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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