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Published on: December 4, 2017
Hydrodynamic Attractors in Phase Space
Michal P Heller1,2, Ro Jefferson1, Michał Spaliński2,3
1Max Planck Institute for Gravitational Physics, Potsdam-Golm 14476, Germany.
Hydrodynamic attractors in heavy-ion collisions are a form of dynamical dimensionality reduction. This study analyzes them using principal component analysis and a slow-roll approximation, generalizing to higher dimensions.
Area of Science:
- Nuclear Physics
- High-Energy Physics
- Statistical Mechanics
Background:
- Hydrodynamic attractors are key to understanding the early stages of ultrarelativistic heavy-ion collisions.
- Existing theories often focus on specific models, necessitating a broader phase space perspective.
Purpose of the Study:
- To critically examine hydrodynamic attractors from a phase space viewpoint.
- To connect attractors to the general phenomenon of dynamical dimensionality reduction.
- To generalize these concepts to higher-dimensional systems.
Main Methods:
- Phase space analysis of hydrodynamic attractors.
- Application of Principal Component Analysis (PCA) for dimensionality reduction.
- Adaptation of the slow-roll approximation for dynamical systems.
- Analysis of high-dimensional phase space data from the Boltzmann kinetic equation (in the relaxation time approximation).
Main Results:
- Hydrodynamic attractors are identified as a specific instance of dynamical dimensionality reduction in phase space.
- Principal Component Analysis effectively quantifies this dimensionality reduction.
- The slow-roll approximation is successfully adapted to describe attractor dynamics.
- Preliminary analysis demonstrates generalization to a 16-dimensional phase space.
Conclusions:
- The phase space perspective provides a unifying framework for understanding hydrodynamic attractors.
- Dynamical dimensionality reduction is a more general concept applicable to heavy-ion collisions.
- The developed methods offer a pathway to analyze complex, high-dimensional systems in kinetic theory.
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