Source code for jaxdem.forces.wca_shifted

# SPDX-License-Identifier: BSD-3-Clause
# Part of the JaxDEM project - https://github.com/cdelv/JaxDEM

from __future__ import annotations

import jax
import jax.numpy as jnp

from dataclasses import dataclass
from functools import partial
from typing import TYPE_CHECKING, Tuple

from . import ForceModel

if TYPE_CHECKING:  # pragma: no cover
    from ..state import State
    from ..system import System


[docs] @ForceModel.register("wca_shifted") @partial(jax.tree_util.register_dataclass, drop_fields=["required_material_properties"]) @dataclass(slots=True) class WCAShifted(ForceModel): r""" Contact-start, force-shifted WCA/LJ repulsion. This model enforces that the interaction "begins" at contact: - cutoff at :math:`r_c = \sigma_{ij}` where :math:`\sigma_{ij} = R_i + R_j` - :math:`U(r_c) = 0` - :math:`F(r_c) = 0` (force-shifted; smooth turn-on at contact) Uses material-pair parameter: - epsilon_eff[mi, mj] """
[docs] @staticmethod @partial(jax.jit, inline=True) @partial(jax.named_call, name="WCAShifted.force") def force( i: int, j: int, pos: jax.Array, state: State, system: System ) -> Tuple[jax.Array, jax.Array]: mi, mj = state.mat_id[i], state.mat_id[j] eps = system.mat_table.epsilon_eff[mi, mj] sig = state.rad[i] + state.rad[j] rij = system.domain.displacement(pos[i], pos[j], system) r2 = jnp.sum(rij * rij, axis=-1) r2 = jnp.where(r2 == 0, jnp.ones_like(r2), r2) sig2 = sig * sig inv_r2 = 1.0 / r2 inv_r = jnp.sqrt(inv_r2) # == 1/sqrt(r2) sr2 = sig2 * inv_r2 sr6 = sr2 * sr2 * sr2 sr12 = sr6 * sr6 # cutoff at contact: r_c = sigma rc2 = sig2 active = r2 < rc2 not_self = j != i mask = active & not_self # Unit vector rhat = rij / r rhat = rij * inv_r[..., None] # LJ force magnitude along rhat: F(r) = 24 eps (2 sr12 - sr6) / r fmag = 24.0 * eps * inv_r * (2.0 * sr12 - sr6) # Force-shift so that F(rc) = 0. At rc = sigma: sr6=sr12=1 => F(rc) = 24 eps / sigma fmag_rc = 24.0 * eps / sig fmag_fs = fmag - fmag_rc f = (fmag_fs[..., None] * rhat) * mask[..., None] return f, jnp.zeros_like(state.angVel[i])
[docs] @staticmethod @partial(jax.jit, inline=True) @partial(jax.named_call, name="WCAShifted.energy") def energy( i: int, j: int, pos: jax.Array, state: State, system: System ) -> jax.Array: mi, mj = state.mat_id[i], state.mat_id[j] eps = system.mat_table.epsilon_eff[mi, mj] sig = state.rad[i] + state.rad[j] rij = system.domain.displacement(pos[i], pos[j], system) r2 = jnp.sum(rij * rij, axis=-1) r2 = jnp.where(r2 == 0, jnp.ones_like(r2), r2) sig2 = sig * sig inv_r2 = 1.0 / r2 inv_r = jnp.sqrt(inv_r2) # 1/r r = r2 * inv_r sr2 = sig2 * inv_r2 sr6 = sr2 * sr2 * sr2 sr12 = sr6 * sr6 rc2 = sig2 active = r2 < rc2 not_self = j != i mask = active & not_self # Plain LJ energy (note: no WCA +eps shift). At r=sigma, U=0. u = 4.0 * eps * (sr12 - sr6) # Force-shifted energy so that U(rc)=0 and dU/dr(rc)=0. # With rc=sigma: U(rc)=0 and U'(rc)=-24 eps/sigma, so add (r-sigma)*24 eps/sigma. u_fs = u + (r - sig) * (24.0 * eps / sig) return u_fs * mask
@property def required_material_properties(self) -> Tuple[str, ...]: return ("epsilon_eff",)
__all__ = ["WCAShifted"]