AI & Computingarticle2026-09-27

A Generalized Direction-Correction Framework for Coupled Mappings

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Abstract

We develop a generalized mathematical framework for mappings that combine directionaland correction components and allow their coupled extension. The basic structure is thedirection–correction decompositionZ(x, u) = η(x, u) + ∆(x, u),where η(x, u) represents a directional component and ∆(x, u) represents a correction com-ponent. Two such mappings are then coupled through an interaction operator, producingZC = Z1 + Z2 + C(Z1, Z2).The framework separates combined direction, combined correction, and interaction into dis-tinct mathematical components. Fundamental properties, balance relations, limiting cases,and illustrative coupling structures are developed. A scalar bilinear interaction demonstrateshow non-additive terms arise. The formulation is intended as a mathematical foundation forsubsequent developments in optimization, game theory, quantum theory, physics, statistics,and related fields.

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View paper (DOI)Open access versionOpenAlexZenodo (CERN European Organization for Nuclear Research)Published 2026-09-27

Authors: DR. ZULFIQAR ALI KHAN