| 1 |  |  | #!/usr/bin/env python | 
            
                                                                                                            
                            
            
                                    
            
            
                | 2 |  |  | # -*- coding: utf-8 -*- | 
            
                                                                                                            
                            
            
                                    
            
            
                | 3 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 4 |  |  | # Copyright (c) 2014-2018 Adam.Dybbroe | 
            
                                                                                                            
                            
            
                                    
            
            
                | 5 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 6 |  |  | # Author(s): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 7 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 8 |  |  | #   Adam.Dybbroe <[email protected]> | 
            
                                                                                                            
                            
            
                                    
            
            
                | 9 |  |  | #   Panu Lahtinen <[email protected]> | 
            
                                                                                                            
                            
            
                                    
            
            
                | 10 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 11 |  |  | # This program is free software: you can redistribute it and/or modify | 
            
                                                                                                            
                            
            
                                    
            
            
                | 12 |  |  | # it under the terms of the GNU General Public License as published by | 
            
                                                                                                            
                            
            
                                    
            
            
                | 13 |  |  | # the Free Software Foundation, either version 3 of the License, or | 
            
                                                                                                            
                            
            
                                    
            
            
                | 14 |  |  | # (at your option) any later version. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 15 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 16 |  |  | # This program is distributed in the hope that it will be useful, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 17 |  |  | # but WITHOUT ANY WARRANTY; without even the implied warranty of | 
            
                                                                                                            
                            
            
                                    
            
            
                | 18 |  |  | # MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the | 
            
                                                                                                            
                            
            
                                    
            
            
                | 19 |  |  | # GNU General Public License for more details. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 20 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 21 |  |  | # You should have received a copy of the GNU General Public License | 
            
                                                                                                            
                            
            
                                    
            
            
                | 22 |  |  | # along with this program.  If not, see <http://www.gnu.org/licenses/>. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 23 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 24 |  |  | """Reading the spectral responses in the internal pyspectral hdf5 format""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 25 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 26 |  |  | import os | 
            
                                                                                                            
                            
            
                                    
            
            
                | 27 |  |  | import numpy as np | 
            
                                                                                                            
                            
            
                                    
            
            
                | 28 |  |  | from glob import glob | 
            
                                                                                                            
                            
            
                                    
            
            
                | 29 |  |  | from os.path import expanduser | 
            
                                                                                                            
                            
            
                                    
            
            
                | 30 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 31 |  |  | import logging | 
            
                                                                                                            
                            
            
                                    
            
            
                | 32 |  |  | LOG = logging.getLogger(__name__) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 33 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 34 |  |  | from pyspectral.config import get_config | 
            
                                                                                                            
                            
            
                                    
            
            
                | 35 |  |  | from pyspectral.utils import WAVE_NUMBER | 
            
                                                                                                            
                            
            
                                    
            
            
                | 36 |  |  | from pyspectral.utils import WAVE_LENGTH | 
            
                                                                                                            
                            
            
                                    
            
            
                | 37 |  |  | from pyspectral.utils import (INSTRUMENTS, download_rsr) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 38 |  |  | from pyspectral.utils import (RSR_DATA_VERSION_FILENAME, RSR_DATA_VERSION) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 39 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 40 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 41 |  |  | class RelativeSpectralResponse(object): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 42 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 43 |  |  |     """Container for the relative spectral response functions for various | 
            
                                                                                                            
                            
            
                                    
            
            
                | 44 |  |  |     satellite imagers | 
            
                                                                                                            
                            
            
                                    
            
            
                | 45 |  |  |     """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 46 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 47 |  |  |     def __init__(self, platform_name=None, instrument=None, **kwargs): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 48 |  |  |         """Create the instance either from platform name and instrument or from | 
            
                                                                                                            
                            
            
                                    
            
            
                | 49 |  |  |         filename and load the data""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 50 |  |  |         self.platform_name = platform_name | 
            
                                                                                                            
                            
            
                                    
            
            
                | 51 |  |  |         self.instrument = instrument | 
            
                                                                                                            
                            
            
                                    
            
            
                | 52 |  |  |         self.filename = None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 53 |  |  |         if not self.instrument or not self.platform_name: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 54 |  |  |             if 'filename' in kwargs: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 55 |  |  |                 self.filename = kwargs['filename'] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 56 |  |  |             else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 57 |  |  |                 raise AttributeError( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 58 |  |  |                     "platform name and sensor or filename must be specified") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 59 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 60 |  |  |             self._check_instrument() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 61 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 62 |  |  |         self.rsr = {} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 63 |  |  |         self.description = "Unknown" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 64 |  |  |         self.band_names = None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 65 |  |  |         self.unit = '1e-6 m' | 
            
                                                                                                            
                            
            
                                    
            
            
                | 66 |  |  |         self.si_scale = 1e-6  # How to scale the wavelengths to become SI unit | 
            
                                                                                                            
                            
            
                                    
            
            
                | 67 |  |  |         self._wavespace = WAVE_LENGTH | 
            
                                                                                                            
                            
            
                                    
            
            
                | 68 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 69 |  |  |         options = get_config() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 70 |  |  |         self.rsr_dir = options['rsr_dir'] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 71 |  |  |         self.do_download = False | 
            
                                                                                                            
                            
            
                                    
            
            
                | 72 |  |  |         self._rsr_data_version_uptodate = False | 
            
                                                                                                            
                            
            
                                    
            
            
                | 73 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 74 |  |  |         if 'download_from_internet' in options and options['download_from_internet']: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 75 |  |  |             self.do_download = True | 
            
                                                                                                            
                            
            
                                    
            
            
                | 76 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 77 |  |  |         if self._get_rsr_data_version() == RSR_DATA_VERSION: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 78 |  |  |             self._rsr_data_version_uptodate = True | 
            
                                                                                                            
                            
            
                                    
            
            
                | 79 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 80 |  |  |         if not self.filename: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 81 |  |  |             self._get_filename() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 82 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 83 |  |  |         if not os.path.exists(self.filename) or not os.path.isfile(self.filename): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 84 |  |  |             errmsg = ('pyspectral RSR file does not exist! Filename = ' + | 
            
                                                                                                            
                            
            
                                    
            
            
                | 85 |  |  |                       str(self.filename)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 86 |  |  |             if self.instrument and self.platform_name: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 87 |  |  |                 fmatch = glob( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 88 |  |  |                     os.path.join(self.rsr_dir, '*{0}*{1}*.h5'.format(self.instrument, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 89 |  |  |                                                                      self.platform_name))) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 90 |  |  |                 errmsg = (errmsg + | 
            
                                                                                                            
                            
            
                                    
            
            
                | 91 |  |  |                           '\nFiles matching instrument and satellite platform' + | 
            
                                                                                                            
                            
            
                                    
            
            
                | 92 |  |  |                           ': ' + str(fmatch)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 93 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 94 |  |  |             raise IOError(errmsg) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 95 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 96 |  |  |         LOG.debug('Filename: %s', str(self.filename)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 97 |  |  |         self.load() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 98 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 99 |  |  |     def _get_rsr_data_version(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 100 |  |  |         """Check the version of the RSR data from the version file in the RSR | 
            
                                                                                                            
                            
            
                                    
            
            
                | 101 |  |  |            directory | 
            
                                                                                                            
                            
            
                                    
            
            
                | 102 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 103 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 104 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 105 |  |  |         rsr_data_version_path = os.path.join(self.rsr_dir, RSR_DATA_VERSION_FILENAME) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 106 |  |  |         if not os.path.exists(rsr_data_version_path): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 107 |  |  |             return "v0.0.0" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 108 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 109 |  |  |         with open(rsr_data_version_path, 'r') as fpt: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 110 |  |  |             # Get the version from the file | 
            
                                                                                                            
                            
            
                                    
            
            
                | 111 |  |  |             return fpt.readline().strip() | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 112 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 113 |  |  |     def _check_instrument(self): | 
            
                                                                        
                            
            
                                    
            
            
                | 114 |  |  |         """Check and try fix instrument name if needed""" | 
            
                                                                        
                            
            
                                    
            
            
                | 115 |  |  |         instr = INSTRUMENTS.get(self.platform_name, self.instrument.lower()) | 
            
                                                                        
                            
            
                                    
            
            
                | 116 |  |  |         if instr != self.instrument: | 
            
                                                                        
                            
            
                                    
            
            
                | 117 |  |  |             self.instrument = instr | 
            
                                                                        
                            
            
                                    
            
            
                | 118 |  |  |             LOG.warning("Inconsistent instrument/satellite input - " + | 
            
                                                                        
                            
            
                                    
            
            
                | 119 |  |  |                         "instrument set to %s", self.instrument) | 
            
                                                                        
                            
            
                                    
            
            
                | 120 |  |  |  | 
            
                                                                        
                            
            
                                    
            
            
                | 121 |  |  |         self.instrument = self.instrument.replace('/', '') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 122 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 123 |  |  |     def _get_filename(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 124 |  |  |         """Get the rsr filname from platform and instrument names, and download if not | 
            
                                                                                                            
                            
            
                                    
            
            
                | 125 |  |  |            available. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 126 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 127 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 128 |  |  |         self.filename = expanduser( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 129 |  |  |             os.path.join(self.rsr_dir, 'rsr_{0}_{1}.h5'.format(self.instrument, | 
            
                                                                                                            
                            
            
                                    
            
            
                | 130 |  |  |                                                                self.platform_name))) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 131 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 132 |  |  |         LOG.debug('Filename: %s', str(self.filename)) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 133 |  |  |         if not os.path.exists(self.filename) or not os.path.isfile(self.filename): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 134 |  |  |             # Try download from the internet! | 
            
                                                                                                            
                            
            
                                    
            
            
                | 135 |  |  |             LOG.warning("No rsr file %s on disk", self.filename) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 136 |  |  |             if self.do_download: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 137 |  |  |                 LOG.info("Will download from internet...") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 138 |  |  |                 download_rsr() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 139 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 140 |  |  |         if not self._rsr_data_version_uptodate: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 141 |  |  |             LOG.warning("rsr data may not be up to date: %s", self.filename) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 142 |  |  |             if self.do_download: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 143 |  |  |                 LOG.info("Will download from internet...") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 144 |  |  |                 download_rsr() | 
            
                                                                                                            
                            
            
                                    
            
            
                | 145 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 146 |  |  |     def load(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 147 |  |  |         """Read the internally formatet hdf5 relative spectral response data""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 148 |  |  |         import h5py | 
            
                                                                                                            
                            
            
                                    
            
            
                | 149 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 150 |  |  |         no_detectors_message = False | 
            
                                                                                                            
                            
            
                                    
            
            
                | 151 |  |  |         with h5py.File(self.filename, 'r') as h5f: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 152 |  |  |             self.band_names = [b.decode('utf-8') for b in h5f.attrs['band_names'].tolist()] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 153 |  |  |             self.description = h5f.attrs['description'].decode('utf-8') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 154 |  |  |             if not self.platform_name: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 155 |  |  |                 try: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 156 |  |  |                     self.platform_name = h5f.attrs['platform_name'].decode('utf-8') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 157 |  |  |                 except KeyError: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 158 |  |  |                     LOG.warning("No platform_name in HDF5 file") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 159 |  |  |                     try: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 160 |  |  |                         self.platform_name = h5f.attrs[ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 161 |  |  |                             'platform'] + '-' + h5f.attrs['satnum'] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 162 |  |  |                     except KeyError: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 163 |  |  |                         LOG.warning( | 
            
                                                                                                            
                            
            
                                    
            
            
                | 164 |  |  |                             "Unable to determine platform name from HDF5 file content") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 165 |  |  |                         self.platform_name = None | 
            
                                                                                                            
                            
            
                                    
            
            
                | 166 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 167 |  |  |             if not self.instrument: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 168 |  |  |                 try: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 169 |  |  |                     self.instrument = h5f.attrs['sensor'].decode('utf-8') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 170 |  |  |                 except KeyError: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 171 |  |  |                     LOG.warning("No sensor name specified in HDF5 file") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 172 |  |  |                     self.instrument = INSTRUMENTS.get(self.platform_name) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 173 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 174 |  |  |             for bandname in self.band_names: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 175 |  |  |                 self.rsr[bandname] = {} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 176 |  |  |                 try: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 177 |  |  |                     num_of_det = h5f[bandname].attrs['number_of_detectors'] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 178 |  |  |                 except KeyError: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 179 |  |  |                     if not no_detectors_message: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 180 |  |  |                         LOG.debug("No detectors found - assume only one...") | 
            
                                                                                                            
                            
            
                                    
            
            
                | 181 |  |  |                     num_of_det = 1 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 182 |  |  |                     no_detectors_message = True | 
            
                                                                                                            
                            
            
                                    
            
            
                | 183 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 184 |  |  |                 for i in range(1, num_of_det + 1): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 185 |  |  |                     dname = 'det-{0:d}'.format(i) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 186 |  |  |                     self.rsr[bandname][dname] = {} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 187 |  |  |                     try: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 188 |  |  |                         resp = h5f[bandname][dname]['response'][:] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 189 |  |  |                     except KeyError: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 190 |  |  |                         resp = h5f[bandname]['response'][:] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 191 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 192 |  |  |                     self.rsr[bandname][dname]['response'] = resp | 
            
                                                                                                            
                            
            
                                    
            
            
                | 193 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 194 |  |  |                     try: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 195 |  |  |                         wvl = (h5f[bandname][dname]['wavelength'][:] * | 
            
                                                                                                            
                            
            
                                    
            
            
                | 196 |  |  |                                h5f[bandname][dname][ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 197 |  |  |                                    'wavelength'].attrs['scale']) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 198 |  |  |                     except KeyError: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 199 |  |  |                         wvl = (h5f[bandname]['wavelength'][:] * | 
            
                                                                                                            
                            
            
                                    
            
            
                | 200 |  |  |                                h5f[bandname]['wavelength'].attrs['scale']) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 201 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 202 |  |  |                     # The wavelength is given in micro meters! | 
            
                                                                                                            
                            
            
                                    
            
            
                | 203 |  |  |                     self.rsr[bandname][dname]['wavelength'] = wvl * 1e6 | 
            
                                                                                                            
                            
            
                                    
            
            
                | 204 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 205 |  |  |                     try: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 206 |  |  |                         central_wvl = h5f[bandname][ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 207 |  |  |                             dname].attrs['central_wavelength'] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 208 |  |  |                     except KeyError: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 209 |  |  |                         central_wvl = h5f[bandname].attrs['central_wavelength'] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 210 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 211 |  |  |                     self.rsr[bandname][dname][ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 212 |  |  |                         'central_wavelength'] = central_wvl | 
            
                                                                                                            
                            
            
                                    
            
            
                | 213 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 214 |  |  |     def integral(self, bandname): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 215 |  |  |         """Calculate the integral of the spectral response function for each | 
            
                                                                                                            
                            
            
                                    
            
            
                | 216 |  |  |         detector. | 
            
                                                                                                            
                            
            
                                    
            
            
                | 217 |  |  |         """ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 218 |  |  |         intg = {} | 
            
                                                                                                            
                            
            
                                    
            
            
                | 219 |  |  |         for det in self.rsr[bandname].keys(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 220 |  |  |             wvl = self.rsr[bandname][det]['wavelength'] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 221 |  |  |             resp = self.rsr[bandname][det]['response'] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 222 |  |  |             intg[det] = np.trapz(resp, wvl) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 223 |  |  |         return intg | 
            
                                                                                                            
                            
            
                                    
            
            
                | 224 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 225 |  |  |     def convert(self): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 226 |  |  |         """Convert spectral response functions from wavelength to wavenumber""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 227 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 228 |  |  |         from pyspectral.utils import (convert2wavenumber, get_central_wave) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 229 |  |  |         if self._wavespace == WAVE_LENGTH: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 230 |  |  |             rsr, info = convert2wavenumber(self.rsr) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 231 |  |  |             for band in rsr.keys(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 232 |  |  |                 for det in rsr[band].keys(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 233 |  |  |                     self.rsr[band][det][WAVE_NUMBER] = rsr[ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 234 |  |  |                         band][det][WAVE_NUMBER] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 235 |  |  |                     self.rsr[band][det]['response'] = rsr[ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 236 |  |  |                         band][det]['response'] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 237 |  |  |                     self.unit = info['unit'] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 238 |  |  |                     self.si_scale = info['si_scale'] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 239 |  |  |             self._wavespace = WAVE_NUMBER | 
            
                                                                                                            
                            
            
                                    
            
            
                | 240 |  |  |             for band in rsr.keys(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 241 |  |  |                 for det in rsr[band].keys(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 242 |  |  |                     self.rsr[band][det]['central_wavenumber'] = \ | 
            
                                                                                                            
                            
            
                                    
            
            
                | 243 |  |  |                         get_central_wave(self.rsr[band][det][WAVE_NUMBER], self.rsr[band][det]['response']) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 244 |  |  |                     del self.rsr[band][det][WAVE_LENGTH] | 
            
                                                                                                            
                            
            
                                    
            
            
                | 245 |  |  |         else: | 
            
                                                                                                            
                            
            
                                    
            
            
                | 246 |  |  |             errmsg = "Conversion from {wn} to {wl} not supported yet".format(wn=WAVE_NUMBER, wl=WAVE_LENGTH) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 247 |  |  |             raise NotImplementedError(errmsg) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 248 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 249 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 250 |  |  | def main(): | 
            
                                                                                                            
                            
            
                                    
            
            
                | 251 |  |  |     """Main""" | 
            
                                                                                                            
                            
            
                                    
            
            
                | 252 |  |  |     modis = RelativeSpectralResponse('EOS-Terra', 'modis') | 
            
                                                                                                            
                            
            
                                    
            
            
                | 253 |  |  |     del(modis) | 
            
                                                                                                            
                            
            
                                    
            
            
                | 254 |  |  |  | 
            
                                                                                                            
                            
            
                                    
            
            
                | 255 |  |  | if __name__ == "__main__": | 
            
                                                                                                            
                                                                
            
                                    
            
            
                | 256 |  |  |     main() | 
            
                                                        
            
                                    
            
            
                | 257 |  |  |  |