1 | #!/usr/bin/env python3 |
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2 | # -------------------------------------------------------------------- # |
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3 | # This file is part of the PALM model system. |
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4 | # |
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5 | # PALM is free software: you can redistribute it and/or modify it under |
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6 | # the terms of the GNU General Public License as published by the Free |
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7 | # Software Foundation, either version 3 of the License, or (at your |
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8 | # option) any later version. |
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9 | # |
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10 | # PALM is distributed in the hope that it will be useful, but WITHOUT |
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11 | # ANY WARRANTY; without even the implied warranty of MERCHANTABILITY or |
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12 | # FITNESS FOR A PARTICULAR PURPOSE. See the GNU General Public License |
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13 | # for more details. |
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14 | # |
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15 | # You should have received a copy of the GNU General Public License |
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16 | # along with PALM. If not, see <http://www.gnu.org/licenses/>. |
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17 | # |
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18 | # Copyright 1997-2021 Leibniz Universitaet Hannover |
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19 | # -------------------------------------------------------------------- # |
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20 | |
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21 | import datetime |
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22 | import math |
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23 | import pytz |
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24 | |
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25 | from netCDF4 import Dataset |
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26 | import numpy as np |
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27 | |
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28 | |
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29 | class StaticDriver: |
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30 | """This is an example script to generate static drivers for PALM. |
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31 | |
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32 | You can use it as a starting point for creating your setup specific |
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33 | driver. |
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34 | """ |
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35 | |
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36 | def __init__(self): |
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37 | """Open the static driver as netCDF4 file. Here, you have to |
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38 | give the full path to the static driver that shall be created. |
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39 | Existing file with same name is deleted. |
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40 | """ |
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41 | print('Opening file...') |
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42 | self.nc_file = Dataset('example_static_file.nc', 'w', format='NETCDF4') |
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43 | |
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44 | def write_global_attributes(self): |
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45 | """Write global attributes to static driver.""" |
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46 | print("Writing global attributes...") |
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47 | |
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48 | # Optional global attributes |
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49 | # -------------------------- |
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50 | self.nc_file.title = 'Example PALM static driver' |
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51 | self.nc_file.author = 'PALM user' |
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52 | self.nc_file.institution = 'Institut of Meteorology and Climatology,' \ |
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53 | 'Leibniz University Hannover' |
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54 | self.nc_file.comment = 'Generic crossing example' |
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55 | self.nc_file.creation_date = \ |
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56 | pytz.utc.localize(datetime.datetime.utcnow()).strftime('%y-%m-%d %H:%M:%S %z')[:-2] |
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57 | self.nc_file.history = '' |
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58 | self.nc_file.keywords = 'example, PALM-4U' |
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59 | self.nc_file.license = '' |
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60 | self.nc_file.palm_version = '' |
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61 | self.nc_file.references = '' |
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62 | self.nc_file.source = 'PALM trunk' |
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63 | self.nc_file.version = '1' |
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64 | |
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65 | # Mandatory global attributes |
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66 | # --------------------------- |
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67 | self.nc_file.Conventions = 'CF-1.7' |
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68 | self.nc_file.origin_lat = 52.50965 # (overwrite initialization_parameters) |
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69 | self.nc_file.origin_lon = 13.3139 # Used to initialize Coriolis parameter |
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70 | self.nc_file.origin_time = '2019-03-06 10:00:00 +00' |
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71 | self.nc_file.origin_x = 3455249.0 |
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72 | self.nc_file.origin_y = 5424815.0 |
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73 | self.nc_file.origin_z = 0.0 |
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74 | self.nc_file.rotation_angle = 0.0 |
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75 | |
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76 | def define_dimensions(self): |
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77 | """Set dimensions on which variables are defined.""" |
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78 | print("Writing dimensions...") |
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79 | |
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80 | # Specify general grid parameters |
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81 | # These values must equal to those set in the initialization_parameters |
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82 | self.nx = 19 |
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83 | self.ny = 19 |
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84 | self.nz = 20 |
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85 | dx = 2 |
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86 | dy = 2 |
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87 | dz = 2 |
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88 | |
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89 | # Create soil grid (only relevant if land surface module is used) |
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90 | dz_soil = np.array((0.01, 0.02, 0.04, 0.06, 0.14, 0.26, 0.54, 1.86)) |
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91 | zsoil_fullLayers = np.zeros_like(dz_soil) |
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92 | zsoil_fullLayers = np.around( |
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93 | [np.sum(dz_soil[:zs]) for zs in np.arange(1, len(dz_soil)+1)], 2) |
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94 | zsoil_array = zsoil_fullLayers - dz_soil/2. |
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95 | |
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96 | # Coordinates |
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97 | # ----------- |
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98 | self.nc_file.createDimension('x', self.nx+1) |
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99 | self.x = self.nc_file.createVariable('x', 'f4', ('x',)) |
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100 | self.x.long_name = 'distance to origin in x-direction' |
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101 | self.x.units = 'm' |
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102 | self.x.axis = 'X' |
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103 | self.x[:] = np.arange(0, (self.nx+1)*dx, dx) + 0.5 * dx |
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104 | |
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105 | self.nc_file.createDimension('y', self.ny+1) |
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106 | self.y = self.nc_file.createVariable('y', 'f4', ('y',)) |
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107 | self.y.long_name = 'distance to origin in y-direction' |
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108 | self.y.units = 'm' |
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109 | self.y.axis = 'Y' |
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110 | self.y[:] = np.arange(0, (self.ny+1)*dy, dy) + 0.5 * dy |
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111 | |
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112 | # NOTE if your simulation uses a stretched vertical grid, you |
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113 | # need to modify the z coordinates, e.g. z_array = (...) |
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114 | z_array = np.append(0, np.arange(dz/2, (self.nz)*dz, dz)) |
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115 | self.nc_file.createDimension('z', self.nz+1) |
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116 | self.z = self.nc_file.createVariable('z', 'f4', ('z',)) |
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117 | self.z.long_name = 'height above origin' |
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118 | self.z.units = 'm' |
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119 | self.z.axis = 'Z' |
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120 | self.z.positive = 'up' |
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121 | self.z[:] = z_array |
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122 | |
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123 | zlad_array = self.z[:6] |
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124 | self.nc_file.createDimension('zlad', len(zlad_array)) |
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125 | self.zlad = self.nc_file.createVariable('zlad', 'f4', ('zlad',)) |
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126 | self.zlad.long_name = 'height above ground' |
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127 | self.zlad.units = 'm' |
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128 | self.zlad.axis = 'Z' |
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129 | self.zlad.positive = 'up' |
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130 | self.zlad[:] = zlad_array |
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131 | |
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132 | # self.nc_file.createDimension('zsoil', len(zsoil_array)) |
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133 | # self.zsoil = self.nc_file.createVariable('zsoil', 'f4', ('zsoil',)) |
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134 | # self.zsoil.long_name = 'depth in the soil' |
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135 | # self.zsoil.units = 'm' |
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136 | # self.zsoil.axis = 'Z' |
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137 | # self.zsoil.positive = 'down' |
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138 | # self.zsoil[:] = zsoil_array |
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139 | |
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140 | # Other dimensions |
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141 | # ---------------- |
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142 | # self.nc_file.createDimension('nalbedo_pars', 3) |
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143 | # self.nalbedo_pars = self.nc_file.createVariable( |
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144 | # 'nalbedo_pars', 'i4', ('nalbedo_pars',)) |
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145 | # self.nalbedo_pars[:] = np.arange(8) |
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146 | # |
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147 | # self.nc_file.createDimension('nbuilding_pars', 46) |
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148 | # self.nbuilding_pars = self.nc_file.createVariable( |
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149 | # 'nbuilding_pars', 'i4', ('nbuilding_pars',)) |
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150 | # self.nbuilding_pars[:] = np.arange(46) |
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151 | # |
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152 | # self.nc_file.createDimension('npavement_pars', 4) |
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153 | # self.npavement_pars = self.nc_file.createVariable( |
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154 | # 'npavement_pars', 'i4', ('npavement_pars',)) |
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155 | # self.npavement_pars[:] = np.arange(4) |
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156 | # |
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157 | # self.nc_file.createDimension('npavement_subsurface_pars', 2) |
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158 | # self.npavement_subsurface_pars = self.nc_file.createVariable( |
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159 | # 'npavement_subsurface_pars', 'i4', ('npavement_subsurface_pars',)) |
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160 | # self.npavement_subsurface_pars[:] = np.arange(2) |
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161 | # |
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162 | # self.nc_file.createDimension('nsoil_pars', 8) |
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163 | # self.nsoil_pars = self.nc_file.createVariable( |
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164 | # 'nsoil_pars', 'i4', ('nsoil_pars',)) |
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165 | # self.nsoil_pars[:] = np.arange(8) |
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166 | # |
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167 | self.nc_file.createDimension('nsurface_fraction', 3) |
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168 | self.nsurface_fraction = self.nc_file.createVariable( |
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169 | 'nsurface_fraction', 'i4', ('nsurface_fraction',)) |
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170 | self.nsurface_fraction[:] = np.arange(3) |
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171 | |
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172 | # self.nc_file.createDimension('nvegetation_pars', 12) |
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173 | # self.nvegetation_pars = self.nc_file.createVariable( |
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174 | # 'nvegetation_pars', 'i4', ('nvegetation_pars',)) |
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175 | # self.nvegetation_pars[:] = np.arange(12) |
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176 | # |
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177 | # self.nc_file.createDimension('nwater_pars', 6) |
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178 | # self.nwater_pars = self.nc_file.createVariable( |
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179 | # 'nwater_pars', 'i4', ('nwater_pars',)) |
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180 | # self.nwater_pars[:] = np.arange(7) |
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181 | |
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182 | def define_variables(self): |
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183 | """Define variables for the static driver. |
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184 | |
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185 | Be aware that some variables depend on others. For a description |
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186 | of each variable, please have a look at the documentation at |
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187 | palm.muk.uni-hannover.de/trac/wiki/doc/app/iofiles/pids/static |
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188 | |
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189 | An example of how you modify the variables is given below: |
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190 | |
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191 | building_2d_array = np.ones((self.ny+1, self.nx+1)) * -9999.0 |
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192 | south_wall, north_wall, left_wall, right_wall = 20, 25, 20, 25 |
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193 | building_2d_array[ |
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194 | south_wall:north_wall, |
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195 | left_wall:right_wall |
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196 | ] = 50 |
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197 | nc_buildings_2d = self.nc_file.createVariable( |
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198 | 'buildings_2d', 'f4', ('y', 'x'), fill_value=-9999.0) |
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199 | nc_buildings_2d.lod = 1 |
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200 | nc_buildings_2d[:, :] = building_2d_array |
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201 | """ |
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202 | print("Writing variables...") |
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203 | |
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204 | # Topography set-up |
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205 | # ----------------- |
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206 | nc_building_id = self.nc_file.createVariable( |
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207 | 'building_id', 'i4', ('y', 'x'), fill_value=-9999) |
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208 | nc_building_id.long_name = "building id number" |
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209 | nc_building_id.units = "1" |
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210 | nc_building_id[:, :] = nc_building_id._FillValue |
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211 | |
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212 | nc_buildings_2d = self.nc_file.createVariable( |
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213 | 'buildings_2d', 'f4', ('y', 'x'), fill_value=-9999.0) |
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214 | nc_buildings_2d.long_name = "building height" |
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215 | nc_buildings_2d.units = "m" |
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216 | nc_buildings_2d.lod = np.int32(1) |
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217 | nc_buildings_2d[:, :] = nc_buildings_2d._FillValue |
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218 | |
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219 | nc_buildings_3d = self.nc_file.createVariable( |
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220 | 'buildings_3d', 'i1', ('z', 'y', 'x'), fill_value=-127) |
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221 | nc_buildings_3d.long_name = "building flag" |
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222 | nc_buildings_3d.units = "1" |
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223 | nc_buildings_3d.lod = np.int32(2) |
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224 | nc_buildings_3d[:, :, :] = nc_buildings_3d._FillValue |
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225 | |
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226 | nc_zt = self.nc_file.createVariable( |
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227 | 'zt', 'f4', ('y', 'x'), fill_value=-9999.0) |
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228 | nc_zt.long_name = 'terrain height' |
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229 | nc_zt.units = 'm' |
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230 | nc_zt[:, :] = nc_zt._FillValue |
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231 | |
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232 | # nc_z0 = self.nc_file.createVariable( |
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233 | # 'z0', 'f4', ('y', 'x'), fill_value=-9999.0) |
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234 | # nc_z0.long_name = 'roughness length for momentum' |
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235 | # nc_z0.units = 'm' |
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236 | # nc_z0[:, :] = nc_z0._FillValue |
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237 | |
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238 | # Main surface clasification |
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239 | # -------------------------- |
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240 | # nc_albedo_type = self.nc_file.createVariable( |
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241 | # 'albedo_type', 'f4', ('y', 'x'), fill_value=-9999.0) |
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242 | # nc_albedo_type.long_name = "albedo type" |
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243 | # nc_albedo_type.units = "1" |
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244 | # nc_albedo_type[:, :] = nc_albedo_type._FillValue |
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245 | # |
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246 | nc_building_type = self.nc_file.createVariable( |
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247 | 'building_type', 'i1', ('y', 'x'), fill_value=-127) |
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248 | nc_building_type.long_name = "building type classification" |
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249 | nc_building_type.units = "1" |
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250 | nc_building_type[:, :] = nc_building_type._FillValue |
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251 | |
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252 | nc_pavement_type = self.nc_file.createVariable( |
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253 | 'pavement_type', 'i1', ('y', 'x'), fill_value=-127) |
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254 | nc_pavement_type.long_name = "pavement type classification" |
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255 | nc_pavement_type.units = "1" |
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256 | nc_pavement_type[:, :] = nc_pavement_type._FillValue |
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257 | |
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258 | nc_soil_type = self.nc_file.createVariable( |
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259 | 'soil_type', 'i1', ('y', 'x'), fill_value=-127) |
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260 | nc_soil_type.long_name = "soil type classification" |
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261 | nc_soil_type.units = "1" |
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262 | nc_soil_type.lod = np.int32(1) |
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263 | nc_soil_type[:, :] = nc_soil_type._FillValue |
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264 | |
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265 | # NOTE alternatively, define different soil types for different |
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266 | # soil layers |
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267 | # nc_soil_type = self.nc_file.createVariable( |
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268 | # 'soil_type', 'i1', ('zsoil', 'y', 'x'), fill_value=-127) |
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269 | # nc_soil_type.long_name = "soil type" |
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270 | # nc_soil_type.units = "1" |
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271 | # nc_soil_type.lod = np.int32(2) |
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272 | # nc_soil_type[:, :, :] = nc_soil_type._FillValue |
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273 | # |
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274 | # nc_street_crossing = self.nc_file.createVariable( |
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275 | # 'street_crossing', 'i1', ('y', 'x'), |
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276 | # fill_value=-127) |
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277 | # nc_street_crossing.long_name = "street crossing" |
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278 | # nc_street_crossing.units = "1" |
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279 | # nc_street_crossing.valid_range = np.byte(1) |
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280 | # nc_street_crossing[:, :] = nc_street_crossing._FillValue |
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281 | # |
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282 | nc_street_type = self.nc_file.createVariable( |
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283 | 'street_type', 'i1', ('y', 'x'), |
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284 | fill_value=-127) |
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285 | nc_street_type.long_name = "street type classification" |
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286 | nc_street_type.units = "1" |
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287 | nc_street_type[:, :] = nc_street_type._FillValue |
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288 | |
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289 | nc_surface_fraction = self.nc_file.createVariable( |
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290 | 'surface_fraction', 'f4', ('nsurface_fraction', 'y', 'x'), fill_value=-9999.0) |
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291 | nc_surface_fraction.long_name = "surface fraction" |
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292 | nc_surface_fraction.units = "1" |
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293 | nc_surface_fraction[0, :, :] = nc_surface_fraction._FillValue # vegetation fraction |
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294 | nc_surface_fraction[1, :, :] = nc_surface_fraction._FillValue # pavement fraction |
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295 | nc_surface_fraction[2, :, :] = nc_surface_fraction._FillValue # water fraction |
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296 | |
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297 | nc_vegetation_type = self.nc_file.createVariable( |
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298 | 'vegetation_type', 'i1', ('y', 'x'), fill_value=-127) |
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299 | nc_vegetation_type.long_name = "vegetation type classification" |
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300 | nc_vegetation_type.units = "1" |
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301 | nc_vegetation_type[:, :] = nc_vegetation_type._FillValue |
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302 | |
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303 | nc_water_type = self.nc_file.createVariable( |
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304 | 'water_type', 'i1', ('y', 'x'), fill_value=-127) |
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305 | nc_water_type.long_name = "water type classification" |
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306 | nc_water_type.units = "1" |
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307 | nc_water_type[:, :] = nc_water_type._FillValue |
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308 | |
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309 | # Pixel-based surface and sub-surface parameters |
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310 | # ---------------------------------------------- |
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311 | # nc_albedo_pars = self.nc_file.createVariable( |
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312 | # 'albedo_pars', 'f4', ('nalbedo_pars', 'y', 'x'), fill_value=-9999.0) |
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313 | # nc_albedo_pars.long_name = 'albedo parameters' |
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314 | # nc_albedo_pars[:, :, :] = nc_albedo_pars._FillValue |
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315 | # |
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316 | # nc_building_pars = self.nc_file.createVariable( |
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317 | # 'building_pars', 'f4', ('nbuilding_pars', 'y', 'x'), fill_value=-9999.0) |
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318 | # nc_building_pars.long_name = 'building parameters' |
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319 | # nc_building_pars[:, :, :] = nc_building_pars._FillValue |
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320 | # |
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321 | # nc_pavement_pars = self.nc_file.createVariable( |
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322 | # 'pavement_pars', 'f4', ('npavement_pars', 'y', 'x'), fill_value=-9999.0) |
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323 | # nc_pavement_pars.long_name = "pavement parameters" |
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324 | # nc_pavement_pars[:, :, :] = nc_pavement_pars._FillValue |
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325 | # |
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326 | # nc_pavement_subsurface_pars = self.nc_file.createVariable( |
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327 | # 'pavement_subsurface_pars', 'i1', |
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328 | # ('npavement_subsurface_pars','zsoil', 'y', 'x'), fill_value=-9999.0) |
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329 | # nc_pavement_subsurface_pars.long_name = "pavement subsurface parameters" |
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330 | # nc_pavement_subsurface_pars[:, :, :, :] = nc_pavement_subsurface_pars._FillValue |
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331 | # |
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332 | # nc_soil_pars = self.nc_file.createVariable( |
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333 | # 'soil_pars', 'f', ('nsoil_pars','zsoil', 'y', 'x'), fill_value=-9999.0) |
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334 | # nc_soil_pars.long_name = "soil parameters" |
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335 | # nc_soil_pars.lod = np.int32(2) # if set to 1, adjust dimensions of soil_pars |
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336 | # nc_soil_pars[:, :, :, :] = nc_soil_pars._FillValue |
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337 | # |
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338 | # nc_vegetation_pars = self.nc_file.createVariable( |
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339 | # 'vegetation_pars', 'f', ('nvegetation_pars', 'y', 'x'), fill_value=-9999.0) |
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340 | # nc_vegetation_pars.long_name = 'vegetation parameters' |
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341 | # nc_vegetation_pars[:, :, :] = nc_vegetation_pars._FillValue |
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342 | # |
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343 | # nc_water_pars = self.nc_file.createVariable( |
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344 | # 'water_pars', 'i1', ('nwater_pars', 'y', 'x'), fill_value=-9999.0) |
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345 | # nc_water_pars.long_name = "water parameters" |
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346 | # nc_water_pars[:, :, :] = nc_water_pars._FillValue |
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347 | |
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348 | # Vegetation parameters |
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349 | # --------------------- |
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350 | nc_lad = self.nc_file.createVariable( |
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351 | 'lad', 'f4', ('zlad', 'y', 'x'), fill_value=-9999.0) |
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352 | nc_lad.long_name = "leaf area density" |
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353 | nc_lad.units = "m2 m-3" |
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354 | nc_lad[:, :, :] = nc_lad._FillValue |
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355 | |
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356 | # nc_bad = self.nc_file.createVariable( |
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357 | # 'bad', 'f4', ('zlad', 'y', 'x'), fill_value=-9999.0) |
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358 | # nc_bad.long_name = "basal area density" |
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359 | # nc_bad.units = "m2 m-3" |
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360 | # nc_bad[:, :, :] = nc_bad._FillValue |
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361 | # |
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362 | # nc_root_area_dens_r = self.nc_file.createVariable( |
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363 | # 'root_area_dens_s', 'f4', ('zsoil', 'y', 'x'), fill_value=-9999.0) |
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364 | # nc_root_area_dens_r.long_name = 'root area density of resolved vegetation' |
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365 | # nc_root_area_dens_r.units = '1' |
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366 | # nc_root_area_dens_r[:, :, :] = nc_root_area_dens_r._FillValue |
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367 | # |
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368 | # nc_root_area_dens_s = self.nc_file.createVariable( |
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369 | # 'root_area_dens_s', 'f4', ('zsoil', 'y', 'x'), fill_value=-9999.0) |
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370 | # nc_root_area_dens_s.long_name = 'root area density of parameterized vegetation' |
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371 | # nc_root_area_dens_s.units = '1' |
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372 | # nc_root_area_dens_s[:, :, :] = nc_root_area_dens_s._FillValue |
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373 | # |
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374 | # nc_tree_id = self.nc_file.createVariable( |
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375 | # 'tree_id', 'i4', ('y', 'x'), fill_value=-9999.0) |
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376 | # nc_tree_id.long_name = "tree id" |
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377 | # nc_tree_id.units = "1" |
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378 | # nc_tree_id[:, :, :] = nc_tree_id._FillValue |
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379 | |
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380 | # Set topography |
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381 | # -------------- |
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382 | nc_building_id[:5, :5] = 1 |
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383 | nc_building_id[-5:, :5] = 2 |
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384 | nc_building_id[:5, -5:] = 3 |
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385 | nc_building_id[-5:, -5:] = 4 |
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386 | |
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387 | nc_buildings_2d[:, :] = np.where( |
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388 | nc_building_id[:, :] > nc_building_id._FillValue, |
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389 | nc_building_id[:, :] * 10.0, |
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390 | nc_buildings_2d[:, :]) |
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391 | |
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392 | for k in range(self.nz+1): |
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393 | nc_buildings_3d[k, :, :] = np.where(nc_buildings_2d[:, :] > self.z[k], 1, 0) |
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394 | |
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395 | nc_zt[:, :] = 4.0 |
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396 | |
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397 | # Set surface types |
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398 | # ----------------- |
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399 | nc_building_type[:, :] = np.where( |
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400 | nc_building_id[:, :] > nc_building_id._FillValue, |
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401 | nc_building_id[:, :] * 1, |
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402 | nc_building_type[:, :]) |
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403 | |
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404 | nc_pavement_type[9:11, :5] = 1 |
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405 | nc_pavement_type[:, 7:13] = 2 |
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406 | |
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407 | nc_vegetation_type[:, 5:7] = 3 |
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408 | nc_vegetation_type[:, 13:15] = 3 |
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409 | nc_vegetation_type[5:15, 15:] = 3 |
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410 | nc_vegetation_type[7:9, 15:17] = 1 |
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411 | nc_vegetation_type[11:13, 15:17] = 1 |
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412 | |
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413 | nc_water_type[5:9, :5] = 2 |
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414 | nc_water_type[11:15, :5] = 2 |
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415 | |
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416 | nc_soil_type[:, :] = np.where( |
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417 | nc_vegetation_type[:, :] > nc_vegetation_type._FillValue, |
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418 | 2, |
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419 | nc_soil_type[:, :]) |
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420 | nc_soil_type[:, :] = np.where( |
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421 | nc_pavement_type[:, :] > nc_pavement_type._FillValue, |
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422 | 2, |
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423 | nc_soil_type[:, :]) |
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424 | |
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425 | nc_street_type[:, :] = np.where(nc_pavement_type[:, :] == 1, 11, nc_street_type[:, :]) |
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426 | nc_street_type[:, :] = np.where(nc_pavement_type[:, :] == 2, 13, nc_street_type[:, :]) |
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427 | |
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428 | nc_surface_fraction[0, :, :] = np.where( |
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429 | nc_building_id[:, :] > nc_building_id._FillValue, |
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430 | nc_surface_fraction[0, :, :], |
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431 | 0) |
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432 | nc_surface_fraction[2, :, :] = nc_surface_fraction[1, :, :] = nc_surface_fraction[0, :, :] |
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433 | nc_surface_fraction[0, :, :] = np.where( |
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434 | nc_vegetation_type[:, :] > nc_vegetation_type._FillValue, |
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435 | 1, |
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436 | nc_surface_fraction[0, :, :]) |
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437 | nc_surface_fraction[1, :, :] = np.where( |
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438 | nc_pavement_type[:, :] > nc_pavement_type._FillValue, |
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439 | 1, |
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440 | nc_surface_fraction[1, :, :]) |
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441 | nc_surface_fraction[2, :, :] = np.where( |
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442 | nc_water_type[:, :] > nc_water_type._FillValue, |
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443 | 1, |
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444 | nc_surface_fraction[2, :, :]) |
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445 | |
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446 | # Set vegetation |
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447 | # -------------- |
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448 | lad_profile = [0.0, 0.01070122, 0.1070122, 0.3130108, 0.3879193, 0.1712195] |
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449 | for k in range(len(self.zlad)): |
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450 | nc_lad[k, 7:9, 15:17] = lad_profile[k] |
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451 | nc_lad[k, 11:13, 15:17] = lad_profile[k] |
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452 | |
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453 | def finalize(self): |
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454 | """Close file.""" |
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455 | print("Closing file...") |
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456 | |
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457 | self.nc_file.close() |
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458 | |
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459 | |
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460 | if __name__ == '__main__': |
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461 | driver = StaticDriver() |
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462 | driver.write_global_attributes() |
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463 | driver.define_dimensions() |
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464 | driver.define_variables() |
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465 | driver.finalize() |
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