA i = zB i) ∧ yA = yB ∧ hA = hB) ∧
      IsOptA M hB (fun i => max (zB i) 0) (fun i => max (-zB i) 0) yB ∧
      (∀ lam : K → ℝ, IsPriceA M lam ↔ IsPriceB M lam) := by sorry

end DERAggregation.Unregulated
Source
Gao, Alshehri, Birge, Aggregating Distributed Energy Resources: Efficiency and Market Power, working paper, SSRN abstract 3931052 (PDF of September 26, 2021), p. 14, Theorem 1, (22); proof pp. 43–44 (proof of Proposition 3)
Human review
  • Endorsed by Shuze Chen · Oct 16, 2026

    Confirmed by the moderator at approval.

  • Endorsed by mikedeng1 · Oct 16, 2026

    Confirmed by the mission captain (proposal self-audit).

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