Source code for jaxfluids.time_integration.RK2

#*------------------------------------------------------------------------------*
#* JAX-FLUIDS -                                                                 *
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#* A fully-differentiable CFD solver for compressible two-phase flows.          *
#* Copyright (C) 2022  Deniz A. Bezgin, Aaron B. Buhendwa, Nikolaus A. Adams    *
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#* This program is free software: you can redistribute it and/or modify         *
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#* the Free Software Foundation, either version 3 of the License, or            *
#* (at your option) any later version.                                          *
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#* This program is distributed in the hope that it will be useful,              *
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#* GNU General Public License for more details.                                 *
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#* CONTACT                                                                      *
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#* deniz.bezgin@tum.de // aaron.buhendwa@tum.de // nikolaus.adams@tum.de        *
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#*------------------------------------------------------------------------------*
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#* Munich, April 15th, 2022                                                     *
#*                                                                              *
#*------------------------------------------------------------------------------*

from typing import List

import jax.numpy as jnp

from jaxfluids.time_integration.time_integrator import TimeIntegrator

[docs] class RungeKutta2(TimeIntegrator): """2nd-order TVD RK2 scheme """ def __init__(self, nh: int, inactive_axis: List) -> None: super(RungeKutta2, self).__init__(nh, inactive_axis) self.no_stages = 2 self.timestep_multiplier = (1.0, 0.5) self.timestep_increment_factor = (1.0, 1.0)
[docs] def prepare_buffer_for_integration(self, cons: jnp.ndarray, init: jnp.ndarray, stage: int) -> jnp.ndarray: """ u_cons = 0.5 u^n + 0.5 u^* """ return 0.5*cons + 0.5*init
[docs] def integrate(self, cons: jnp.ndarray, rhs: jnp.ndarray, timestep: float, stage: int) -> jnp.ndarray: timestep = timestep * self.timestep_multiplier[stage] cons = self.integrate_conservatives(cons, rhs, timestep) return cons