add stokes problem

This commit is contained in:
Nicola Demo
2022-03-07 10:11:40 +01:00
parent 8a1f07c8ae
commit 8818f78126
2 changed files with 99 additions and 0 deletions

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@@ -0,0 +1,45 @@
import numpy as np
import torch
from pina.problem import SpatialProblem
from pina.operators import nabla, grad, div
from pina import Condition, Span, LabelTensor
class Stokes(SpatialProblem):
spatial_variables = ['x', 'y']
output_variables = ['ux', 'uy', 'p']
domain = Span({'x': [-2, 2], 'y': [-1, 1]})
def momentum(input_, output_):
#print(nabla(output_['ux', 'uy'], input_))
#print(grad(output_['p'], input_))
nabla_ = LabelTensor.hstack([
LabelTensor(nabla(output_['ux'], input_), ['x']),
LabelTensor(nabla(output_['uy'], input_), ['y'])])
#return LabelTensor(nabla_.tensor + grad(output_['p'], input_).tensor, ['x', 'y'])
return nabla_.tensor + grad(output_['p'], input_).tensor
def continuity(input_, output_):
return div(output_['ux', 'uy'], input_)
def inlet(input_, output_):
value = 2.0
return output_['ux'] - value
def outlet(input_, output_):
value = 0.0
return output_['p'] - value
def wall(input_, output_):
value = 0.0
return output_['ux', 'uy'].tensor - value
conditions = {
'gamma_top': Condition(Span({'x': [-2, 2], 'y': 1}), wall),
'gamma_bot': Condition(Span({'x': [-2, 2], 'y': -1}), wall),
'gamma_out': Condition(Span({'x': 2, 'y': [-1, 1]}), outlet),
'gamma_in': Condition(Span({'x': -2, 'y': [-1, 1]}), inlet),
'D': Condition(Span({'x': [-2, 2], 'y': [-1, 1]}), [momentum, continuity]),
}