Robustness of predator-prey models for confinement regime transitions in fusion plasmas

TL;DR

This paper extends a predator-prey model for tokamak plasma confinement transitions by adding a second class of coherent structures, analyzing how this affects the model's predictions of regime transitions and their robustness.

Contribution

The study introduces a four-variable predator-prey model for plasma confinement, examining its stability and transition behavior compared to the traditional three-variable model.

Findings

Adding a second class of coherent structures can change fixed points to limit cycles.

The model demonstrates robustness in capturing sharp confinement transitions.

Transition dynamics are sensitive to model parameters.

Abstract

Energy transport and confinement in tokamak fusion plasmas is usually determined by the coupled nonlinear interactions of small-scale drift turbulence and larger scale coherent nonlinear structures, such as zonal flows, together with free energy sources such as temperature gradients. Zero-dimensional models, designed to embody plausible physical narratives for these interactions, can help identify the origin of enhanced energy confinement and of transitions between confinement regimes. A prime zero-dimensional paradigm is predator-prey or Lotka-Volterra. Here we extend a successful three-variable (temperature gradient; microturbulence level; one class of coherent structure) model in this genre [M A Malkov and P H Diamond, Phys. Plasmas 16, 012504 (2009)], by adding a fourth variable representing a second class of coherent structure. This requires a fourth coupled nonlinear ordinary differential equation. We investigate the degree of invariance of the phenomenology generated by the model of Malkov and Diamond, given this additional physics. We study and compare the long-time behaviour of the three-equation and four-equation systems, their evolution towards the final state, and their attractive fixed points and limit cycles. We explore the sensitivity of paths to attractors. It is found that, for example, an attractive fixed point of the three-equation system can become a limit cycle of the four-equation system. Addressing these questions - which we together refer to as "robustness" for convenience, is particularly important for models which, as here, generate sharp transitions in the values of system variables which may replicate some key features of confinement transitions. Our results help establish the robustness of the zero-dimensional model approach to capturing observed confinement phenomenology in tokamak fusion plasmas.