SANEPIC: A Map-Making Method for Timestream Data From Large Arrays
arXiv:0711.3462 · doi:10.1086/588543
Abstract
We describe a map-making method which we have developed for the Balloon-borne Large Aperture Submillimeter Telescope (BLAST) experiment, but which should have general application to data from other submillimeter arrays. Our method uses a Maximum Likelihood based approach, with several approximations, which allows images to be constructed using large amounts of data with fairly modest computer memory and processing requirements. This new approach, Signal And Noise Estimation Procedure Including Correlations (SANEPIC), builds upon several previous methods, but focuses specifically on the regime where there is a large number of detectors sampling the same map of the sky, and explicitly allowing for the the possibility of strong correlations between the detector timestreams. We provide real and simulated examples of how well this method performs compared with more simplistic map-makers based on filtering. We discuss two separate implementations of SANEPIC: a brute-force approach, in which the inverse pixel-pixel covariance matrix is computed; and an iterative approach, which is much more efficient for large maps. SANEPIC has been successfully used to produce maps using data from the 2005 BLAST flight.
27 Pages, 15 figures; Submitted to the Astrophysical Journal; related results available at http://blastexperiment.info/ [the BLAST Webpage]
References in corpus (25)
- How to make maps from CMB data without losing information
- The European Large Area ISO Survey I: Goals, Definition and Observation
- Multi-Detector Multi-Component spectral matching and applications for CMB data analysis
- First Year Wilkinson Microwave Anisotropy Probe (WMAP) Observations: Data Processing Methods and Systematic Errors Limits
- The Balloon-borne Large Aperture Submillimeter Telescope: BLAST
- BOOMERANG: A Balloon-borne Millimeter Wave Telescope and Total Power Receiver for Mapping Anisotropy in the Cosmic Microwave Background
- Statistical properties of dust far-infrared emission
- A Map-Making Algorithm for the Planck Surveyor
- MAPCUMBA : a fast iterative multi-grid map-making algorithm for CMB experiments
- Making Maps Of The Cosmic Microwave Background: The MAXIMA Example
- Archeops: A High Resolution, Large Sky Coverage Balloon Experiment for Mapping CMB Anisotropies
- Producing Mega-pixel CMB Maps from Differential Radiometer Data
- ROMA: a map-making algorithm for polarised CMB data sets
- Making sky maps from Planck data
- Madam - a map-making method for CMB experiments
- Removing 1/f noise stripes in cosmic microwave background anisotropy observations
- Removing sky contributions from SCUBA data
- The Balloon-borne Large Aperture Submillimeter Telescope (BLAST) 2005: A 4 sq. deg Galactic Plane Survey in Vulpecula (l=59)
- Simultaneous Estimation of Noise and Signal in Cosmic Microwave Background Experiments
- Comparison of map-making algorithms for CMB experiments
- Making Maps from Planck LFI 30GHz Data
- Archeops In-flight Performance, Data Processing and Map Making
- The Balloon-borne Large Aperture Submillimeter Telescope (BLAST) 2005: Calibration and Targeted Sources
- Mirage: a new iterative Map-Making code for CMB experiments
- Map-making methods for Cosmic Microwave Background experiments
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