Energy Exchange Framework (EEF): A Structural Interpretation of Ψ-Based Energy Flow Across Scales

## Authorship & AI Transparency This project originated from a conceptual distinction between **non-responsive (ρ(x))** and **responsive (η(x))** energy, introduced by Ha Heon Seok (H.s), an independent non-expert researcher aiming to inspire expert interpretation. **GPT-4 (ChatGPT)** was used extensively to: - Formalize the scalar field Ψ(x) = ρ(x) · η(x) · κ(x) - Derive and verify simulation logic - Structure the manuscript in LaTeX and Markdown - Polish all text and documentation The author contributed by: - Proposing the foundational hypothesis - Mapping intuitive concepts to physical parameters - Identifying inconsistencies and guiding revision through multiple simulation cycles This work is not copyrighted and is offered openly to encourage expert-led refinement.

Publication Details

Journal
OSF Preprints (OSF Preprints)
Published
2025-01-01
DOI
https://doi.org/10.17605/osf.io/j6fhz
Primary Topic
Scientific Computing and Data Management
Type
article
Field-Weighted Citation Impact
0.00
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article

Energy Exchange Framework (EEF): A Structural Interpretation of Ψ-Based Energy Flow Across Scales

OSF Preprints (OSF Preprints)
Scientific Computing and Data Management
article

Energy Exchange Framework (EEF): A Structural Interpretation of Ψ-Based Energy Flow Across Scales

article en

Abstract

## Authorship & AI Transparency This project originated from a conceptual distinction between **non-responsive (ρ(x))** and **responsive (η(x))** energy, introduced by Ha Heon Seok (H.s), an independent non-expert researcher aiming to inspire expert interpretation. **GPT-4 (ChatGPT)** was used extensively to: - Formalize the scalar field Ψ(x) = ρ(x) · η(x) · κ(x) - Derive and verify simulation logic - Structure the manuscript in LaTeX and Markdown - Polish all text and documentation The author contributed by: - Proposing the foundational hypothesis - Mapping intuitive concepts to physical parameters - Identifying inconsistencies and guiding revision through multiple simulation cycles This work is not copyrighted and is offered openly to encourage expert-led refinement.

OSF Preprints (OSF Preprints)
Affordable and clean energy
Openalex Percentile: Top 37%
Scientific Computing and Data Management
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