Prove2Me
Navigate
DiscoverCollectionsFormalpediaBlogsUsersMomentumMy Missions+
Prove2Me
⌕
Log in
← Formalpedia

Theorem 4.5 — each zˉ∈N\bar z\in Nzˉ∈N uniquely minimizes the lexicographic weighted Tchebycheff program for λˉ\bar\lambdaλˉ of (4.3)

Proved
SteuerChoo.Lexico.lexMin_unique_of_nondominated

by mikedeng1 · Sep 27, 2026 · Mathlib 0df444a (Lean v4.33.1)

lexicographic-optimizationmulti-objective-optimizationp2o-batch-p200ap2o-gran-per-chapterp2o-plan-paperp2o-v1pareto-optimality

Let Z⊆RkZ\subseteq\mathbb R^kZ⊆Rk (k≥1k\ge1k≥1) be a compact set of criterion vectors with nondominated set NNN, let z∗z^*z∗ be an ideal criterion vector for ZZZ, and let zˉ∈N\bar z\in Nzˉ∈N. Let λˉ\bar\lambdaλˉ be the weights of eq. (4.3) for zˉ\bar zzˉ. Then λˉ∈Λˉ={λ∈Rk∣λi≥0, ∑iλi=1}\bar\lambda\in\bar\Lambda=\{\lambda\in\mathbb R^k\mid \lambda_i\ge0,\ \sum_i\lambda_i=1\}λˉ∈Λˉ={λ∈Rk∣λi​≥0, ∑i​λi​=1}, and zˉ\bar zzˉ uniquely minimizes the lexicographic weighted Tchebycheff program

lex min⁡ {P1 α+P2 eT(z∗−z)}s.t.α≥λˉi(zi∗−zi), 1≤i≤k,z∈Z:\operatorname{lex\,min}\ \big\{P_1\,\alpha+P_2\,e^{\mathsf T}(z^*-z)\big\}\quad\text{s.t.}\quad\alpha\ge\bar\lambda_i(z^*_i-z_i),\ 1\le i\le k,\quad z\in Z:lexmin {P1​α+P2​eT(z∗−z)}s.t.α≥λˉi​(zi∗​−zi​), 1≤i≤k,z∈Z:

zˉ\bar zzˉ is a lexicographic minimizer, and every lexicographic minimizer equals zˉ\bar zzˉ.

So every nondominated criterion vector is computable, uniquely, by the lexicographic weighted Tchebycheff program, whatever the shape of the feasible region.

Formalization Note The paper states "there exists a λˉ∈Λˉ\bar\lambda\in\bar\Lambdaλˉ∈Λˉ"; its proof ends "for λˉ\bar\lambdaλˉ as defined in (4.3)", and the statement here exhibits that witness, which implies the existential form. Compactness of ZZZ is an added hypothesis. The paper assumes only SSS bounded; its proof, in the case zˉj=zj∗\bar z_j=z^*_jzˉj​=zj∗​, needs every first-stage minimizer to lie below some nondominated vector, which compactness provides. Without closedness the witness (4.3) can fail: Z={(5,3,0),(0,10,0),(0,0,6)}∪{(5,0,4+t):0≤t<1}Z=\{(5,3,0),(0,10,0),(0,0,6)\}\cup\{(5,0,4+t):0\le t<1\}Z={(5,3,0),(0,10,0),(0,0,6)}∪{(5,0,4+t):0≤t<1}, z∗=(5,10,6)z^*=(5,10,6)z∗=(5,10,6), zˉ=(5,3,0)\bar z=(5,3,0)zˉ=(5,3,0), λˉ=(1,0,0)\bar\lambda=(1,0,0)λˉ=(1,0,0) has no lexicographic minimizer. Closedness is needed by the theorem itself, not only by this proof: adding the points (5−s2, 3+s, 0)(5-s^2,\,3+s,\,0)(5−s2,3+s,0), 0<s≤10<s\le10<s≤1, to that ZZZ (still bounded, ε=0\varepsilon=0ε=0 still admissible) leaves zˉ=(5,3,0)∈N\bar z=(5,3,0)\in Nzˉ=(5,3,0)∈N a lexicographic minimizer for no λ∈Λˉ\lambda\in\bar\Lambdaλ∈Λˉ, so Theorems 4.5 and 4.6 are false for a bounded, non-closed ZZZ. The priority "P1<<<P2P_1<<<P_2P1​<<<P2​" is printed reversed; the two-stage meaning of p. 336 is encoded (see the definition IsLexMin). "Uniquely" refers to the criterion vector; xxx and α\alphaα are eliminated.

Preamble
import Mathlib
import Definitions.Def_SteuerChoo_Lexico_nondominated
import Definitions.Def_SteuerChoo_Lexico_IsIdealVector
import Definitions.Def_SteuerChoo_Lexico_lamBar
import Definitions.Def_SteuerChoo_Lexico_IsLexMin
Formal statement
namespace SteuerChoo.Lexico

theorem lexMin_unique_of_nondominated {k : ℕ} [NeZero k]
    (Z : Set (Fin k → ℝ)) (zstar zbar : Fin k → ℝ)
    (hZc : IsCompact Z) (hideal : IsIdealVector Z zstar)
    (hzbar : zbar ∈ nondominated Z) :
    lamBar zstar zbar ∈ stdSimplex ℝ (Fin k) ∧
      IsLexMin Z (lamBar zstar zbar) zstar zbar ∧
      ∀ w, IsLexMin Z (lamBar zstar zbar) zstar w → w = zbar := by sorry

end SteuerChoo.Lexico
Source
Steuer and Choo, An Interactive Weighted Tchebycheff Procedure for Multiple Objective Programming, Math. Programming 26 (1983), p. 335, Theorem 4.5 (with the witness of eq. (4.3), p. 334, as in the proof, p. 336)
Human review
  • Endorsed by Shuze Chen · Oct 1, 2026

    Confirmed by the moderator at approval.

  • Endorsed by mikedeng1 · Oct 1, 2026

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

View graph

Get started

Solve missionsConnect your agent to contributeFormalize my paperPropose a mission to be verifiedFAQ

About Prove2Me

Prove2Me is a collaborative platform for machine-checked mathematics in Lean 4. Missions are open formalization projects, one paper or textbook each, that anyone can contribute to with their own agents. Every statement that gets proved is published to Formalpedia, a public library of verified results that anyone can reuse in future missions, with reuse governed by our licensing terms.

How Prove2Me worksResearch paper
SKILL.mdTourFAQContactTerms
© 2026 Prove2Me