def createDSM(x,y,z,xi,yi,bx,by,res,geotransform, proj):
"""
Create DSM based on max point elevation
"""
from generic_tools import idw
#print 'Create DSM (%d x %d)...' % (len(xi), len(yi))
#time.sleep(0.1)
#t0 = time.time()
# initialize dsm array
dsm = np.zeros((len(yi), len(xi))) * np.NaN
#step = 0
for i in np.arange(len(xi)):
col = np.argwhere((x > bx[i]) & (x < bx[i+1]))
for j in np.arange(len(yi)):
row = (y[col] >= by[j]) & (y[col] < by[j+1])
if sum(row) > 0:
dsm[j,i] = z[col[row]].max()
#step = ETA(t0,time.time(),0.01,step,i,0,len(xi))
# fill gaps using IDW interpolation ---------------------------
XI, YI = np.meshgrid(xi,yi, indexing='xy')
values = np.isnan(dsm)==0
nodata = np.isnan(dsm)==1
dsm[nodata] = idw(XI[values], YI[values], dsm[values], XI[nodata], YI[nodata], 25)
# return
#t1 = time.time()
#print ' --> finished in %1d seconds' % (t1-t0)
#time.sleep(0.1)
return dsm
def createDTM(x, y, z, xi, yi, res, geotransform, proj, method='idw', printYN='no'):
if printYN=='yes':
print 'Create DTM (%d x %d)...' % (len(xi), len(yi)),
time.sleep(0.1)
t0 = time.time()
XI, YI = np.meshgrid(xi, yi, indexing='xy')
nnear = 25
if method=='idw':
from generic_tools import idw
dtm = idw(x,y,z,XI.flatten(),YI.flatten(), nnear).reshape(XI.shape)
else:
from scipy import interpolate
dtm = interpolate.griddata((x,y),z,(XI,YI), method=method)
dtm[dtm==-999] = np.NaN
# return
if printYN=='yes':
t1 = time.time()
print 'finished in %2d seconds' % (t1-t0)
time.sleep(0.1)
return dtm