Common Spatial Pattern Filtering for Detection of Circumstellar Discs

被引:0
|
作者
Shapiro, Jacob [1 ]
Savransky, Dmitry [1 ,2 ]
Ruffio, Jean-Baptiste [3 ]
Macintosh, Bruce [3 ]
机构
[1] Cornell Univ, Sibley Sch Mech & Aerosp Engn, Ithaca, NY 14853 USA
[2] Cornell Univ, Carl Sagan Inst, Ithaca, NY 14853 USA
[3] Stanford Univ, Stanford, CA 94305 USA
关键词
Circumstellar Discs; Common Spatial Pattern filtering; Speckle Subtraction; Image Processing; Direct Imaging;
D O I
10.1117/12.2312265
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
We present a new algorithm to be used for extraction of circumstellar discs from direct imagining observations. The underlying mechanism of this algorithm is Common Spatial Pattern filtering, a technique commonly found in fields outside astronomy. It is a method used to maximize the difference between two sets of data. We employ this by using distributing the disc signal in different locations, employing Angular Differential Imaging. By generating the difference, we can reconstruct the circumstellar disc in post-processing with limited speckle noise. We demonstrate the algorithm with a common disc: HR 4796a. These results are then compared to a current algorithm: Karhunen-Loeve Image Processing. Common Spatial Pattern filtering represents a new class of direct imaging signal extraction: modelling the signal directly rather than speckle subtraction.
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页数:8
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