Applications of wavelets to the analysis of cosmic microwave background maps

被引:51
作者
Tenorio, L [1 ]
Jaffe, AH
Hanany, S
Lineweaver, CH
机构
[1] Colorado Sch Mines, Golden, CO 80401 USA
[2] Univ Calif Berkeley, Ctr Particle Astrophys, Berkeley, CA 94720 USA
[3] Univ Minnesota, Sch Phys & Astron, Minneapolis, MN 55455 USA
[4] Univ New S Wales, Sch Phys, Sydney, NSW, Australia
关键词
methods : statistical; cosmic microwave background;
D O I
10.1046/j.1365-8711.1999.02992.x
中图分类号
P1 [天文学];
学科分类号
0704 ;
摘要
We consider wavelets as a tool to perform a variety of tasks in the context of analysing cosmic microwave background (CMB) maps. Using spherical Haar wavelets, we define a position and angular-scale-dependent measure of power that can be used to assess the existence of spatial structure. We apply planar Daubechies wavelets for the identification and removal of point sources from small sections of sky maps. Our technique can successfully identify virtually all point sources that are above 3 sigma and more than 80 per cent of those above 1 sigma. We discuss the trade-offs between the levels of correct and false detections. We denoise and compress a 100 000-pixel CMB map by a factor of similar to 10 in 5 s, achieving a noise reduction of about 35 per cent. In contrast to Wiener filtering, the compression process is model-independent and very fast. We discuss the usefulness of wavelets for power spectrum and cosmological-parameter estimation. We conclude that at present wavelet functions are most suitable for identifying localized sources.
引用
收藏
页码:823 / 834
页数:12
相关论文
共 23 条
[1]   Wavelet thresholding via a Bayesian approach [J].
Abramovich, F ;
Sapatinas, T ;
Silverman, BW .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 1998, 60 :725-749
[2]  
[Anonymous], 1992, TECHNICAL REPORT
[3]   Estimating the power spectrum of the cosmic microwave background [J].
Bond, JR ;
Jaffe, AH ;
Knox, L .
PHYSICAL REVIEW D, 1998, 57 (04) :2117-2137
[4]   SIGNAL-TO-NOISE EIGENMODE ANALYSIS OF THE 2-YEAR COBE MAPS [J].
BOND, JR .
PHYSICAL REVIEW LETTERS, 1995, 74 (22) :4369-4372
[5]   Computing challenges of the cosmic microwave background [J].
Bond, JR ;
Crittenden, RG ;
Jaffe, AH ;
Knox, L .
COMPUTING IN SCIENCE & ENGINEERING, 1999, 1 (02) :21-35
[6]   COSMOLOGICAL CONSTANT COLD DARK-MATTER MODELS AND THE COBE 2-YEAR SKY MAPS [J].
BUNN, EF ;
SUGIYAMA, N .
ASTROPHYSICAL JOURNAL, 1995, 446 (01) :49-53
[7]   The Wiener-filtered COBE DMR data and predictions for the Tenerife experiment [J].
Bunn, EF ;
Hoffman, Y ;
Silk, J .
ASTROPHYSICAL JOURNAL, 1996, 464 (01) :1-&
[8]  
Cayón L, 1999, ASTR SOC P, V181, P349
[9]   IDEAL SPATIAL ADAPTATION BY WAVELET SHRINKAGE [J].
DONOHO, DL ;
JOHNSTONE, IM .
BIOMETRIKA, 1994, 81 (03) :425-455
[10]   Adapting to unknown smoothness via wavelet shrinkage [J].
Donoho, DL ;
Johnstone, IM .
JOURNAL OF THE AMERICAN STATISTICAL ASSOCIATION, 1995, 90 (432) :1200-1224