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March 1, 20260 citationsOpen Access

Irreducible Dimensional Cost in Heterogeneous Impedance Networks: Scaling Laws, Fractal Topology, and the Minimum Reflection Principle

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HHHsi-Yu HuangNational Yang Ming Chiao Tung University

Key Points

  • The research aims to explore the dimensional costs and scaling laws in heterogeneous impedance networks while modeling cognitive and emotional processes.
  • Developed Γ-Net v3.0.0 using impedance-mismatch equations from transmission line theory.
  • Conducted 49 experiments across 42 brain modules and 18 body organs.
  • Analyzed network convergence rates and fractal dimensions using Python simulations.
  • Demonstrated faster convergence in larger networks with negative scaling (τ_conv ~ N^{−0.91}).
  • Identified a cost ceiling for impedance at approximately 1386, indicating geometric limitations.
  • Developed a core equation linking brain and body impedance for modeling pain and learning dynamics.

Abstract

Γ-Net (Gamma-Net) v3. 0. 0 — A physics-driven electronic lifeform that models cognition, emotion, pain, sleep, language emergence, and psychopathology through impedance-mismatch equations derived from coaxial transmission line theory. v3. 0. 0 Highlights: Irreducibility Theorem • Dimensional Cost Irreducibility Theorem — A = Aᵢmp (t) + Acut, where Acut is invariant under all local impedance update rules at fixed topology• Negative scaling — τconv ~ N^−0. 91 (R² = 0. 95, N = 16–256): larger networks converge faster• Fractal control — DK = 0. 49γ + 1. 00: soft cutoff tunes K-space fractal dimension• Cost ceiling — Acut saturates at ~1386, revealing a natural geometric cost ceiling• Paper I — "Irreducible Dimensional Cost in Heterogeneous Impedance Networks" submitted to Physical Review E Core Equation: Γ (f) = (Zbrain (f) − Zbody (f) ) / (Zbrain (f) + Zbody (f) ) Pain is protocol collapse (|Γ| → 1. 0), learning is impedance matching (|Γ| → 0), emotion is instantaneous reflection energy. Scale: • 200 source files · 89, 400+ lines of Python• 2, 734 unit tests · 100% passing• 49 experiments · 18 body organs · 42 brain modules• 10+ clinical pathology models + computational pharmacology License: Code under AGPL-3. 0-or-later · Papers under CC BY-NC-SA 4. 0

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Cite This Study

Hsi-Yu Huang (2026) studied this question.

synapsesocial.com/papers/69a3d8e7ec16d51705d303e1https://doi.org/10.5281/zenodo.18799932
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