Confidence level and sensitivity limits in high-contrast imaging

被引:81
作者
Marois, Christian [1 ]
Lafreniere, David [2 ,3 ]
Macintosh, Bruce [1 ]
Doyon, Rene [2 ,3 ]
机构
[1] Lawrence Livermore Natl Lab, Inst Geophys & Planetary Phys L413, Livermore, CA 94550 USA
[2] Univ Montreal, Dept Phys, Montreal, PQ H3C 3J7, Canada
[3] Univ Montreal, Observ Mt Megant, Montreal, PQ H3C 3J7, Canada
关键词
instrumentation : adaptive optics; instrumentation : high angular resolution; methods : data analysis; methods : statistical; planetary systems; stars : imaging; stars; low-mass; brown dwarfs; techniques : image processing;
D O I
10.1086/523839
中图分类号
P1 [天文学];
学科分类号
0704 ;
摘要
In long adaptive optics corrected exposures, exoplanet detections are currently limited by speckle noise originating from the telescope and instrument optics, and it is expected that such noise will also limit future high-contrast imaging instruments for both ground- and space-based telescopes. Previous theoretical analyses have shown that the time intensity variations of a single speckle follow a modified Rician. It is first demonstrated here that for a circular pupil, this temporal intensity distribution also represents the speckle spatial intensity distribution at a fixed separation from the point-spread function center; this fact is demonstrated using numerical simulations for coronagraphic and noncoronagraphic data. The real statistical distribution of the noise needs to be taken into account explicitly when selecting a detection threshold appropriate for some desired confidence level (CL). In this paper, a technique is described to obtain the pixel intensity distribution of an image and its corresponding CL as a function of the detection threshold. Using numerical simulations, it is shown that in the presence of speckle noise, a detection threshold up to 3 times higher is required to obtain a CL equivalent to that at 5 sigma for Gaussian noise. The technique is then tested on data acquired by simultaneous spectral differential imaging with TRIDENT and by angular differential imaging with NIRI. It is found that the angular differential imaging technique produces quasi-Gaussian residuals, a remarkable result compared to classical adaptive optic imaging. Finally, a power law is derived to predict the 1 - 3 x 10(-7) CL detection threshold when averaging a partially correlated non-Gaussian noise.
引用
收藏
页码:647 / 656
页数:10
相关论文
共 26 条
[1]   The Cornell High-Order Adaptive Optics Survey for brown dwarfs in stellar systems. II. Results from Monte Carlo population analyses [J].
Carson, J. C. ;
Eikenberry, S. S. ;
Smith, J. J. ;
Cordes, J. M. .
ASTRONOMICAL JOURNAL, 2006, 132 (03) :1146-1152
[2]  
DOHLEN K, 2006, SPIE, V6269, P24
[3]   Speckle statistics in adaptively corrected images [J].
Fitzgerald, MP ;
Graham, JR .
ASTROPHYSICAL JOURNAL, 2006, 637 (01) :541-547
[4]  
Ftaclas C., 2003, IAU S, P521
[5]  
Goodman J. W., 1968, INTRO FOURIER OPTICS
[6]   Temporal evolution of coronagraphic dynamic range and constraints on companions to Vega [J].
Hinkley, Sasha ;
Oppenheimer, Ben R. ;
Soummer, Remi ;
Sivaramakrishnan, Anand ;
Roberts, Lewis C., Jr. ;
Kuhn, Jeffrey ;
Makidon, Russell B. ;
Perrin, Marshall D. ;
Lloyd, James P. ;
Kratter, Kaitlin ;
Brenner, Douglas .
ASTROPHYSICAL JOURNAL, 2007, 654 (01) :633-640
[7]   The Gemini near-infrared imager NIRI [J].
Hodapp, KW ;
Hora, J ;
Graves, E ;
Irwin, EM ;
Yamada, H ;
Douglass, J ;
Young, TT ;
Robertson, L .
OPTICAL AND IR TELESCOPE INSTRUMENTATION AND DETECTORS, PTS 1 AND 2, 2000, 4008 :1334-1341
[8]   A novel L-band imaging search for giant planets in the Tucana and β Pictoris moving groups [J].
Kasper, M. ;
Apai, D. ;
Janson, M. ;
Brandner, W. .
ASTRONOMY & ASTROPHYSICS, 2007, 472 (01) :321-U203
[9]   The Gemini Deep Planet Survey [J].
Lafreniere, David ;
Doyon, Rene ;
Marois, Christian ;
Nadeau, Daniel ;
Oppenheimer, Ben R. ;
Roche, Patrick F. ;
Rigaut, Francois ;
Graham, James R. ;
Jayawardhana, Ray ;
Johnstone, Doug ;
Kalas, Paul G. ;
Macintosh, Bruce ;
Racine, Rene .
ASTROPHYSICAL JOURNAL, 2007, 670 (02) :1367-1390
[10]   A new algorithm for point-spread function subtraction in high-contrast imaging: A demonstration with angular differential imaging [J].
Lafreniere, David ;
Marois, Christian ;
Doyon, Rene ;
Nadeau, Daniel ;
Artigau, Etienne .
ASTROPHYSICAL JOURNAL, 2007, 660 (01) :770-780