#!/usr/bin/env python
# coding: utf-8

# # OpenPIV on the bridgepile_wake
# 
# See the post on LinkedIn by Stefano Brizzolara
# https://www.linkedin.com/posts/stefano-brizzolara-6a8501198_rheinfall-flowvisualization-ugcPost-6672832128742408192-lRub

# In[1]:


from openpiv import tools, pyprocess, validation, filters, scaling 

import numpy as np
import matplotlib.pyplot as plt
get_ipython().run_line_magic('matplotlib', 'inline')

import imageio


# In[2]:


frame_a  = tools.imread('../test8/frame0001.tif')
frame_b  = tools.imread('../test8/frame0002.tif')


# In[3]:


fig,ax = plt.subplots(1,2,figsize=(12,10))
ax[0].imshow(frame_a,cmap=plt.cm.gray)
ax[1].imshow(frame_b,cmap=plt.cm.gray)


# In[4]:


winsize = 12 # pixels
searchsize = 32  # pixels, search in image B
overlap = 6 # pixels
dt = 1./30 # sec, assume 30 fps

frame_a[:600,:] = 0  # basically masking out the non-illuminated region
frame_b[:600,:] = 0


u0, v0, sig2noise = pyprocess.extended_search_area_piv(frame_a.astype(np.int32), 
                                                       frame_b.astype(np.int32), 
                                                       window_size=winsize, 
                                                       overlap=overlap, dt=dt, 
                                                       search_area_size=searchsize, 
                                                       sig2noise_method='peak2peak' )


# In[5]:


x, y = pyprocess.get_coordinates(frame_a.shape,searchsize, overlap)


# In[6]:


u1, v1, mask = validation.sig2noise_val( u0, v0, sig2noise, threshold = 1.15)


# In[7]:


u2, v2 = filters.replace_outliers( u1, v1, method='localmean', max_iter=10, kernel_size=2)


# In[8]:


x, y, u3, v3 = scaling.uniform(x, y, u2, v2, scaling_factor = 1. )


# In[9]:


tools.save(x, y, u3, v3, sig2noise, mask, 'exp1_001.txt' )


# In[10]:


# tools.display_vector_field('exp1_001.txt', scaling_factor=100., width=0.0025)


# In[11]:


# If you need a larger view:
fig, ax = plt.subplots(figsize=(12,12))
tools.display_vector_field('exp1_001.txt', ax=ax, scaling_factor=1.0, 
                           scale=1000, width=0.0045, on_img=True, 
                           image_name='~/Downloads/bridgepile_wake/frame0001.tif');


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