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April 3, 2026Top1 citationsOpen Access

A brief tutorial on semi-infinite optimization: the model, applications and basic mathematical constructions

MLMarco A. López

Key Points

  • The article aims to review the fundamentals of semi-infinite optimization and explore its applications across various fields.
  • Review of semi-infinite optimization fundamentals
  • Analysis of optimality theory for linear and convex models
  • Establishment of alternative KKT conditions
  • Discussion on the Farkas–Minkowski property
  • Highlights various applications of semi-infinite optimization
  • Presents mathematical constructions relevant to optimality
  • Emphasizes the importance of constraint qualifications in optimization

Abstract

Abstract This article provides a brief review of the fundamentals of semi-infinite optimization and presents a selection of applications in various fields, as well as a short tutorial on the mathematical approach to optimality theory for linear/convex and general models. Alternative formulations of the KKT optimality conditions are established, emphasizing the relevance of the (local) Farkas–Minkowski property as a constraint qualification. Some personal reminiscences are included at the end of the article.

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Cite This Study

Marco A. López (2026) studied this question.

synapsesocial.com/papers/69cf5ebd5a333a821460d575https://doi.org/10.1007/s11750-026-00713-w
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