m_optproperties.cc

Go to the documentation of this file.

/* Copyright (C) 2002-2012
   Sreerekha T.R. <rekha@uni-bremen.de>
   Claudia Emde <claudia.emde@dlr.de>
   Cory Davies <cory@met.ed.ac.uk>
  
   This program is free software; you can redistribute it and/or
   modify it under the terms of the GNU General Public License as
   published by the Free Software Foundation; either version 2 of the
   License, or (at your option) any later version.
  
   This program is distributed in the hope that it will be useful,
   but WITHOUT ANY WARRANTY; without even the implied warranty of
   MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE.  See the
   GNU General Public License for more details.
  
   You should have received a copy of the GNU General Public License
   along with this program; if not, write to the Free Software
   Foundation, Inc., 59 Temple Place, Suite 330, Boston, MA 02111-1307
   USA. */
 
/*===========================================================================
  === External declarations
  ===========================================================================*/
 
#include <cmath>
#include "arts.h"
#include "exceptions.h"
#include "array.h"
#include "matpackIII.h"
#include "matpackVII.h"
#include "logic.h"
#include "interpolation.h"
#include "messages.h"
#include "xml_io.h"
#include "optproperties.h"
#include "math_funcs.h"
#include "sorting.h"
#include "check_input.h"
#include "auto_md.h" 
 
extern const Numeric PI;
extern const Numeric DEG2RAD;
extern const Numeric RAD2DEG;
 
#define PART_TYPE scat_data_array[i_pt].particle_type
#define F_DATAGRID scat_data_array[i_pt].f_grid
#define T_DATAGRID scat_data_array[i_pt].T_grid
#define ZA_DATAGRID scat_data_array[i_pt].za_grid
#define AA_DATAGRID scat_data_array[i_pt].aa_grid
#define PHA_MAT_DATA_RAW scat_data_array[i_pt].pha_mat_data  //CPD: changed from pha_mat_data
#define EXT_MAT_DATA_RAW scat_data_array[i_pt].ext_mat_data  //which wouldn't let me play with
#define ABS_VEC_DATA_RAW scat_data_array[i_pt].abs_vec_data  //scat_data_array_mono.
#define PND_LIMIT 1e-12 // If particle number density is below this value, 
                        // no transformations will be performed
 
 
/* Workspace method: Doxygen documentation will be auto-generated */
void pha_mat_sptFromData( // Output:
                         Tensor5& pha_mat_spt,
                         // Input:
                         const ArrayOfSingleScatteringData& scat_data_array,
                         const Vector& scat_za_grid,
                         const Vector& scat_aa_grid,
                         const Index& scat_za_index, // propagation directions
                         const Index& scat_aa_index,
                         const Index& f_index,
                         const Vector& f_grid,
                         const Numeric& rtp_temperature,
                         const Tensor4& pnd_field, 
                         const Index& scat_p_index,
                         const Index& scat_lat_index,
                         const Index& scat_lon_index,
                         const Verbosity& verbosity
                         )
{
  CREATE_OUT3;
  
  out3 << "Calculate *pha_mat_spt* from database\n";
 
  const Index N_pt = scat_data_array.nelem();
  const Index stokes_dim = pha_mat_spt.ncols();
 
  if (stokes_dim > 4 || stokes_dim < 1){
    throw runtime_error("The dimension of the stokes vector \n"
                        "must be 1,2,3 or 4");
  }
  
  assert( pha_mat_spt.nshelves() == N_pt );
  
  // Phase matrix in laboratory coordinate system. Dimensions:
  // [frequency, za_inc, aa_inc, stokes_dim, stokes_dim]
  Tensor5 pha_mat_data_int;
  
 
  // Loop over the included particle_types
  for (Index i_pt = 0; i_pt < N_pt; i_pt++)
    {
      // If the particle number density at a specific point in the atmosphere for 
      // the i_pt particle type is zero, we don't need to do the transfromation!
      if (pnd_field(i_pt, scat_p_index, scat_lat_index, scat_lon_index) > PND_LIMIT)
        {
 
          // First we have to transform the data from the coordinate system 
          // used in the database (depending on the kind of particle type 
          // specified by *particle_type*) to the laboratory coordinate sytem.
      
          // Frequency interpolation:
     
          // The data is interpolated on one frequency. 
          pha_mat_data_int.resize(PHA_MAT_DATA_RAW.nshelves(), PHA_MAT_DATA_RAW.nbooks(),
                                  PHA_MAT_DATA_RAW.npages(), PHA_MAT_DATA_RAW.nrows(), 
                                  PHA_MAT_DATA_RAW.ncols());
 
      
          // Gridpositions:
          GridPos freq_gp;
          gridpos(freq_gp, F_DATAGRID, f_grid[f_index]);
 
          GridPos t_gp;
          gridpos(t_gp, T_DATAGRID, rtp_temperature);
 
          // Interpolationweights:
          Vector itw(4);
          interpweights(itw, freq_gp, t_gp);
     
          for (Index i_za_sca = 0; i_za_sca < PHA_MAT_DATA_RAW.nshelves() ; i_za_sca++)
            {
              for (Index i_aa_sca = 0; i_aa_sca < PHA_MAT_DATA_RAW.nbooks(); i_aa_sca++)
                {
                  for (Index i_za_inc = 0; i_za_inc < PHA_MAT_DATA_RAW.npages(); 
                       i_za_inc++)
                    {
                      for (Index i_aa_inc = 0; i_aa_inc < PHA_MAT_DATA_RAW.nrows(); 
                           i_aa_inc++)
                        {  
                          for (Index i = 0; i < PHA_MAT_DATA_RAW.ncols(); i++)
                            {
                              pha_mat_data_int(i_za_sca, 
                                               i_aa_sca, i_za_inc, 
                                               i_aa_inc, i) =
                                interp(itw,
                                       PHA_MAT_DATA_RAW(joker, joker, i_za_sca, 
                                                        i_aa_sca, i_za_inc, 
                                                        i_aa_inc, i),
                                       freq_gp, t_gp);
                            }
                        }
                    }
                }
            }
      
          // Do the transformation into the laboratory coordinate system.
          for (Index za_inc_idx = 0; za_inc_idx < scat_za_grid.nelem(); 
               za_inc_idx ++)
            {
              for (Index aa_inc_idx = 0; aa_inc_idx < scat_aa_grid.nelem(); 
                   aa_inc_idx ++) 
                {
                  pha_matTransform(pha_mat_spt
                                   (i_pt, za_inc_idx, aa_inc_idx, joker, joker),
                                   pha_mat_data_int, 
                                   ZA_DATAGRID, AA_DATAGRID,
                                   PART_TYPE, scat_za_index, scat_aa_index,
                                   za_inc_idx, 
                                   aa_inc_idx, scat_za_grid, scat_aa_grid,
                                   verbosity);
                }
            }
        }
    }
}
  
 
/* Workspace method: Doxygen documentation will be auto-generated */
void pha_mat_sptFromDataDOITOpt(// Output:
                                Tensor5& pha_mat_spt,
                                // Input:
                                const ArrayOfTensor7& pha_mat_sptDOITOpt,
                                const ArrayOfSingleScatteringData& scat_data_array_mono,
                                const Index& doit_za_grid_size,
                                const Vector& scat_aa_grid,
                                const Index& scat_za_index, // propagation directions
                                const Index& scat_aa_index,
                                const Numeric& rtp_temperature,
                                const Tensor4&  pnd_field, 
                                const Index& scat_p_index,
                                const Index&  scat_lat_index,
                                const Index& scat_lon_index,
                                const Verbosity&)
{
  // atmosphere_dim = 3
  if (pnd_field.ncols() > 1)
    {
      assert(pha_mat_sptDOITOpt.nelem() == scat_data_array_mono.nelem());
      // I assume that if the size is o.k. for one particle type is will 
      // also be o.k. for more particle types. 
      assert(pha_mat_sptDOITOpt[0].nlibraries() == scat_data_array_mono[0].T_grid.nelem());
      assert(pha_mat_sptDOITOpt[0].nvitrines() == doit_za_grid_size);
      assert(pha_mat_sptDOITOpt[0].nshelves() == scat_aa_grid.nelem() );
      assert(pha_mat_sptDOITOpt[0].nbooks() == doit_za_grid_size);
      assert(pha_mat_sptDOITOpt[0].npages() == scat_aa_grid.nelem()); 
    }
  
  // atmosphere_dim = 1, only zenith angle required for scattered directions. 
  else if ( pnd_field.ncols() == 1 )
    {
      //assert(is_size(scat_theta, doit_za_grid_size, 1,
      //                doit_za_grid_size, scat_aa_grid.nelem()));
      
      assert(pha_mat_sptDOITOpt.nelem() == scat_data_array_mono.nelem());
      // I assume that if the size is o.k. for one particle type is will 
      // also be o.k. for more particle types. 
      assert(pha_mat_sptDOITOpt[0].nlibraries() == scat_data_array_mono[0].T_grid.nelem());
      assert(pha_mat_sptDOITOpt[0].nvitrines() == doit_za_grid_size);
      assert(pha_mat_sptDOITOpt[0].nshelves() == 1);
      assert(pha_mat_sptDOITOpt[0].nbooks() == doit_za_grid_size);
      assert(pha_mat_sptDOITOpt[0].npages() == scat_aa_grid.nelem()); 
    }
  
  assert(doit_za_grid_size > 0);
  
  // Create equidistant zenith angle grid
  Vector za_grid;
  nlinspace(za_grid, 0, 180, doit_za_grid_size);  
  
  const Index N_pt = scat_data_array_mono.nelem();
  const Index stokes_dim = pha_mat_spt.ncols();
  
  if (stokes_dim > 4 || stokes_dim < 1){
    throw runtime_error("The dimension of the stokes vector \n"
                        "must be 1,2,3 or 4");
  }
  
  assert( pha_mat_spt.nshelves() == N_pt );
 
  GridPos T_gp;
  Vector itw(2);
  
  // Initialisation
  pha_mat_spt = 0.;
 
  // Do the transformation into the laboratory coordinate system.
  for (Index i_pt = 0; i_pt < N_pt; i_pt ++)
    {
      // If the particle number density at a specific point in the atmosphere  
      // for the i_pt particle type is zero, we don't need to do the 
      // transfromation!
      if (pnd_field(i_pt, scat_p_index, scat_lat_index, scat_lon_index) > PND_LIMIT) //TRS
        {
          if( scat_data_array_mono[i_pt].T_grid.nelem() > 1)
            {
              ostringstream os;
              os << "The temperature grid of the scattering data does not cover the \n"
                  "atmospheric temperature at cloud location. The data should \n"
                  "include the value T="<< rtp_temperature << " K. \n";
              chk_interpolation_grids(os.str(), scat_data_array_mono[i_pt].T_grid, rtp_temperature);
              
              // Gridpositions:
              gridpos(T_gp, scat_data_array_mono[i_pt].T_grid, rtp_temperature); 
              // Interpolationweights:
              interpweights(itw, T_gp);
            }
          
          
          
          for (Index za_inc_idx = 0; za_inc_idx < doit_za_grid_size;
               za_inc_idx ++)
            {
              for (Index aa_inc_idx = 0; aa_inc_idx < scat_aa_grid.nelem();
                   aa_inc_idx ++) 
                {
                  if( scat_data_array_mono[i_pt].T_grid.nelem() == 1)
                    {
                      pha_mat_spt(i_pt, za_inc_idx, aa_inc_idx, joker, joker) =
                        pha_mat_sptDOITOpt[i_pt](0, scat_za_index,
                                                 scat_aa_index, za_inc_idx, 
                                                 aa_inc_idx, joker, joker);
                    }
                  
                  // Temperature interpolation
                  else
                    {
                      for (Index i = 0; i< stokes_dim; i++)
                        {
                          for (Index j = 0; j< stokes_dim; j++)
                            {
                              pha_mat_spt(i_pt, za_inc_idx, aa_inc_idx, i, j)=
                                interp(itw,pha_mat_sptDOITOpt[i_pt]
                                       (joker, scat_za_index,
                                        scat_aa_index, za_inc_idx, 
                                        aa_inc_idx, i, j) , T_gp);
                            }
                        }
                    }
                }
            }
        }// TRS
    }
}
 
 
/* Workspace method: Doxygen documentation will be auto-generated */
void opt_prop_sptFromData(// Output and Input:
                          Tensor3& ext_mat_spt,
                          Matrix& abs_vec_spt,
                          // Input:
                          const ArrayOfSingleScatteringData& scat_data_array,
                          const Vector& scat_za_grid,
                          const Vector& scat_aa_grid,
                          const Index& scat_za_index, // propagation directions
                          const Index& scat_aa_index,
                          const Index& f_index,
                          const Vector& f_grid,
                          const Numeric& rtp_temperature, 
                          const Tensor4& pnd_field, 
                          const Index& scat_p_index,
                          const Index& scat_lat_index,
                          const Index& scat_lon_index,
                          const Verbosity& verbosity)
{
  
  const Index N_pt = scat_data_array.nelem();
  const Index stokes_dim = ext_mat_spt.ncols();
  const Numeric za_sca = scat_za_grid[scat_za_index];
  const Numeric aa_sca = scat_aa_grid[scat_aa_index];
  
  if (stokes_dim > 4 || stokes_dim < 1){
    throw runtime_error("The dimension of the stokes vector \n"
                        "must be 1,2,3 or 4");
  }
  
  assert( ext_mat_spt.npages() == N_pt );
  assert( abs_vec_spt.nrows() == N_pt );
 
  // Phase matrix in laboratory coordinate system. Dimensions:
  // [frequency, za_inc, aa_inc, stokes_dim, stokes_dim]
  Tensor3 ext_mat_data_int;
  Tensor3 abs_vec_data_int;
  
  // Initialisation
  ext_mat_spt = 0.;
  abs_vec_spt = 0.;
 
 
  // Loop over the included particle_types
  for (Index i_pt = 0; i_pt < N_pt; i_pt++)
    {
      // If the particle number density at a specific point in the atmosphere for 
      // the i_pt particle type is zero, we don't need to do the transfromation
 
      if (pnd_field(i_pt, scat_p_index, scat_lat_index, scat_lon_index) > PND_LIMIT)
        {
          // First we have to transform the data from the coordinate system 
          // used in the database (depending on the kind of particle type 
          // specified by *particle_type*) to the laboratory coordinate sytem.
      
          // Frequency interpolation:
     
          // The data is interpolated on one frequency. 
          //
          // Resize the variables for the interpolated data:
          //
          ext_mat_data_int.resize(EXT_MAT_DATA_RAW.npages(),
                                  EXT_MAT_DATA_RAW.nrows(), 
                                  EXT_MAT_DATA_RAW.ncols());
          //
          abs_vec_data_int.resize(ABS_VEC_DATA_RAW.npages(),
                                  ABS_VEC_DATA_RAW.nrows(), 
                                  ABS_VEC_DATA_RAW.ncols());
      
      
          // Gridpositions:
          GridPos freq_gp;
          gridpos(freq_gp, F_DATAGRID, f_grid[f_index]); 
          GridPos t_gp;
          Vector itw;
          
          if ( T_DATAGRID.nelem() > 1)
            {
              ostringstream os;
              os << "The temperature grid of the scattering data does not cover the \n"
                    "atmospheric temperature at cloud location. The data should \n"
                    "include the value T="<< rtp_temperature << " K. \n";
              chk_interpolation_grids(os.str(), T_DATAGRID, rtp_temperature);
              
              gridpos(t_gp, T_DATAGRID, rtp_temperature);
          
              // Interpolationweights:
              itw.resize(4);
              interpweights(itw, freq_gp, t_gp);
          
              for (Index i_za_sca = 0; i_za_sca < EXT_MAT_DATA_RAW.npages();
                   i_za_sca++)
                {
                  for(Index i_aa_sca = 0; i_aa_sca < EXT_MAT_DATA_RAW.nrows(); 
                      i_aa_sca++)
                    {
                      //
                      // Interpolation of extinction matrix:
                      //
                      for (Index i = 0; i < EXT_MAT_DATA_RAW.ncols(); i++)
                        {
                          ext_mat_data_int(i_za_sca, i_aa_sca, i) =
                            interp(itw, EXT_MAT_DATA_RAW(joker, joker, 
                                                         i_za_sca, i_aa_sca, i),
                                   freq_gp, t_gp);
                        }
                    }
                }
 
              for (Index i_za_sca = 0; i_za_sca < ABS_VEC_DATA_RAW.npages();
                   i_za_sca++)
                {
                  for(Index i_aa_sca = 0; i_aa_sca < ABS_VEC_DATA_RAW.nrows(); 
                      i_aa_sca++)
                    {
                      //
                      // Interpolation of absorption vector:
                      //
                      for (Index i = 0; i < ABS_VEC_DATA_RAW.ncols(); i++)
                        {
                          abs_vec_data_int(i_za_sca, i_aa_sca, i) =
                            interp(itw, ABS_VEC_DATA_RAW(joker, joker, i_za_sca, 
                                                         i_aa_sca, i),
                                   freq_gp, t_gp);
                        }
                    }
                }
            }
          else 
            {
              // Interpolationweights:
              itw.resize(2);
              interpweights(itw, freq_gp);
          
              for (Index i_za_sca = 0; i_za_sca < EXT_MAT_DATA_RAW.npages();
                   i_za_sca++)
                {
                  for(Index i_aa_sca = 0; i_aa_sca < EXT_MAT_DATA_RAW.nrows(); 
                      i_aa_sca++)
                    {
                      //
                      // Interpolation of extinction matrix:
                      //
                      for (Index i = 0; i < EXT_MAT_DATA_RAW.ncols(); i++)
                        {
                          ext_mat_data_int(i_za_sca, i_aa_sca, i) =
                            interp(itw, EXT_MAT_DATA_RAW(joker, 0, 
                                                         i_za_sca, i_aa_sca, i),
                                   freq_gp);
                        }
                    }
                }
 
              for (Index i_za_sca = 0; i_za_sca < ABS_VEC_DATA_RAW.npages();
                   i_za_sca++)
                {
                  for(Index i_aa_sca = 0; i_aa_sca < ABS_VEC_DATA_RAW.nrows(); 
                      i_aa_sca++)
                    {
                      //
                      // Interpolation of absorption vector:
                      //
                      for (Index i = 0; i < ABS_VEC_DATA_RAW.ncols(); i++)
                        {
                          abs_vec_data_int(i_za_sca, i_aa_sca, i) =
                            interp(itw, ABS_VEC_DATA_RAW(joker, 0, i_za_sca, 
                                                         i_aa_sca, i),
                                   freq_gp);
                        }
                    }
                }
            } 
      
 
          //
          // Do the transformation into the laboratory coordinate system.
          //
          // Extinction matrix:
          //
     
  
          ext_matTransform(ext_mat_spt(i_pt, joker, joker),
                           ext_mat_data_int,
                           ZA_DATAGRID, AA_DATAGRID, PART_TYPE,
                           za_sca, aa_sca,
                           verbosity);
          // 
          // Absorption vector:
          //
          abs_vecTransform(abs_vec_spt(i_pt, joker),
                           abs_vec_data_int,
                           ZA_DATAGRID, AA_DATAGRID, PART_TYPE,
                           za_sca, aa_sca, verbosity);                
        }
 
    }
}
                          
 
/* Workspace method: Doxygen documentation will be auto-generated */
void ext_matAddPart(Tensor3& ext_mat,
                    const Tensor3& ext_mat_spt,
                    const Tensor4& pnd_field,
                    const Index& atmosphere_dim,
                    const Index& scat_p_index,
                    const Index& scat_lat_index,
                    const Index& scat_lon_index,
                    const Verbosity&)
                     
{
  Index N_pt = ext_mat_spt.npages();
  Index stokes_dim = ext_mat_spt.nrows();
  
  Matrix ext_mat_part(stokes_dim, stokes_dim, 0.0);
 
  
  if (stokes_dim > 4 || stokes_dim < 1){
    throw runtime_error(
                        "The dimension of stokes vector can be "
                        "only 1,2,3, or 4");
  }
  if ( ext_mat_spt.ncols() != stokes_dim){
    
    throw runtime_error(" The columns of ext_mat_spt should "
                        "agree to stokes_dim");
  }
 
  if (atmosphere_dim == 1)
    {
      // this is a loop over the different particle types
      for (Index l = 0; l < N_pt; l++)
        { 
          
          // now the last two loops over the stokes dimension.
          for (Index m = 0; m < stokes_dim; m++)
            {
              for (Index n = 0; n < stokes_dim; n++)
                //summation of the product of pnd_field and 
                //ext_mat_spt.
                ext_mat_part(m, n) += 
                  (ext_mat_spt(l, m, n) * pnd_field(l, scat_p_index, 0, 0));
            }
        }
 
      //Add particle extinction matrix to *ext_mat*.
      ext_mat(0, Range(joker), Range(joker)) += ext_mat_part;
    }
 
  if (atmosphere_dim == 3)
    {
      
      // this is a loop over the different particle types
      for (Index l = 0; l < N_pt; l++)
        { 
          
          // now the last two loops over the stokes dimension.
          for (Index m = 0; m < stokes_dim; m++)
            {
              for (Index n = 0; n < stokes_dim; n++)
                //summation of the product of pnd_field and 
                //ext_mat_spt.
                ext_mat_part(m, n) +=  (ext_mat_spt(l, m, n) * 
                                        pnd_field(l, scat_p_index, 
                                                  scat_lat_index, 
                                                  scat_lon_index));
              
            } 
        }
 
      //Add particle extinction matrix to *ext_mat*.
      ext_mat(0, Range(joker), Range(joker)) += ext_mat_part;
 
    }
 
} 
 
 
/* Workspace method: Doxygen documentation will be auto-generated */
void abs_vecAddPart(Matrix& abs_vec,
                    const Matrix& abs_vec_spt,
                    const Tensor4& pnd_field,
                    const Index& atmosphere_dim,
                    const Index& scat_p_index,
                    const Index& scat_lat_index,
                    const Index& scat_lon_index,
                    const Verbosity&)
                    
{
  Index N_pt = abs_vec_spt.nrows();
  Index stokes_dim = abs_vec_spt.ncols();
 
  Vector abs_vec_part(stokes_dim, 0.0);
 
  if ((stokes_dim > 4) || (stokes_dim <1)){
    throw runtime_error("The dimension of stokes vector "
                        "can be only 1,2,3, or 4");
  } 
 
  if (atmosphere_dim == 1)
    {
      // this is a loop over the different particle types
      for (Index l = 0; l < N_pt ; ++l)
        {
          // now the loop over the stokes dimension.
          //(CE:) in the middle was l instead of m
          for (Index m = 0; m < stokes_dim; ++m)
             //summation of the product of pnd_field and 
            //abs_vec_spt.
            abs_vec_part[m] += 
              (abs_vec_spt(l, m) * pnd_field(l, scat_p_index, 0, 0));
          
        }
      //Add the particle absorption
      abs_vec(0, Range(joker)) += abs_vec_part;
    }
  
  if (atmosphere_dim == 3)
    {
      // this is a loop over the different particle types
      for (Index l = 0; l < N_pt ; ++l)
        {
          
          // now the loop over the stokes dimension.
          for (Index m = 0; m < stokes_dim; ++m)
             //summation of the product of pnd_field and 
            //abs_vec_spt.
            abs_vec_part[m] += (abs_vec_spt(l, m) *
                                pnd_field(l, scat_p_index,
                                          scat_lat_index, 
                                          scat_lon_index));
          
        }
      //Add the particle absorption
      abs_vec(0,Range(joker)) += abs_vec_part;
    }
} 
 
 
/* Workspace method: Doxygen documentation will be auto-generated */
void ext_matInit(Tensor3&         ext_mat,
                 const Vector&    f_grid,
                 const Index&     stokes_dim,
                 const Index&     f_index,
                 const Verbosity& verbosity)
{
  CREATE_OUT2;
  
  Index freq_dim;
 
  if( f_index < 0 )
    freq_dim = f_grid.nelem();
  else
    freq_dim = 1;
 
  ext_mat.resize( freq_dim,
                  stokes_dim,
                  stokes_dim );
  ext_mat = 0;                  // Initialize to zero!
 
  out2 << "Set dimensions of ext_mat as ["
       << freq_dim << ","
       << stokes_dim << ","
       << stokes_dim << "] and initialized to 0.\n";
}
 
 
/* Workspace method: Doxygen documentation will be auto-generated */
void ext_matAddGas(Tensor3&      ext_mat,
                   const Tensor4& propmat_clearsky,
                   const Verbosity&)
{
  // Number of Stokes parameters:
  const Index stokes_dim = ext_mat.ncols();
 
  // The second dimension of ext_mat must also match the number of
  // Stokes parameters:
  if ( stokes_dim != ext_mat.nrows() )
    throw runtime_error("Row dimension of ext_mat inconsistent with "
                        "column dimension.");
  if ( stokes_dim != propmat_clearsky.ncols() )
    throw runtime_error("Col dimension of propmat_clearsky "
                        "inconsistent with col dimension in ext_mat.");
 
  // Number of frequencies:
  const Index f_dim = ext_mat.npages();
 
  // This must be consistent with the second dimension of
  // propmat_clearsky. Check this:
  if ( f_dim != propmat_clearsky.npages() )
    throw runtime_error("Frequency dimension of ext_mat and propmat_clearsky\n"
                        "are inconsistent in ext_matAddGas.");
 
  // Sum up absorption over all species.
  // This gives us an absorption vector for all frequencies. Of course
  // this includes the special case that there is only one frequency.
  Tensor3 abs_total(f_dim,stokes_dim,stokes_dim);
  abs_total = 0;
  
//   for ( Index i=0; i<f_dim; ++i )
//     abs_total[i] = abs_scalar_gas(i,joker).sum();
  for ( Index iv=0; iv<f_dim; ++iv )
        for ( Index is1=0; is1<stokes_dim; ++is1 )
              for ( Index is2=0; is2<stokes_dim; ++is2 )
                    abs_total(iv,is1,is2) += propmat_clearsky(joker,iv,is1,is2).sum();
  
    // Add the absorption value to all the elements:
      ext_mat += abs_total;
      
}
 
 
/* Workspace method: Doxygen documentation will be auto-generated */
void abs_vecInit(Matrix&       abs_vec,
                 const Vector& f_grid,
                 const Index&  stokes_dim,
                 const Index&  f_index,
                 const Verbosity& verbosity)
{
  CREATE_OUT2;
  
  Index freq_dim;
 
  if( f_index < 0 )
    freq_dim = f_grid.nelem();
  else
    freq_dim = 1;
 
  abs_vec.resize( freq_dim,
                  stokes_dim );
  abs_vec = 0;                  // Initialize to zero!
 
  out2 << "Set dimensions of abs_vec as ["
       << freq_dim << ","
       << stokes_dim << "] and initialized to 0.\n";
}
 
 
/* Workspace method: Doxygen documentation will be auto-generated */
void abs_vecAddGas(Matrix&       abs_vec,
                   const Tensor4& propmat_clearsky,
                   const Verbosity&)
{
  // Number of frequencies:
  const Index f_dim = abs_vec.nrows();
  const Index stokes_dim = abs_vec.ncols();
  
  // This must be consistent with the second dimension of
  // propmat_clearsky. Check this:
  if ( f_dim != propmat_clearsky.npages() )
    throw runtime_error("Frequency dimension of abs_vec and propmat_clearsky\n"
                        "are inconsistent in abs_vecAddGas.");
  if ( stokes_dim != propmat_clearsky.ncols() )
    throw runtime_error("Stokes dimension of abs_vec and propmat_clearsky\n"
                        "are inconsistent in abs_vecAddGas.");
    
  // Loop all frequencies. Of course this includes the special case
  // that there is only one frequency.
  for ( Index i=0; i<f_dim; ++i )
    {
      // Sum up the columns of propmat_clearsky and add to the first
      // element of abs_vec.
      for(Index is = 0; is < stokes_dim;is++)
        abs_vec(i,is) += propmat_clearsky(joker,i,is,0).sum();
    }
 
  // We don't have to do anything about higher elements of abs_vec,
  // since scalar gas absorption only influences the first element.
}
 
 
/* Workspace method: Doxygen documentation will be auto-generated */
/*
void ext_matAddGasZeeman( Tensor3&      ext_mat,
                          const Tensor3&  ext_mat_zee,
                          const Verbosity&)
{
  // Number of Stokes parameters:
  const Index stokes_dim = ext_mat.ncols();
 
  // The second dimension of ext_mat must also match the number of
  // Stokes parameters:
  if ( stokes_dim != ext_mat.nrows() )
    throw runtime_error("Row dimension of ext_mat inconsistent with "
                        "column dimension."); 
 
  for ( Index i=0; i<stokes_dim; ++i )
    {
      for ( Index j=0; j<stokes_dim; ++j )
        {
          // Add the zeeman extinction to extinction matrix.
          ext_mat(joker,i,j) += ext_mat_zee(joker, i, j);
        }
      
    }
}
*/
 
 
/* Workspace method: Doxygen documentation will be auto-generated */
/*
void abs_vecAddGasZeeman( Matrix&      abs_vec,
                          const Matrix& abs_vec_zee,
                          const Verbosity&)
{
  // Number of Stokes parameters:
  const Index stokes_dim = abs_vec_zee.ncols();
  // that there is only one frequency.
  for ( Index j=0; j<stokes_dim; ++j )
    {
      abs_vec(joker,j) += abs_vec_zee(joker,j);
    }
}
*/
 
 
/* Workspace method: Doxygen documentation will be auto-generated */
void pha_matCalc(Tensor4& pha_mat,
                 const Tensor5& pha_mat_spt,
                 const Tensor4& pnd_field,
                 const Index& atmosphere_dim,
                 const Index& scat_p_index,
                 const Index& scat_lat_index,
                 const Index& scat_lon_index,
                 const Verbosity&)
{
 
  Index N_pt = pha_mat_spt.nshelves();
  Index Nza = pha_mat_spt.nbooks();
  Index Naa = pha_mat_spt.npages();
  Index stokes_dim = pha_mat_spt.nrows();
 
  pha_mat.resize(Nza, Naa, stokes_dim, stokes_dim);
 
  // Initialisation
  pha_mat = 0.0;
          
  if (atmosphere_dim == 1)
    {
      // this is a loop over the different particle types
      for (Index pt_index = 0; pt_index < N_pt; ++ pt_index)
        {
          // these are loops over zenith angle and azimuth angle
          for (Index za_index = 0; za_index < Nza; ++ za_index)
            {
              for (Index aa_index = 0; aa_index < Naa; ++ aa_index)
                {
                  
                  // now the last two loops over the stokes dimension.
                  for (Index stokes_index_1 = 0; stokes_index_1 < stokes_dim; 
                       ++  stokes_index_1)
                    {
                      for (Index stokes_index_2 = 0; stokes_index_2 < stokes_dim;
                           ++ stokes_index_2)
                         //summation of the product of pnd_field and 
                          //pha_mat_spt.
                        pha_mat(za_index, aa_index,  
                                     stokes_index_1, stokes_index_2) += 
                          
                          (pha_mat_spt(pt_index, za_index, aa_index,  
                                       stokes_index_1, stokes_index_2) * 
                           pnd_field(pt_index,scat_p_index, 0, 0));
                    }
                }
            }
        }
    }
          
  if (atmosphere_dim == 3)
    {
      // this is a loop over the different particle types
      for (Index pt_index = 0; pt_index < N_pt; ++ pt_index)
        {
          
          // these are loops over zenith angle and azimuth angle
          for (Index za_index = 0; za_index < Nza; ++ za_index)
            {
              for (Index aa_index = 0; aa_index < Naa; ++ aa_index)
                {
                  
                  // now the last two loops over the stokes dimension.
                  for (Index i = 0;  i < stokes_dim; ++  i)
                    {
                      for (Index j = 0; j < stokes_dim; ++ j)
                        {
                          //summation of the product of pnd_field and 
                          //pha_mat_spt.
                          pha_mat(za_index, aa_index, i,j ) += 
                            (pha_mat_spt(pt_index, za_index, aa_index, i, j) * 
                             pnd_field(pt_index, scat_p_index,  
                                       scat_lat_index, scat_lon_index));
                          
                          
                        } 
                    }   
                }
            }           
        }       
    }           
}
 
 
 
/* Workspace method: Doxygen documentation will be auto-generated */
void scat_data_arrayCheck(//Input:
                        const ArrayOfSingleScatteringData& scat_data_array,
                        const Numeric& threshold,
                        const Verbosity& verbosity)
{
  CREATE_OUT2;
 
/* JM121024: we do not really need to write the scatt_data to file again. we
             usually have just read them in a couple of commands before!?
             if wanted/needed for debug cases, just uncomment the 2 lines below */
//  xml_write_to_file("SingleScatteringData", scat_data_array, FILE_TYPE_ASCII,
//                    verbosity);
  
  const Index N_pt = scat_data_array.nelem();
  
  // Loop over the included particle_types
  for (Index i_pt = 0; i_pt < N_pt; i_pt++)
    {
      out2 << "  particle " << i_pt << "\n";
 
      switch (PART_TYPE){
 
        case PARTICLE_TYPE_MACROS_ISO:
          {
            for (Index f = 0; f < F_DATAGRID.nelem(); f++)
              {
                out2 << "frequency " << F_DATAGRID[f] << "Hz\n";
                for (Index t = 0; t < T_DATAGRID.nelem(); t++)
                  {
                    out2 << "Temperature " << T_DATAGRID[t] << "K\n";
 
                    Numeric Csca = AngIntegrate_trapezoid
                      (PHA_MAT_DATA_RAW(f, t, joker, 0, 0, 0, 0), ZA_DATAGRID);
 
                    Numeric Cext_data = EXT_MAT_DATA_RAW(f,t,0,0,0);
 
                    Numeric Cabs = Cext_data - Csca;
 
                    Numeric Cabs_data = ABS_VEC_DATA_RAW(f,t,0,0,0);
 
                    Numeric Csca_data = Cext_data - Cabs_data;
 
 
                    out2 << "  Coefficients in database: "
                         << "Cext: " << Cext_data << " Cabs: " << Cabs_data
                         << " Csca: " << Csca_data << "\n"
                         << "  Calculated coefficients: "
                         << "Cabs calc: " << Cabs   
                         << " Csca calc: " << Csca << "\n"
                         << "  Deviations "
                         << "Cabs: " << 1e2*Cabs/Cabs_data-1e2
                         << "% Csca: " << 1e2*Csca/Csca_data-1e2
                         << "% Alb: " << (Csca-Csca_data)/Cext_data << "\n";
 
 
//                    if (abs(Csca/Csca_data-1.)*Csca_data/Cext_data > threshold)
//                  equivalent to the above (it's actually the (absolute) albedo
//                  deviation!)
                    if (abs(Csca-Csca_data)/Cext_data > threshold)
                      {
                        ostringstream os;
                        os << "  Deviations in scat_data_array too large:\n"
                           << "  scat dev [%] " << 1e2*Csca/Csca_data-1e2
                           << " at albedo of " << Csca_data/Cext_data << "\n"
                           << "  Check entry for particle " << i_pt << " at "
                           << f << ".frequency and " << t << ".temperature!\n";
                        throw runtime_error( os.str() );
                      }
                  }
               }
            break;
          }
 
        default:
          {
            CREATE_OUT0;
            out0 << "  WARNING:\n"
                 << "  scat_data_array consistency check not implemented (yet?!) for\n"
                 << "  particle type " << PART_TYPE << "!\n";
          }
      }
    }
}
 
 
 
/* Workspace method: Doxygen documentation will be auto-generated */
void DoitScatteringDataPrepare(//Output:
                               ArrayOfTensor7& pha_mat_sptDOITOpt,
                               ArrayOfSingleScatteringData& scat_data_array_mono,
                               //Input:
                               const Index& doit_za_grid_size,
                               const Vector& scat_aa_grid,
                               const ArrayOfSingleScatteringData&
                               scat_data_array,
                               const Vector& f_grid,
                               const Index& f_index,
                               const Index& atmosphere_dim,
                               const Index& stokes_dim,
                               const Verbosity& verbosity)
{
  
  // Interpolate all the data in frequency
  scat_data_array_monoCalc(scat_data_array_mono, scat_data_array, f_grid, f_index, verbosity);
  
  // For 1D calculation the scat_aa dimension is not required:
  Index N_aa_sca;
  if(atmosphere_dim == 1)
    N_aa_sca = 1;
  else
    N_aa_sca = scat_aa_grid.nelem();
  
  Vector za_grid;
  nlinspace(za_grid, 0, 180, doit_za_grid_size);
 
  assert( scat_data_array.nelem() == scat_data_array_mono.nelem() );
  
  Index N_pt = scat_data_array.nelem();  
  
  pha_mat_sptDOITOpt.resize(N_pt);
 
  for (Index i_pt = 0; i_pt < N_pt; i_pt++)
    {
      Index N_T = scat_data_array_mono[i_pt].T_grid.nelem();
      pha_mat_sptDOITOpt[i_pt].resize(N_T, doit_za_grid_size, N_aa_sca, 
                                      doit_za_grid_size, scat_aa_grid.nelem(), 
                                      stokes_dim, stokes_dim);
      
      //    Initialize:
      pha_mat_sptDOITOpt[i_pt]= 0.;
   
      // Calculate all scattering angles for all combinations of incoming 
      // and scattered directions and interpolation.
      for (Index t_idx = 0; t_idx < N_T; t_idx ++)
        {
          // These are the scattered directions as called in *scat_field_calc*
          for (Index za_sca_idx = 0; za_sca_idx < doit_za_grid_size; za_sca_idx ++)
            {
              for (Index aa_sca_idx = 0; aa_sca_idx < N_aa_sca; aa_sca_idx ++)
                {
                  // Integration is performed over all incoming directions
                  for (Index za_inc_idx = 0; za_inc_idx < doit_za_grid_size;
                       za_inc_idx ++)
                    {
                      for (Index aa_inc_idx = 0; aa_inc_idx <
                             scat_aa_grid.nelem();
                           aa_inc_idx ++)
                        {
                          pha_matTransform(pha_mat_sptDOITOpt[i_pt]
                                           (t_idx, za_sca_idx,            
                                            aa_sca_idx, za_inc_idx, aa_inc_idx,
                                            joker, joker),
                                           scat_data_array_mono[i_pt].
                                           pha_mat_data
                                           (0,t_idx,joker,joker,joker,
                                            joker,joker),
                                           scat_data_array_mono[i_pt].za_grid,
                                           scat_data_array_mono[i_pt].aa_grid,
                                           scat_data_array_mono[i_pt].particle_type,
                                           za_sca_idx,
                                           aa_sca_idx,
                                           za_inc_idx,
                                           aa_inc_idx,
                                           za_grid,
                                           scat_aa_grid,
                                           verbosity);
                        }
                    }
                }
            }
        }
    }
 } 
 
 
/* Workspace method: Doxygen documentation will be auto-generated */
void scat_data_array_monoCalc(ArrayOfSingleScatteringData& scat_data_array_mono,
                        const ArrayOfSingleScatteringData& scat_data_array,
                        const Vector& f_grid,
                        const Index& f_index,
                        const Verbosity&)
{
  //Extrapolation factor:
  //const Numeric extpolfac = 0.5;
  
  // Check, whether single scattering data contains the right frequencies:
  // The check was changed to allow extrapolation at the boundaries of the 
  // frequency grid.
  for (Index i = 0; i<scat_data_array.nelem(); i++)
    {
      // check with extrapolation
      chk_interpolation_grids("scat_data_array.f_grid to f_grid",
                              scat_data_array[i].f_grid,
                              f_grid[f_index]);
      
      // old check without extrapolation
      /*if (scat_data_array[i].f_grid[0] > f_grid[f_index] || 
          scat_data_array[i].f_grid[scat_data_array[i].f_grid.nelem()-1] < f_grid[f_index])
        {
          ostringstream os;
          os << "Frequency of the scattering calculation " << f_grid[f_index] 
             << " GHz is not contained \nin the frequency grid of the " << i+1 
             << "the single scattering data file \n(*ParticleTypeAdd*). "
             << "Range:"  << scat_data_array[i].f_grid[0]/1e9 <<" - "
             << scat_data_array[i].f_grid[scat_data_array[i].f_grid.nelem()-1]/1e9
             <<" GHz \n";
          throw runtime_error( os.str() );
        }*/
    }
 
  const Index N_pt = scat_data_array.nelem();
  
  //Initialise scat_data_array_mono
  scat_data_array_mono.resize(N_pt);
  
  // Loop over the included particle_types
  for (Index i_pt = 0; i_pt < N_pt; i_pt++)
    {
      // Gridpositions:
      GridPos freq_gp;
      gridpos(freq_gp, F_DATAGRID, f_grid[f_index]); 
      
      // Interpolationweights:
      Vector itw(2);
      interpweights(itw, freq_gp);
 
      //Stuff that doesn't need interpolating
      scat_data_array_mono[i_pt].particle_type=PART_TYPE;
      scat_data_array_mono[i_pt].f_grid.resize(1);
      scat_data_array_mono[i_pt].f_grid=f_grid[f_index];
      scat_data_array_mono[i_pt].T_grid=scat_data_array[i_pt].T_grid;
      scat_data_array_mono[i_pt].za_grid=ZA_DATAGRID;
      scat_data_array_mono[i_pt].aa_grid=AA_DATAGRID;
          
      //Phase matrix data
      scat_data_array_mono[i_pt].pha_mat_data.resize(1,
                                               PHA_MAT_DATA_RAW.nvitrines(),
                                               PHA_MAT_DATA_RAW.nshelves(),
                                               PHA_MAT_DATA_RAW.nbooks(),
                                               PHA_MAT_DATA_RAW.npages(),
                                               PHA_MAT_DATA_RAW.nrows(),
                                               PHA_MAT_DATA_RAW.ncols());
      
      for (Index t_index = 0; t_index < PHA_MAT_DATA_RAW.nvitrines(); t_index ++)
        {
          for (Index i_za_sca = 0; i_za_sca < PHA_MAT_DATA_RAW.nshelves();
               i_za_sca++)
            {
              for (Index i_aa_sca = 0; i_aa_sca < PHA_MAT_DATA_RAW.nbooks();
                   i_aa_sca++)
                {
                  for (Index i_za_inc = 0; i_za_inc < 
                         PHA_MAT_DATA_RAW.npages(); 
                       i_za_inc++)
                    {
                      for (Index i_aa_inc = 0; 
                           i_aa_inc < PHA_MAT_DATA_RAW.nrows(); 
                           i_aa_inc++)
                        {  
                          for (Index i = 0; i < PHA_MAT_DATA_RAW.ncols(); i++)
                            {
                              scat_data_array_mono[i_pt].pha_mat_data(0, t_index, 
                                                                i_za_sca, 
                                                                i_aa_sca,
                                                                i_za_inc, 
                                                                i_aa_inc, i) =
                                interp(itw,
                                       PHA_MAT_DATA_RAW(joker, t_index,
                                                        i_za_sca, 
                                                        i_aa_sca, i_za_inc, 
                                                        i_aa_inc, i),
                                       freq_gp);
                            }
                        }
                    }
                }
            }
          //Extinction matrix data
          scat_data_array_mono[i_pt].ext_mat_data.resize(1, T_DATAGRID.nelem(), 
                                                   EXT_MAT_DATA_RAW.npages(),
                                                   EXT_MAT_DATA_RAW.nrows(),
                                                   EXT_MAT_DATA_RAW.ncols());
          for (Index i_za_sca = 0; i_za_sca < EXT_MAT_DATA_RAW.npages();
               i_za_sca++)
            {
              for(Index i_aa_sca = 0; i_aa_sca < EXT_MAT_DATA_RAW.nrows();
                  i_aa_sca++)
                {
                  //
                  // Interpolation of extinction matrix:
                  //
                  for (Index i = 0; i < EXT_MAT_DATA_RAW.ncols(); i++)
                    {
                      scat_data_array_mono[i_pt].ext_mat_data(0, t_index, 
                                                        i_za_sca, i_aa_sca, i)
                        = interp(itw, EXT_MAT_DATA_RAW(joker, t_index, i_za_sca,
                                                       i_aa_sca, i),
                                 freq_gp);
                    }
                }
            }
          //Absorption vector data
          scat_data_array_mono[i_pt].abs_vec_data.resize(1, T_DATAGRID.nelem(),
                                                   ABS_VEC_DATA_RAW.npages(),
                                                   ABS_VEC_DATA_RAW.nrows(),
                                                   ABS_VEC_DATA_RAW.ncols());
          for (Index i_za_sca = 0; i_za_sca < ABS_VEC_DATA_RAW.npages() ;
               i_za_sca++)
            {
              for(Index i_aa_sca = 0; i_aa_sca < ABS_VEC_DATA_RAW.nrows();
                  i_aa_sca++)
                {
                  //
                  // Interpolation of absorption vector:
                  //
                  for (Index i = 0; i < ABS_VEC_DATA_RAW.ncols(); i++)
                    {
                      scat_data_array_mono[i_pt].abs_vec_data(0, t_index, i_za_sca,
                                                        i_aa_sca, i) =
                        interp(itw, ABS_VEC_DATA_RAW(joker, t_index, i_za_sca,
                                                     i_aa_sca, i),
                               freq_gp);
                    }
                }
            }
        }
    }
}
 
 
/* Workspace method: Doxygen documentation will be auto-generated */
void opt_prop_sptFromMonoData(// Output and Input:
                              Tensor3& ext_mat_spt,
                              Matrix& abs_vec_spt,
                              // Input:
                              const ArrayOfSingleScatteringData& scat_data_array_mono,
                              const Vector& scat_za_grid,
                              const Vector& scat_aa_grid,
                              const Index& scat_za_index, // propagation directions
                              const Index& scat_aa_index,
                              const Numeric& rtp_temperature,
                              const Tensor4& pnd_field, 
                              const Index& scat_p_index,
                              const Index& scat_lat_index,
                              const Index& scat_lon_index,
                              const Verbosity& verbosity)
{
  const Index N_pt = scat_data_array_mono.nelem();
  const Index stokes_dim = ext_mat_spt.ncols();
  const Numeric za_sca = scat_za_grid[scat_za_index];
  const Numeric aa_sca = scat_aa_grid[scat_aa_index];
  
  if (stokes_dim > 4 || stokes_dim < 1){
    throw runtime_error("The dimension of the stokes vector \n"
                         "must be 1,2,3 or 4");
  }
  
  assert( ext_mat_spt.npages() == N_pt );
  assert( abs_vec_spt.nrows() == N_pt );
 
  // Initialisation
  ext_mat_spt = 0.;
  abs_vec_spt = 0.;
 
  GridPos t_gp;
  
  Vector itw(2);
  
  // Loop over the included particle_types
  for (Index i_pt = 0; i_pt < N_pt; i_pt++)
    {
      // If the particle number density at a specific point in the atmosphere for 
      // the i_pt particle type is zero, we don't need to do the transfromation!
      if (pnd_field(i_pt, scat_p_index, scat_lat_index, scat_lon_index) > PND_LIMIT)
        {
 
          // First we have to transform the data from the coordinate system 
          // used in the database (depending on the kind of particle type 
          // specified by *particle_type*) to the laboratory coordinate sytem. 
          
          //
          // Do the transformation into the laboratory coordinate system.
          //
          // Extinction matrix:
          //
          Index ext_npages = scat_data_array_mono[i_pt].ext_mat_data.npages();  
          Index ext_nrows = scat_data_array_mono[i_pt].ext_mat_data.nrows();  
          Index ext_ncols = scat_data_array_mono[i_pt].ext_mat_data.ncols();  
          Index abs_npages = scat_data_array_mono[i_pt].abs_vec_data.npages();  
          Index abs_nrows = scat_data_array_mono[i_pt].abs_vec_data.nrows();  
          Index abs_ncols = scat_data_array_mono[i_pt].abs_vec_data.ncols();  
          Tensor3 ext_mat_data1temp(ext_npages,ext_nrows,ext_ncols,0.0);
          Tensor3 abs_vec_data1temp(abs_npages,abs_nrows,abs_ncols,0.0);
 
          //Check that scattering data temperature range covers required temperature
          ConstVectorView t_grid = scat_data_array_mono[i_pt].T_grid;
      
          if (t_grid.nelem() > 1)
            {
              //   if ((rtp_temperature<t_grid[0])||(rtp_temperature>t_grid[t_grid.nelem()-1]))
              //             {
              //               throw runtime_error("rtp_temperature outside scattering data temperature range");
              //             }
          
              //interpolate over temperature
              gridpos(t_gp, scat_data_array_mono[i_pt].T_grid, rtp_temperature);
              interpweights(itw, t_gp);
              for (Index i_p = 0; i_p < ext_npages ; i_p++)
                {
                  for (Index i_r = 0; i_r < ext_nrows ; i_r++)
                    {
                      for (Index i_c = 0; i_c < ext_ncols ; i_c++)
                        {
                          ext_mat_data1temp(i_p,i_r,i_c)=interp(itw,
                                                                scat_data_array_mono[i_pt].ext_mat_data(0,joker,i_p,i_r,i_c),t_gp);
                        }
                    }
                }
            }
          else 
            {
              ext_mat_data1temp = 
                scat_data_array_mono[i_pt].ext_mat_data(0,0,joker,joker,joker);
            }
      
          ext_matTransform(ext_mat_spt(i_pt, joker, joker),
                           ext_mat_data1temp,
                           scat_data_array_mono[i_pt].za_grid, 
                           scat_data_array_mono[i_pt].aa_grid, 
                           scat_data_array_mono[i_pt].particle_type,
                           za_sca, aa_sca,
                           verbosity);
          // 
          // Absorption vector:
          //
     
          if (t_grid.nelem() > 1)
            {
              //interpolate over temperature
              for (Index i_p = 0; i_p < abs_npages ; i_p++)
                {
                  for (Index i_r = 0; i_r < abs_nrows ; i_r++)
                    {
                      for (Index i_c = 0; i_c < abs_ncols ; i_c++)
                        {
                          abs_vec_data1temp(i_p,i_r,i_c)=interp(itw,
                                                                scat_data_array_mono[i_pt].abs_vec_data(0,joker,i_p,i_r,i_c),t_gp);
                        }
                    }
                }
            }
          else
            {
              abs_vec_data1temp = 
                scat_data_array_mono[i_pt].abs_vec_data(0,0,joker,joker,joker);
            }
      
          abs_vecTransform(abs_vec_spt(i_pt, joker),
                           abs_vec_data1temp,
                           scat_data_array_mono[i_pt].za_grid, 
                           scat_data_array_mono[i_pt].aa_grid, 
                           scat_data_array_mono[i_pt].particle_type,
                           za_sca, aa_sca,
                           verbosity);                
        }
 
    }
}
 
 
/* Workspace method: Doxygen documentation will be auto-generated */
void pha_mat_sptFromMonoData(// Output:
                             Tensor5& pha_mat_spt,
                             // Input:
                             const ArrayOfSingleScatteringData& scat_data_array_mono,
                             const Index& doit_za_grid_size,
                             const Vector& scat_aa_grid,
                             const Index& scat_za_index, // propagation directions
                             const Index& scat_aa_index,
                             const Numeric& rtp_temperature,
                             const Tensor4& pnd_field, 
                             const Index& scat_p_index,
                             const Index& scat_lat_index,
                             const Index& scat_lon_index,
                             const Verbosity& verbosity)
{
  CREATE_OUT3;
  
  out3 << "Calculate *pha_mat_spt* from scat_data_array_mono. \n";
  
  Vector za_grid;
  nlinspace(za_grid, 0, 180, doit_za_grid_size); 
 
  const Index N_pt = scat_data_array_mono.nelem();
  const Index stokes_dim = pha_mat_spt.ncols();
 
 
 
  if (stokes_dim > 4 || stokes_dim < 1){
    throw runtime_error("The dimension of the stokes vector \n"
                        "must be 1,2,3 or 4");
  }
  
  assert( pha_mat_spt.nshelves() == N_pt );
  
  GridPos T_gp;
  Vector itw(2);
 
  // Initialisation
  pha_mat_spt = 0.;
  
  for (Index i_pt = 0; i_pt < N_pt; i_pt ++)
    { 
      // If the particle number density at a specific point in the atmosphere 
      // for the i_pt particle type is zero, we don't need to do the 
      // transfromation!
      if (pnd_field(i_pt, scat_p_index, scat_lat_index, scat_lon_index) >
          PND_LIMIT)
        { 
          // Temporary phase matrix wich icludes the all temperatures.
          Tensor3 pha_mat_spt_tmp(scat_data_array_mono[i_pt].T_grid.nelem(), 
                                  pha_mat_spt.nrows(), pha_mat_spt.ncols());
  
          pha_mat_spt_tmp = 0.; 
      
          if( scat_data_array_mono[i_pt].T_grid.nelem() > 1)
            {
              ostringstream os;
              os << "The temperature grid of the scattering data does not cover the \n"
                    "atmospheric temperature at cloud location. The data should \n"
                    "include the value T="<< rtp_temperature << " K. \n";
              chk_interpolation_grids(os.str(), scat_data_array_mono[i_pt].T_grid, rtp_temperature);
              
              // Gridpositions:
              gridpos(T_gp, scat_data_array_mono[i_pt].T_grid, rtp_temperature); 
              // Interpolationweights:
              interpweights(itw, T_gp);
            }
      
          // Do the transformation into the laboratory coordinate system.
          for (Index za_inc_idx = 0; za_inc_idx < doit_za_grid_size;
               za_inc_idx ++)
            {
              for (Index aa_inc_idx = 0; aa_inc_idx < scat_aa_grid.nelem();
                   aa_inc_idx ++) 
                {
                  for (Index t_idx = 0; t_idx < 
                         scat_data_array_mono[i_pt].T_grid.nelem();
                       t_idx ++)
                    {
                      pha_matTransform( pha_mat_spt_tmp(t_idx, joker, joker),
                                        scat_data_array_mono[i_pt].
                                        pha_mat_data
                                        (0,0,joker,joker,joker,
                                         joker,joker),
                                        scat_data_array_mono[i_pt].za_grid, 
                                        scat_data_array_mono[i_pt].aa_grid,
                                        scat_data_array_mono[i_pt].particle_type,
                                        scat_za_index, scat_aa_index, 
                                        za_inc_idx, 
                                        aa_inc_idx, za_grid, scat_aa_grid,
                                        verbosity );
                    }
                  // Temperature interpolation
                  if( scat_data_array_mono[i_pt].T_grid.nelem() > 1)
                    {
                      for (Index i = 0; i< stokes_dim; i++)
                        {
                          for (Index j = 0; j< stokes_dim; j++)
                            {
                              pha_mat_spt(i_pt, za_inc_idx, aa_inc_idx, i, j)=
                                interp(itw, pha_mat_spt_tmp(joker, i, j), T_gp);
                            }
                        }
                    }
                  else // no temperatue interpolation required
                    {
                      pha_mat_spt(i_pt, za_inc_idx, aa_inc_idx, joker, joker) =
                        pha_mat_spt_tmp(0, joker, joker);
                    }
                }
            }
        }
    }
}
 
 
/* Workspace method: Doxygen documentation will be auto-generated */
void ScatteringMergeParticles1D(//WS Output:
                                Tensor4& pnd_field,
                                ArrayOfSingleScatteringData& scat_data_array,
                                //WS Input:
                                const Index& atmosphere_dim,
                                const Index& cloudbox_on,
                                const ArrayOfIndex& cloudbox_limits,
                                const Tensor3& t_field,
                                const Tensor3& z_field,
                                const Matrix& z_surface,
                                const Index& cloudbox_checked,
                                const Verbosity& /*verbosity*/)
{
    if (!cloudbox_checked)
        throw std::runtime_error("You must call *cloudbox_checkedCalc* before this method.");
    
    if (atmosphere_dim != 1)
        throw std::runtime_error("Merging particles only works with a 1D atmoshere");
 
    // Cloudbox on/off?
    if ( !cloudbox_on )
    {
        /* Must initialise pnd_field anyway; but empty */
        pnd_field.resize(0, 0, 0, 0);
        return;
    }
    
    // ------- setup new pnd_field and scat_data_array -------------------
    ArrayOfIndex limits(2);
    //pressure
    limits[0] = cloudbox_limits[0];
    limits[1] = cloudbox_limits[1] + 1;
 
    Tensor4 pnd_field_merged(limits[1] - limits[0],
                          limits[1] - limits[0],
                          1,
                          1,
                          0.);
 
    ArrayOfSingleScatteringData scat_data_array_merged;
    
    scat_data_array_merged.resize(pnd_field_merged.nbooks());
    for (Index sp = 0; sp < scat_data_array_merged.nelem(); sp++)
    {
        SingleScatteringData &this_part = scat_data_array_merged[sp];
        this_part.particle_type = scat_data_array[0].particle_type;
        this_part.description = "Merged particles";
        this_part.f_grid = scat_data_array[0].f_grid;
        this_part.za_grid = scat_data_array[0].za_grid;
        this_part.aa_grid = scat_data_array[0].aa_grid;
        this_part.description = "Merged particles";
        this_part.pha_mat_data.resize(scat_data_array[0].pha_mat_data.nlibraries(),
                                      1,
                                      scat_data_array[0].pha_mat_data.nshelves(),
                                      scat_data_array[0].pha_mat_data.nbooks(),
                                      scat_data_array[0].pha_mat_data.npages(),
                                      scat_data_array[0].pha_mat_data.nrows(),
                                      scat_data_array[0].pha_mat_data.ncols());
        this_part.ext_mat_data.resize(scat_data_array[0].ext_mat_data.nshelves(),
                                      1,
                                      scat_data_array[0].ext_mat_data.npages(),
                                      scat_data_array[0].ext_mat_data.nrows(),
                                      scat_data_array[0].ext_mat_data.ncols());
        this_part.abs_vec_data.resize(scat_data_array[0].abs_vec_data.nshelves(),
                                      1,
                                      scat_data_array[0].abs_vec_data.npages(),
                                      scat_data_array[0].abs_vec_data.nrows(),
                                      scat_data_array[0].abs_vec_data.ncols());
        this_part.pha_mat_data = 0.;
        this_part.ext_mat_data = 0.;
        this_part.abs_vec_data = 0.;
        this_part.T_grid.resize(1);
        this_part.T_grid[0] = t_field(sp, 0, 0);
    }
    
    // Check that all particles have same type and data dimensions
    SingleScatteringData &first_part = scat_data_array[0];
    for (Index i_pt = 1; i_pt < pnd_field.nbooks(); i_pt++)
    {
        SingleScatteringData &orig_part = scat_data_array[i_pt];
        
        if (orig_part.particle_type != first_part.particle_type)
            throw std::runtime_error("All particles must have the same type");
 
        if (orig_part.f_grid.nelem() != first_part.f_grid.nelem())
            throw std::runtime_error("All particles must have the same f_grid");
        
        if (!is_size(orig_part.pha_mat_data(joker, 0, joker, joker, joker, joker, joker),
                     first_part.pha_mat_data.nlibraries(),
                     first_part.pha_mat_data.nshelves(),
                     first_part.pha_mat_data.nbooks(),
                     first_part.pha_mat_data.npages(),
                     first_part.pha_mat_data.nrows(),
                     first_part.pha_mat_data.ncols()
            ))
            throw std::runtime_error("All particles must have the same pha_mat_data size"
                                     " (except for temperature).");
        
        if (!is_size(orig_part.ext_mat_data(joker, 0, joker, joker, joker),
                     first_part.ext_mat_data.nshelves(),
                     first_part.ext_mat_data.npages(),
                     first_part.ext_mat_data.nrows(),
                     first_part.ext_mat_data.ncols()
                     ))
            throw std::runtime_error("All particles must have the same ext_mat_data size"
                                     " (except for temperature).");
        
        if (!is_size(orig_part.abs_vec_data(joker, 0, joker, joker, joker),
                     first_part.abs_vec_data.nshelves(),
                     first_part.abs_vec_data.npages(),
                     first_part.abs_vec_data.nrows(),
                     first_part.abs_vec_data.ncols()
                     ))
            throw std::runtime_error("All particles must have the same abs_vec_data size"
                                     " (except for temperature).");
    }
    
    //-------- Start pnd_field_merged and scat_data_array_merged calculations--------------------
    
    GridPos T_gp;
    Vector itw(2);
    
    Index nlevels = pnd_field_merged.nbooks();
    // loop over pressure levels in cloudbox
    for (Index i_lv = 0; i_lv < nlevels-1; i_lv++)
    {
        pnd_field_merged(i_lv,i_lv,0,0) = 1.;
 
        SingleScatteringData &this_part = scat_data_array_merged[i_lv];
        for (Index i_pt = 0; i_pt < pnd_field.nbooks(); i_pt++)
        {
            SingleScatteringData &orig_part = scat_data_array[i_pt];
            
            // If the particle number density at a specific point in the atmosphere
            // for the i_pt particle type is zero, we don't need to do the
            // transformation!
            if (pnd_field(i_pt, i_lv, 0, 0) > PND_LIMIT) //TRS
            {
                Numeric temperature = this_part.T_grid[0];
                if( scat_data_array[i_pt].T_grid.nelem() > 1)
                {
                    ostringstream os;
                    os << "The temperature grid of the scattering data does not cover the \n"
                    "atmospheric temperature at cloud location. The data should \n"
                    "include the value T="<< this_part.T_grid[0] << " K. \n";
                    chk_interpolation_grids(os.str(), orig_part.T_grid, temperature);
                    
                    // Gridpositions:
                    gridpos(T_gp, orig_part.T_grid, temperature);
                    // Interpolationweights:
                    interpweights(itw, T_gp);
                }
                
                // Loop over frequencies
                for (Index i_f = 0; i_f < orig_part.pha_mat_data.nlibraries(); i_f++)
                {
                    // Weighted sum of ext_mat_data and abs_vec_data
                    if( scat_data_array[i_pt].T_grid.nelem() == 1)
                    {
                        this_part.ext_mat_data(i_f, 0, 0, 0, joker) +=
                        pnd_field(i_pt, i_lv, 0, 0)
                        * orig_part.ext_mat_data(i_f, 0, 0, 0, joker);
                        
                        this_part.abs_vec_data(i_f, 0, 0, 0, joker) +=
                        pnd_field(i_pt, i_lv, 0, 0)
                        * orig_part.abs_vec_data(i_f, 0, 0, 0, joker);
                    }
                    else
                    {
                        for (Index i = 0; i < orig_part.ext_mat_data.ncols(); i++)
                        {
                            // Temperature interpolation
                            this_part.ext_mat_data(i_f, 0, 0, 0, i) +=
                            pnd_field(i_pt, i_lv, 0, 0)
                            * interp(itw,
                                     orig_part.ext_mat_data(i_f, joker, 0, 0, i),
                                     T_gp);
                        }
                        for (Index i = 0; i < orig_part.abs_vec_data.ncols(); i++)
                        {
                            // Temperature interpolation
                            this_part.abs_vec_data(i_f, 0, 0, 0, i) +=
                            pnd_field(i_pt, i_lv, 0, 0)
                            * interp(itw,
                                     orig_part.abs_vec_data(i_f, joker, 0, 0, i),
                                     T_gp);
                        }
                    }
                    
                    // Loop over zenith angles
                    for (Index i_za = 0; i_za < orig_part.pha_mat_data.nshelves(); i_za++)
                    {
                        // Weighted sum of pha_mat_data
                        if( scat_data_array[i_pt].T_grid.nelem() == 1)
                        {
                          const Numeric pnd = pnd_field(i_pt, i_lv, 0, 0);
                          for (Index i_s = 0; i_s < orig_part.pha_mat_data.ncols(); i_s++)
                            {
                              this_part.pha_mat_data(i_f, 0, i_za, 0, 0, 0, i_s) =
                                pnd * orig_part.pha_mat_data(i_f, 0, i_za, 0, 0, 0, i_s);
                            }
                        }
                        else
                        {
                            // Temperature interpolation
                            for (Index i = 0; i < orig_part.pha_mat_data.ncols(); i++)
                            {
                                this_part.pha_mat_data(i_f, 0, i_za, 0, 0, 0, i) +=
                                pnd_field(i_pt, i_lv, 0, 0)
                                * interp(itw,
                                         orig_part.pha_mat_data(i_f, joker, i_za, 0, 0, 0, i),
                                         T_gp);
                            }
                        }
                    }
                }
            }
        }
    }
 
    // Set new pnd_field at lowest altitude to 0 if the cloudbox doesn't touch the ground
    // The consistency for the original pnd_field has already been ensured by
    // cloudbox_checkedCalc
    if (z_field(cloudbox_limits[0], 0, 0) > z_surface(0, 0))
        pnd_field_merged(0, 0, 0, 0) = 0.;
 
    pnd_field = pnd_field_merged;
    scat_data_array = scat_data_array_merged;
}
 
 
/* Workspace method: Doxygen documentation will be auto-generated */
void ExtractFromMetaSinglePartSpecies(
                     //WS Output:
                     Vector& meta_param,
                     //WS Input:
                     const ArrayOfScatteringMetaData& scat_meta_array,
                     const ArrayOfIndex& scat_data_per_part_species,
                     const String& meta_name,
                     const Index& part_species_index,
                     const Verbosity& ) //verbosity
{
    if ( part_species_index<0 )
    {
      ostringstream os;
      os << "part_species_index can't be <0!";
      throw runtime_error( os.str() );
    }
 
    const Index nps = scat_data_per_part_species.nelem();
 
    // check that scat_data_per_part_species actually has at least
    // part_species_index elements
    if ( !(nps>part_species_index) )
    {
      ostringstream os;
      os << "Can not extract data for scattering species #"
         << part_species_index << "\n"
         << "because scat_data_per_part_species has only " << nps << " elements.";
      throw runtime_error( os.str() );
    }
 
    const Index npe = scat_data_per_part_species[part_species_index];
    meta_param.resize(npe);
 
    // calculate offset index scattering species part_species_index within
    // scat_meta_array
    Index indoff=0;
    for ( Index i=0; i<part_species_index; i++ )
      indoff+=scat_data_per_part_species[i];
 
    // eventually, copy the meta data into the output Vector
    for ( Index i=0; i<npe; i++ )
      {
        if ( meta_name=="volume" )
          meta_param[i] = scat_meta_array[indoff+i].volume;
        else if ( meta_name=="diameter_max" )
          meta_param[i] = scat_meta_array[indoff+i].diameter_max;
        else if ( meta_name=="density" )
          meta_param[i] = scat_meta_array[indoff+i].density;
        else if ( meta_name=="area_projected" )
          meta_param[i] = scat_meta_array[indoff+i].area_projected;
        else if ( meta_name=="aspect_ratio" )
          meta_param[i] = scat_meta_array[indoff+i].aspect_ratio;
        else
          {
            ostringstream os;
            os << "Meta parameter \"" << meta_name << "\"is unknown.";
            throw runtime_error( os.str() );
          }
      }
}