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NAME

       kmo_combine - Combine reconstructed cubes

SYNOPSIS

       esorex kmo_combine [OPTIONS] FILE.sof

DESCRIPTION

       This  recipe  shifts  several  exposures  of  an object and combines them. The diffe- rent
       methods to match the exposures are described below (--method parameter).

       The output cube is larger than the input cubes, according to the  shifts  to  be  applied.
       Additionally  a  border  of  NaN  values  is  added.  The WCS is the same as for the first
       exposure.

       For each spatial/spectral pixel a new value will be calculated  (according  the  --cmethod
       parameter) and written into the output cube.

       Only  exposures  with  equal  orientation  regarding  the  WCS  can  be  combined  (except
       -–method=”none”), north must point to the same direction. It is recommended to  apply  any
       rotation possibly after combining.

       The  behavior  of  the  selection of IFUs to combine differs for some templates and can be
       controlled with the parameters --name and --ifus.

       If   the   input   data   cubes   stem   from    templates    KMOS_spec_obs_mapping8    or
       KMOS_spec_obs_mapping24  all  extensions  from all input frames are combined into a single
       map by default (like in recipe kmo_sci_red). If just the area of a specific IFU should  be
       combined, the parameter --ifus can be specified, or more easily --name.

       If the input data cubes stem from other templates like e.g.

       KMOS_spec_obs_freedither  all  extensions  of  all  input frames are combined into several
       output frames by default. The input IFUs are grouped according their targeted object  name
       stored  in  the  keywords ESO OCS ARMx NAME. If just a specific object should be combined,
       its name can be specified with parameter --name. If arbitrary IFUs shoukd be comined,  one
       can specify these with the parameter --ifus.

       The  default  mapping  mode is done via the --name parameter, where the name of the object
       has to be provided. The recipe searches in all input data  cubes  IFUs  pointing  to  that
       object.

   BASIC PARAMETERS
       --name  --ifus  Since  an object can be present only once per exposure and since it can be
       located in different IFUs for the existing exposures, there are two modes to identify  the
       objects:
          * Combine by object names (default)
          In this case the object name must be provided via the --name parameter. The
          object name will be searched for in all primary headers of all provided frames
          in the keyword ESO OCS ARMx NAME.

          * Combine by index (advanced)
          In this case the --ifus parameter must be provided. The parameter must have
          the same number of entries as frames are provided, e.g. "3;1;24" for 3 expo-
          sures. The index doesn´t reference the extension in the frame but the real
          index of the IFU as defined in the EXTNAME keyword (e.g. ´IFU.3.DATA´).

       --method There are following sources to get the shift parameters from:
          * ´none´ (default)
          The cubes are directly recombined, not shifting at all. The output frame will
          have the same dimensions as the input cubes.

          If the size differs a warning will be emitted and the cubes will be aligned
          to the lower left corner. If the orientation differs a warning will be emit-
          ted, but the cubes are combined anyway.

          * ´header´
          The shifts are calculated according to the WCS information stored in the
          header of every IFU. The output frame will get larger, except the object is
          at the exact same position for all exposures. The size of the exposures can
          differ, but the orientation must be the same for all exposures.

          * ´center´
          The shifts are calculated using a centering algorithm. The cube will be col-
          lapsed and a 2D profile will be fitted to it to identify the centre. With
          the parameter --fmethod the function to fit can be provided. The size of the
          exposures can differ, but the orientation must be the same for all exposures.

          * ´user´
          Read the shifts from a user specified file. The path of the file must be pro-
          vided using the --filename parameter. For every exposure (except the first one)
          two shift values are expected per line, they have to be separated with simple
          spaces. The values indicate pixel shifts and are referenced to the first
          frame. The 1st value is the shift in x-direction to the left, the 2nd the
          shift in y-direction upwards. The size of the exposures can differ, but the
          orientation must be the same for all exposures.

       --cmethod Following methods of frame combination are available:
          * ´ksigma´ (Default)
          An iterative sigma clipping. For each position all pixels in the spectrum
          are examined. If they deviate significantly, they will be rejected according
          to the conditions:
              val > mean + stdev * cpos_rej
          and
              val < mean - stdev * cneg_rej
          where --cpos_rej, --cneg_rej and --citer are the corresponding configuration
          parameters. In the first iteration median and percentile level are used.

          * ´median´
          At each pixel position the median is calculated.

          * ´average´
          At each pixel position the average is calculated.

          * ´sum´
          At each pixel position the sum is calculated.

          * ´min_max´
          The specified number of minimum and maximum pixel values will be rejected.

          --cmax and --cmin apply to this method.

   ADVANCED PARAMETERS
       --edge_nan  Set  borders  of  two  sides  of  the cubes to NaN before combining them. This
       minimises unwanted border effects when dithering.

       --fmethod see --method=´center´ The type of function that should be  fitted  spatially  to
       the collapsed image.

       This  fit is used to create a mask to extract the spectrum of the object. Valid values are
       “gauss” and “moffat”.

       --filename see --method=´user´

       --cpos_rej --cneg_rej --citer see --cmethod=´ksigma´

       --cmax --cmin see --cmethod=´min_max´

       --flux Specify if flux conservation should be applied.

       --suppress_extension If set to TRUE, the arbitrary filename extensions are  supressed.  If
       multiple  products with the same category are produced, they will be numered consecutively
       starting from 0.

         Input files:

          DO                      KMOS
          category                Type   Explanation                  Required #Frames
          --------                -----  -----------                  -------- -------
          <none or any>           F3I    data frame                       Y      2-n

         Output files:

          DO                      KMOS
          category                Type   Explanation
          --------                -----  -----------
          COMBINE_<ESO PRO CATG>  F3I    Combined data cube
          EXP_MASK_<ESO PRO CATG> F3I    Exposure time mask

OPTIONS

       --name <str>
              Name of the object to combine. (str; default: ´´). The full name of this option for
              the EsoRex configuration file is kmos.kmo_combine.name [default = ].

       --ifus <str>
              The  indices  of  the IFUs to combine. "ifu1;ifu2;..." (str; default: ´´). The full
              name of this option for the  EsoRex  configuration  file  is  kmos.kmo_combine.ifus
              [default = ].

       --method <str>
              The  shifting method:   ´none´: no shifting, combined directly (default), ´header´:
              shift according to WCS, ´center´: centering algorithm,  ´user´:  read  shifts  from
              file  (str;  default:  ´none´).  The  full  name  of  this  option  for  the EsoRex
              configuration file is kmos.kmo_combine.method [default = none].

       --fmethod <str>
              The fitting method (applies only when  method=´center´):    ´gauss´:  fit  a  gauss
              function to collapsed image (default), ´moffat´: fit a moffat function to collapsed
              image (str; default: ´gauss´).  The  full  name  of  this  option  for  the  EsoRex
              configuration file is kmos.kmo_combine.fmethod [default = gauss].

       --filename <str>
              The  path  to the file with the shift vectors.(Applies only to method=´user´) (str;
              default: ´´). The full name of this option for the  EsoRex  configuration  file  is
              kmos.kmo_combine.filename [default = ].

       --flux <bool>
              Apply  flux  conservation:  (TRUE  (apply)  or  FALSE (don´t apply) (bool; default:
              False). The full  name  of  this  option  for  the  EsoRex  configuration  file  is
              kmos.kmo_combine.flux [default = False].

       --edge_nan <bool>
              Set  borders  of  cubes  to NaN before combining them.(TRUE (apply) or FALSE (don´t
              apply) (bool; default: False).  The  full  name  of  this  option  for  the  EsoRex
              configuration file is kmos.kmo_combine.edge_nan [default = False].

       --suppress_extension <bool>
              Suppress  arbitrary  filename extension.(TRUE (apply) or FALSE (don´t apply) (bool;
              default: False). The full name of this option for the EsoRex configuration file  is
              kmos.kmo_combine.suppress_extension [default = False].

       --cmethod <str>
              Either  apply  "average",  "median",  "sum", "min_max." or "ksigma". (str; default:
              ´ksigma´). The full name of this  option  for  the  EsoRex  configuration  file  is
              kmos.kmo_combine.cmethod [default = ksigma].

       --cpos_rej <float>
              The   positive  rejection  threshold  for  kappa-sigma-clipping  (sigma).   (float;
              default: 3.0). The full name of this option for the EsoRex  configuration  file  is
              kmos.kmo_combine.cpos_rej [default = 3.0].

       --cneg_rej <float>
              The   negative  rejection  threshold  for  kappa-sigma-clipping  (sigma).   (float;
              default: 3.0). The full name of this option for the EsoRex  configuration  file  is
              kmos.kmo_combine.cneg_rej [default = 3.0].

       --citer <long>
              The  number  of  iterations  for kappa-sigma-clipping. (long; default: 3). The full
              name of this option for the EsoRex  configuration  file  is  kmos.kmo_combine.citer
              [default = 3].

       --cmax <long>
              The  number of maximum pixel values to clip with min/max-clipping.  (long; default:
              1).  The  full  name  of  this  option  for  the  EsoRex  configuration   file   is
              kmos.kmo_combine.cmax [default = 1].

       --cmin <long>
              The  number of minimum pixel values to clip with min/max-clipping.  (long; default:
              1).  The  full  name  of  this  option  for  the  EsoRex  configuration   file   is
              kmos.kmo_combine.cmin [default = 1].

       Note  that  it  is possible to create a configuration file containing these options, along
       with suitable default values. Please refer to the details provided by the 'esorex  --help'
       command.

SEE ALSO

       The  full  documentation  for  the kmos pipeline can be downloaded as a PDF file using the
       following URL:

              ftp://ftp.eso.org/pub/dfs/pipelines/kmos/kmos-pipeline-manual-2.9.pdf

       An  overview  over  the  existing  ESO  pipelines  can  be   found   on   the   web   page
       http://www.eso.org/sci/software/pipelines/.

       Basic documentation about the EsoRex program can be found at the esorex (1) man page.

       It  is  possible  to  call  the  pipelines  from python using the python-cpl package.  See
       http://packages.python.org/python-cpl/index.html for further information.

       The other recipes of the kmos pipeline  are  kmo_dev_setup(7),  kmo_copy(7),  kmo_flat(7),
       kmo_fits_check(7),       kmo_sci_red(7),      kmo_illumination(7),      kmo_fits_stack(7),
       kmo_noise_map(7),    kmo_rotate(7),     kmo_extract_spec(7),     kmo_multi_reconstruct(7),
       kmo_stats(7),     kmo_shift(7),     kmo_wave_cal(7),    kmo_dark(7),    kmo_arithmetic(7),
       kmo_std_star(7),    kmo_fits_strip(7),    kmo_illumination_flat(7),     kmo_make_image(7),
       kmo_sky_tweak(7), kmo_fit_profile(7), kmo_sky_mask(7), kmo_reconstruct(7)

VERSION

       kmo_combine 1.2.8

AUTHOR

       Alex Agudo Berbel <kmos-spark@mpe.mpg.de>

BUG REPORTS

       Please  report any problems to kmos-spark@mpe.mpg.de. Alternatively, you may send a report
       to the ESO User Support Department <usd-help@eso.org>.

LICENSE

       This file is part of  the  KMOS  Instrument  Pipeline  Copyright  (C)  2002,2003  European
       Southern Observatory

       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, 51 Franklin Street, Suite 500,  Boston,  MA
       02110-1335  USA