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Structural Complexity as a Directional Signature of System Evolution: Beyond Entropy.
1Materials Science and Engineering, College of Engineering and Applied Science, University of Cincinnati, Cincinnati, OH 45221, USA.
Entropy (Basel, Switzerland)
|September 27, 2025
Summary
We introduce a universal framework using Kolmogorov Complexity (KC) and Fractal Dimension (FD) to measure system evolution. This approach quantifies increasing structural order in open systems, unlike entropy in closed systems.
Area of Science:
- Complexity Science
- Thermodynamics
- Information Theory
Background:
- Traditional entropy measures are limited to closed, equilibrium systems.
- Understanding system evolution in open, non-equilibrium systems requires new metrics.
- Schrödinger's concept of biological growth locally reducing entropy while increasing order provides a basis.
Purpose of the Study:
- To propose a universal framework for system evolution based on structural complexity.
- To introduce quantifiable metrics for organized complexity in open systems.
- To formalize a new Universal Law for system evolution.
Main Methods:
- Utilizing Kolmogorov Complexity (KC) to measure algorithmic complexity.
- Employing Fractal Dimension (FD) to quantify geometric complexity.
- Developing a non-decreasing function Ω(t) = α·KC(t) + β·FD(t) to model system evolution.
Main Results:
- KC and FD provide scalable metrics for organized complexity in open, non-equilibrium systems.
- The proposed Universal Law, Ω(t), parallels the Second Law of Thermodynamics but tracks algorithmic and geometric complexity.
- The framework applies across physical, chemical, and biological domains.
Conclusions:
- The proposed framework offers a directional signature for system evolution applicable across diverse scientific domains.
- This approach integrates complexity science principles for a mathematically grounded understanding of system development.
- The framework provides a novel lens for describing directional evolution from simple structures to complex cognition.
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