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"""
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***************************************************************************
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GroundSurfaceTemperatureTime.py
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---------------------
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Date : May 2013
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Copyright : (C) 2013 by Rocco Pispico
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Email : rocco dot pispico at arpa dot piemonte dot it
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Note : based on GroundSurfaceTemperature.py by
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Riccardo Lemmi
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***************************************************************************
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* *
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* This program is free software; you can redistribute it and/or modify *
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* it under the terms of the GNU General Public License as published by *
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* the Free Software Foundation; either version 2 of the License, or *
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* (at your option) any later version. *
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* *
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***************************************************************************
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"""
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__author__ = 'Rocco Pispico'
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__date__ = 'May 2013'
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__copyright__ = '(C) 2013, Rocco Pispico'
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__revision__ = '$Format:%H$'
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import os
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from PyQt4 import QtGui
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from processing.core.GeoAlgorithm import GeoAlgorithm
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from processing.outputs.OutputRaster import OutputRaster
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from processing.parameters.ParameterRange import ParameterRange
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from processing.parameters.ParameterNumber import ParameterNumber
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from processing.parameters.ParameterRaster import ParameterRaster
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import sys
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from osgeo import gdal
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import numpy
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import numpy.ma as ma
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def HcT0(Ta, K, Qs):
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if Ta >= 0:
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return 0.001
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else:
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return abs(Ta) * (K / Qs)
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def TsT0_analysis(T0, Hn, Ta, K, Qs):
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if Hn == 0:
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return Ta
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elif Hn >= HcT0(Ta, K, Qs):
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return T0
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else:
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if Ta < 0:
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return Ta + (Qs * Hn / K)
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else:
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return 0
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Tarray = numpy.frompyfunc(TsT0_analysis,5,1)
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def stats(data, bandOut):
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masked_data = ma.masked_less_equal(data, -3.4e+38)
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data_min = float(masked_data.min())
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data_max = float(masked_data.max())
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data_std = numpy.std(masked_data)
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bandOut.SetStatistics(
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data_min,
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data_max,
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numpy.mean([data_max, data_min]),
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data_std)
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class GroundSurfaceTemperatureTime:
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def __init__(self, T0_path, Hn_path, Ta_path, K, Qs, Ts_path):
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gdal.AllRegister()
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self.T0 = gdal.Open(str(T0_path))
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self.Hn = gdal.Open(str(Hn_path))
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self.Ta = gdal.Open(str(Ta_path))
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self.K = K
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self.Qs = Qs
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self.rows = self.Hn.RasterYSize
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self.cols = self.Hn.RasterXSize
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self.geoTransform = self.Hn.GetGeoTransform()
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self.projection = self.Hn.GetProjection()
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self.data_type = self.Hn.GetRasterBand(1).DataType
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driver = self.Hn.GetDriver()
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self.imageOut = driver.Create(
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str(Ts_path),
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self.cols,
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self.rows,
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1,
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self.data_type)
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self.data = None
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def compute(self):
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""" """
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T0_data = self.T0.GetRasterBand(1).ReadAsArray(0, 0, self.cols, self.rows)
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Hn_data = self.Hn.GetRasterBand(1).ReadAsArray(0, 0, self.cols, self.rows)
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Ta_data = self.Ta.GetRasterBand(1).ReadAsArray(0, 0, self.cols, self.rows)
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data = Tarray(T0_data, Hn_data, Ta_data, self.K, self.Qs).astype(numpy.float)
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mask = numpy.greater(Hn_data, -3.4e+38)
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self.data = numpy.choose(mask, (-3.4e+38, data))
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def __enter__(self):
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return self
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def __exit__(self,exc_type, exc_val, exc_tb):
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if self.data is not None:
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bandOut = self.imageOut.GetRasterBand(1)
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bandOut.SetNoDataValue(-3.4e+38)
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stats(self.data, bandOut)
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bandOut.WriteArray(self.data, 0, 0)
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bandOut.FlushCache()
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self.imageOut.SetGeoTransform(self.geoTransform)
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self.imageOut.SetProjection(self.projection)
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gdal.SetConfigOption('HFA_USE_RRD', 'YES')
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self.imageOut.BuildOverviews(overviewlist=[2,4,8,16])
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class GroundSurfaceTemperatureTimeAlgorithm(GeoAlgorithm):
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T0 = "T0"
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Hn = "Hn"
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Ta = "Ta"
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K = "K"
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Qs = "Qs"
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Ts = "Ts"
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def defineCharacteristics(self):
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self.name = "Ground surface Temperature Time"
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self.group = "[permaclim]"
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self.addParameter(ParameterRaster(
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GroundSurfaceTemperatureTimeAlgorithm.T0,
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"T0 Reference"))
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self.addParameter(ParameterRaster(
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GroundSurfaceTemperatureTimeAlgorithm.Hn,
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"Snow heigth (m)"))
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self.addParameter(ParameterRaster(
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GroundSurfaceTemperatureTimeAlgorithm.Ta,
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u"Air temperature (°C)"))
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self.addParameter(ParameterNumber(
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GroundSurfaceTemperatureTimeAlgorithm.K,
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u"Thermal conductivity of the snow (W m^-1 °C^-1)",
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default=0.16))
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self.addParameter(ParameterNumber(
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GroundSurfaceTemperatureTimeAlgorithm.Qs,
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"Sensible heat flux",
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default=0.86))
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self.addOutput(OutputRaster(
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GroundSurfaceTemperatureTimeAlgorithm.Ts,
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"Surface Temperature"))
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def processAlgorithm(self, progress):
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t0_path = self.getParameterValue(GroundSurfaceTemperatureTimeAlgorithm.T0)
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hn_path = self.getParameterValue(GroundSurfaceTemperatureTimeAlgorithm.Hn)
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ta_path = self.getParameterValue(GroundSurfaceTemperatureTimeAlgorithm.Ta)
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k = self.getParameterValue(GroundSurfaceTemperatureTimeAlgorithm.K)
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qs = self.getParameterValue(GroundSurfaceTemperatureTimeAlgorithm.Qs)
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ts_path = self.getOutputValue(GroundSurfaceTemperatureTimeAlgorithm.Ts)
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with GroundSurfaceTemperatureTime(t0_path,hn_path,ta_path,k,qs,ts_path) as gst:
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gst.compute()
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