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Overview and New Features

All data taken with NICMOS are automatically processed and calibrated by a suite of software programs known as the pipeline. The purpose of pipeline processing is to provide data products to observers and the HST Data Archive in a form suitable for most scientific analyses. Pipeline processing is also applied to engineering data, calibration data, and calibration software.

The basic sequence of steps in the STScI pipeline system (also known as OPUS) is:

  1. Assemble data received from HST into datasets.
  2. Perform a standard level of calibration of the science data.
  3. Store both the uncalibrated and calibrated datasets in the Archive and populate the Archive database catalog to support StarView queries. The pipeline must also handle exceptions (e.g., incomplete data) and perform a general data evaluation and quality control step. Final delivery of data to observers is accomplished by the data distribution mechanisms of the Archive system.

    The calibration step has several goals:

Associations

To improve the utility of the pipeline processing for the second generation science instruments-NICMOS and STIS-several significant changes have been make to the structure of the calibration pipeline. The largest of these changes has been to enable the combination of multiple observations during the calibration process. This permits the pipeline to both generate a combined product and to use calibrations obtained contemporaneously with the science observations. This capability is designed to support the cosmic ray event removal, mosaicing, and background subtraction for NICMOS observations. As discussed in Chapter 10, mechanisms exist for compactly requesting such observations in the Phase II proposal.

Concept

The basic element in the HST ground system has historically been the exposure. The first generation HST science instruments are commanded to generate single exposures, which result from a recognizably distinct sequence of commands to the instrument. This creates a flow of data which is assembled into a single dataset. Each dataset is given a unique 9 character identifier (an IPPPSSOOT in STScI terminology) and is processed by the pipeline, calibrated, and archived separately from all other datasets.

An illustrative (partial) counter example to this procedure is the WFPC2 CRSPLIT proposal instruction. This results in two WFPC2 exposures from a single line on the exposure logsheet (the way in which observers specify commands for HST). However, the HST ground system treats a CRSPLIT as two distinct exposures which are commanded, processed, calibrated, and archived separately. The pipeline does not combine these two images (datasets) to create the single image without cosmic ray events which was the observer's original intention. Presently, the observers (and any future archival researchers) are left to perform this task on their own.

The second generation instruments present many instances in which the combination of data from two or more exposures is necessary to create a scientifically useful data product. Both NICMOS and STIS will need to combine exposures to remove cosmic rays and to improve flat fielding (by dithering or stepping). For NICMOS, the HST thermal background is expected to have significant temporal variations. Multiple exposures (dithered for small targets and offset onto blank sky-chopped-for larger targets) will be necessary to measure and remove this background. While this has been standard practice for ground based infrared observations and is the basis of essentially all existing infrared data reduction schemes, it is a new paradigm for the HST ground system.

Usage

Associations exist to simplify the use of HST data by observers. This starts from the proposal phase, continues with a more complete calibration process than would be possible without associations, carries into the archiving and retrieval of associated data, and includes the use of HST data by observers within the STSDAS system.

An association is a set of one or more exposures along with an association table and, optionally, one or more products. We define the following terms:

Re-engineering

For the second generation science instruments several other modifications to the pipeline system have been made. The format of the data products from the pipeline has been changed from the GEIS (Generic Edited Information Set) files used previously to FITS (Flexible Image Transport System) files with image extensions. The IRAF/STSDAS system has been modified to operate directly on these files. Each NICMOS image is expressed as a set of five image extensions representing the image, its variance, a bit encoded data quality map, the number of valid samples at each pixel, and the integration time at each pixel. This structure is used at all stages of the calibration process which permits the re-execution of selected elements of the pipeline without starting from the initial point. Third, the calibration code itself is now written in the C programing language (rather than IRAF's SPP language). An interface between the data files and a set of NICMOS specific data structures (called HSTIO) has also been written. These changes should greatly simplify the modification of the pipeline code by users and the development of new NICMOS specific data processing tasks.



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