Calculating the transfer function of noise removal by principal component analysis and application to AzTEC deep-field observations

Instruments using arrays of many bolometers have become increasingly common in the past decade. The maps produced by such instruments typically include the filtering effects of the instrument as well as those from subsequent steps performed in the reduction of the data. Therefore interpretation of the maps is dependent upon accurately calculating the transfer function of the chosen reduction technique on the signal of interest.Many of these instruments use non-linear and iterative techniques to reduce their data because such methods can offer an improved signal-to-noise ratio over those that are purely linear, particularly for signals at scales comparable to that subtended by the array.We discuss a general approach for measuring the transfer function of principal component analysis on point sources that are small compared to the spatial extent seen by any single bolometer within the array. The results are applied to previously released AzTEC catalogues of the Cosmic Evolution Survey (COSMOS), Lockman Hole, Subaru XMM–Newton Deep Field, Great Observatories Origins Deep Survey (GOODS)-North and GOODS-South fields. Source flux density and noise estimates increase by roughly +10 per cent for fields observed while AzTEC was installed at the Atacama Submillimeter Telescope Experiment and +15–25 per cent while AzTEC was installed at the James Clerk Maxwell Telescope. Detection significance is, on average, unaffected by the revised technique. The revised photometry technique will be used in subsequent AzTEC releases.

[1]  J. Austermann,et al.  AzTEC 1.1 mm OBSERVATIONS OF THE MBM12 MOLECULAR CLOUD , 2011, 1112.6241.

[2]  M. Halpern,et al.  An AzTEC 1.1 mm Survey of the GOODS-N Field – I. Maps, Catalogue and Source Statistics , 2008, 0806.3791.

[3]  D. H. Hughes,et al.  AzTEC 1.1-mm images of 16 radio galaxies at 0.5 < z < 5.2 and a quasar at z= 6.3 , 2011, 1107.3120.

[4]  D. H. Hughes,et al.  Deep 1.1 mm-wavelength imaging of the GOODS-S field by AzTEC/ASTE ― I. Source catalogue and number counts , 2010, 1003.1768.

[5]  D. H. Hughes,et al.  Deep 1.1 mm-wavelength imaging of the GOODS-S field by AzTEC/ASTE – II. Redshift distribution and nature of the submillimetre galaxy population , 2011, 1109.6286.

[6]  J. Austermann,et al.  AzTEC millimetre survey of the COSMOS field – III. Source catalogue over 0.72 deg2 and plausible boosting by large-scale structure , 2011, 1105.0890.

[7]  K. Souccar,et al.  The AzTEC mm-wavelength camera , 2008, 0801.2783.

[8]  P. A. R. Ade,et al.  STUDIES OF MILLIMETER-WAVE ATMOSPHERIC NOISE ABOVE MAUNA KEA , 2009, 0904.3943.

[9]  J. Austermann,et al.  AzTEC Millimetre Survey of the COSMOS field – II. Source count overdensity and correlations with large-scale structure , 2008, 0812.0814.

[10]  C. I. O. Technology.,et al.  AzTEC millimetre survey of the COSMOS field – I. Data reduction and source catalogue , 2008, 0801.2779.

[11]  M. Halpern,et al.  A zTEC H alfSquare D egree Survey ofthe SH A D ES Fields { I.M aps,C atalogues,and Source C ounts , 2009, 0907.1093.

[12]  H. Anton Elementary Linear Algebra , 1970 .

[13]  J. Aguirre,et al.  Bolocam Survey for 1.1 mm Dust Continuum Emission in the c2d Legacy Clouds. I. Perseus , 2006 .

[14]  N. Halverson,et al.  The Impact of Atmospheric Fluctuations on Degree-Scale Imaging of the Cosmic Microwave Background , 1999, astro-ph/9905369.