Zulfia Optimality Conditions for Mathematical Programming Problems: Sufficiency Beyond KKT: Applicable Where KKT Fails,

Classical optimality theory for Mathematical Programming Problems (MPPs) rests onKarush-Kuhn-Tucker (KKT) conditions, derived as equations under constraint qualifications,convexity, and differentiability. In this paper, we establish the Zulfia Optimality Conditions(ZOC) as a theory derived from a single identity, the Zulfia IdentityM (C) = ∆,where M is the primitive mapping, C is the configuration of the problem, and ∆ is the bladeoperator measuring deviation from the Blade-Point.Unlike KKT, which verify a static point x∗, ZOC operate on ∆. The ZOC areZOC: M (C∗) = ∆(C∗) = 0.We prove sufficiency:∆(C∗) = 0 =⇒ C∗ is optimal,without LICQ/MFCQ, without convexity, and without differentiability. Moreover, ZOCremain applicable where KKT fail, are degenerate, or cannot be defined, including non-convex, non-differentiable, and degenerate cases. We show KKT emerge as a special example,∇L(x∗, λ∗) = 0, of the general Zulfia Identity theory. Consequently, ZOC extend optimalitybeyond KKT.

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Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2026-11-07
DOI
https://doi.org/10.5281/zenodo.24027592
Primary Topic
Optimization and Variational Analysis
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article
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article

Zulfia Optimality Conditions for Mathematical Programming Problems: Sufficiency Beyond KKT: Applicable Where KKT Fails,

DR. ZULFIQAR ALI KHAN
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Zenodo (CERN European Organization for Nuclear Research)
Optimization and Variational Analysis
article

Zulfia Optimality Conditions for Mathematical Programming Problems: Sufficiency Beyond KKT: Applicable Where KKT Fails,

DR. ZULFIQAR ALI KHAN
article en

Abstract

Classical optimality theory for Mathematical Programming Problems (MPPs) rests onKarush-Kuhn-Tucker (KKT) conditions, derived as equations under constraint qualifications,convexity, and differentiability. In this paper, we establish the Zulfia Optimality Conditions(ZOC) as a theory derived from a single identity, the Zulfia IdentityM (C) = ∆,where M is the primitive mapping, C is the configuration of the problem, and ∆ is the bladeoperator measuring deviation from the Blade-Point.Unlike KKT, which verify a static point x∗, ZOC operate on ∆. The ZOC areZOC: M (C∗) = ∆(C∗) = 0.We prove sufficiency:∆(C∗) = 0 =⇒ C∗ is optimal,without LICQ/MFCQ, without convexity, and without differentiability. Moreover, ZOCremain applicable where KKT fail, are degenerate, or cannot be defined, including non-convex, non-differentiable, and degenerate cases. We show KKT emerge as a special example,∇L(x∗, λ∗) = 0, of the general Zulfia Identity theory. Consequently, ZOC extend optimalitybeyond KKT.

Zenodo (CERN European Organization for Nuclear Research)
Openalex Percentile: Top 20%
Optimization and Variational Analysis
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Zulfia Optimality Conditions for Mathematical Programming Problems: Sufficiency Beyond KKT: Applicable Where KKT Fails, — DR. ZULFIQAR ALI KHAN · Zenodo (CERN European Organization for Nuclear Research) (2026) | TGRS Research Map | TGRS