# Exploring Numerical Correlations: Models and Thermodynamic Kappa

**Authors:** Nicholas V. Sarlis, David J. McComas, George Livadiotis

PMC · DOI: 10.3390/e27060646 · Entropy · 2025-06-17

## TL;DR

This paper explores how particle correlations in space plasmas influence thermodynamic kappa values, revealing insights into plasma behavior and equilibrium states.

## Contribution

The study introduces a model combining collision and correlation effects to explain thermodynamic kappa in space plasmas.

## Key findings

- Long-range correlations resemble interatomic potential interactions in thermodynamic kappa.
- Short-range pairwise correlations in clusters yield appropriate thermodynamic kappa values.
- Multi-particle correlations fail to produce physical stationary states.

## Abstract

McComas et al. (2025) introduced a numerical experiment, where ordinary uncorrelated collisions between collision pairs are followed by other, controlled (correlated) collisions, shedding light on the emergence of kappa distributions through particle correlations in space plasmas. We extend this experiment by introducing correlations indicating that (i) when long-range correlations are interwoven with collision pairs, the resulting thermodynamic kappa are described as that corresponding to an ‘interatomic’ potential interaction among particles; (ii) searching for a closer description of heliospheric plasmas, we found that pairwise short-range correlations are sufficient to lead to appropriate values of thermodynamic kappa, especially when forming correlated clusters; (iii) multi-particle correlations do not lead to physical stationary states; finally, (iv) an optimal model arises when combining all previous findings. In an excellent match with space plasmas observations, the thermodynamic kappa that describes the stationary state at which the system is stabilized behaves as follows: (a) When correlations are turned off, kappa is turning toward infinity, indicating the state of classical thermal equilibrium (Maxwell-Boltzmann distribution), (b) When collisions are turned off, kappa is turning toward the anti-equilibrium state, the furthest state from the classical thermal equilibrium (−5 power-law phase-space distribution), and (c) the finite kappa values are generally determined by the competing factor of collisions and correlations.

## Full-text entities

- **Genes:** CP (ceruloplasmin) [NCBI Gene 1356] {aka AB073614, CP-2}
- **Diseases:** CP (MESH:C537238), injury to (MESH:D014947)
- **Chemicals:** CP (-)
- **Species:** Homo sapiens (human, species) [taxon 9606]

## Full text

_Full body text omitted from this summary view._ Fetch the complete paper as Markdown: https://tomesphere.com/paper/PMC12191533/full.md

## Figures

17 figures with captions in the complete paper: https://tomesphere.com/paper/PMC12191533/full.md

## References

85 references — full list in the complete paper: https://tomesphere.com/paper/PMC12191533/full.md

---
Source: https://tomesphere.com/paper/PMC12191533