simndt2/src/SimNDT/core/concreteModel.py

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2024-08-28 21:39:09 +02:00
from PySide.QtGui import *
from PySide.QtCore import *
import time
import random
import numpy as np
from SimNDT.core.packing import Ellipse, Quadtree, ellipseMatrix, Rect, ellipseDiscard, circleMatrix
class Granulometry:
def __init__(self, MI, NI, Pixel_mm, Dmin, Dmax, nG, AspectMin, AspectMax, Fraction, Label):
self.AspectMax = AspectMax
self.AspectMin = AspectMin
self.Label = Label
d = np.logspace(np.log10(Dmin), np.log10(Dmax), 12, endpoint=True).astype('float')
A = np.zeros_like(d)
A = 1. / (1.0 - ((Dmin) / Dmax) ** nG)
A *= ((d / Dmax) ** nG - (Dmin / Dmax) ** nG)
a = np.around((d[0:] / 2.) * 1000. * Pixel_mm)
c = np.zeros((np.size(a),), dtype=np.float32)
c = (A[1:] - A[:-1]) * Fraction / 100.
self.a_reversed = a[::-1]
self.c_reversed = c[::-1] * MI * NI
def getB(self, a):
return ((self.AspectMin) + (self.AspectMax - self.AspectMin) * random.random()) * a
class TwoPhaseModel:
def __init__(self, MI, NI, granulometry, matrixLabel):
self.MI = MI
self.NI = NI
self.granulometry = granulometry
self.matrixLabel = matrixLabel
xv = np.linspace(0, self.MI - 1, self.MI, endpoint=True).astype(np.int32)
yv = np.linspace(0, self.NI - 1, self.NI, endpoint=True).astype(np.int32)
X, Y = np.meshgrid(xv, yv)
self.coords = {(x, y) for x, y in zip(X.ravel(), Y.ravel())}
depth = 5
self.qtree = Quadtree(depth, Rect(0, 0, self.MI, self.NI))
(self.XX, self.YY) = np.meshgrid(range(0, self.NI), range(0, self.MI))
def compute(self, progressBar):
Objs = []
Image = np.ones((self.MI, self.NI), np.float32) * self.matrixLabel
# mask = np.zeros((self.MI,self.NI), np.float32)
start = time.time()
progressBar.setVisible(True)
progressBar.setValue(0)
QApplication.processEvents()
total = len(self.granulometry.a_reversed)
for ix, value in enumerate(zip(self.granulometry.a_reversed, self.granulometry.c_reversed)):
print(ix, value[0], value[1])
progressBar.setValue(100 * ix / float(total))
QApplication.processEvents()
area_set = 0
while area_set < value[1]:
cy, cx = self.coords.pop()
if Image[cy, cx] == self.matrixLabel:
b = self.granulometry.getB(value[0])
theta = random.uniform(0, 2 * np.pi)
c = Ellipse(cy, cx, value[0], b, theta)
objs = self.qtree.query(c)
if len(objs) == 0:
self.qtree.insert(c)
Objs.append(c)
area_set += np.floor(c.area())
ellipseDiscard(c.y, c.x, c.a, c.b, c.theta, self.XX, self.YY, self.coords, Image,
self.granulometry.Label)
else:
self.coords.add((cy, cx))
print("draw")
print(time.time() - start)
"""
total = len(Objs)
for idx, item in enumerate(Objs):
if idx % 100 == 0:
progressBar.setValue(100*idx/float(total))
QApplication.processEvents()
Image = ellipseMatrix(item.y, item.x, item.a, item.b, item.theta, Image, self.granulometry.Label, self.XX, self.YY)
print time.time()-start
"""
progressBar.setVisible(False)
return Image
def toDict(self):
pass
class ThreePhaseModel:
def __init__(self, MI, NI, granulometry, granulometry2, matrixLabel):
self.MI = MI
self.NI = NI
self.granulometry = granulometry
self.granulometry2 = granulometry2
self.matrixLabel = matrixLabel
xv = np.linspace(0, self.MI - 1, self.MI, endpoint=True).astype(np.int32)
yv = np.linspace(0, self.NI - 1, self.NI, endpoint=True).astype(np.int32)
X, Y = np.meshgrid(xv, yv)
self.coords = {(x, y) for x, y in zip(X.ravel(), Y.ravel())}
depth = 5
self.qtree = Quadtree(depth, Rect(0, 0, self.MI, self.NI))
(self.XX, self.YY) = np.meshgrid(range(0, self.NI), range(0, self.MI))
def compute(self, progressBar):
Objs1 = []
Objs2 = []
Image = np.ones((self.MI, self.NI), np.float32) * self.matrixLabel
# mask = np.zeros((self.MI,self.NI), np.float32)
start = time.time()
progressBar.setVisible(True)
progressBar.setValue(0)
QApplication.processEvents()
total = len(self.granulometry.a_reversed)
for ix, value in enumerate(zip(self.granulometry.a_reversed, self.granulometry.c_reversed)):
print(ix, value[0], value[1])
progressBar.setValue(100 * ix / float(total))
QApplication.processEvents()
area_set = 0
while area_set < value[1]:
cy, cx = self.coords.pop()
if Image[cy, cx] == self.matrixLabel:
b = self.granulometry.getB(value[0])
theta = random.uniform(0, 2 * np.pi)
c = Ellipse(cy, cx, value[0], b, theta)
objs = self.qtree.query(c)
if len(objs) == 0:
self.qtree.insert(c)
Objs1.append(c)
area_set += np.floor(c.area())
ellipseDiscard(c.y, c.x, c.a, c.b, c.theta, self.XX, self.YY, self.coords, Image,
self.granulometry.Label)
else:
self.coords.add((cy, cx))
print("draw")
print(time.time() - start)
"""
total = len(Objs1)
for idx, item in enumerate(Objs1):
if idx % 100 == 0:
progressBar.setValue(100*idx/float(total))
QApplication.processEvents()
Image = ellipseMatrix(item.y, item.x, item.a, item.b, item.theta, Image, self.granulometry.Label, self.XX, self.YY)
print time.time()-start
"""
progressBar.setValue(0)
QApplication.processEvents()
total = len(self.granulometry2.a_reversed)
for ix, value in enumerate(zip(self.granulometry2.a_reversed, self.granulometry2.c_reversed)):
print(ix, value[0], value[1])
progressBar.setValue(100 * ix / float(total))
QApplication.processEvents()
area_set = 0
while area_set < value[1]:
cy, cx = self.coords.pop()
if Image[cy, cx] == self.matrixLabel:
c = Ellipse(cy, cx, value[0], value[0], 0)
objs = self.qtree.query(c)
if len(objs) == 0:
self.qtree.insert(c)
Objs2.append(c)
area_set += np.floor(c.area())
ellipseDiscard(c.y, c.x, c.a, c.b, c.theta, self.XX, self.YY, self.coords, Image,
self.granulometry2.Label)
else:
self.coords.add((cy, cx))
print("draw")
print(time.time() - start)
"""
total = len(Objs2)
for idx, item in enumerate(Objs2):
if idx % 20 == 0:
progressBar.setValue(100*idx/float(total))
QApplication.processEvents()
Image = circleMatrix(item.y, item.x, item.a, Image, self.granulometry2.Label, self.XX, self.YY)
print time.time()-start
"""
progressBar.setVisible(False)
return Image