Graph Neural Network-Driven Optimization of Corrugated Board Mechanical Modeling

This technical note presents an original research framework independently developed by the author in December 2024. It outlines the methodological basis and conceptual structure for applying graph neural networks to the mechanical modeling of corrugated boards. This version is intended as a formal public disclosure to establish authorship and research priority. The document is not a formal research proposal, but it may serve as the foundation for future grant applications and scientific publications. All ideas, structures, and formulations herein were conceived by the author. This document is shared under a CC BY-NC-ND 4.0 license. The author retains exclusive rights to use the concepts, structure, and methodology presented herein for future research funding proposals. Any reuse, adaptation, or derivative work requires prior written consent from the author. This publication is intended solely to establish authorship and priority of the ideas described.