Dispersed fringe cophasing method based on principal component analysis

光学 主成分分析 组分(热力学) 物理 计算机科学 人工智能 热力学
作者
Yongfeng Zhang,Hao Xian,Changhui Rao
出处
期刊:Optics Letters [Optica Publishing Group]
卷期号:48 (3): 696-696 被引量:9
标识
DOI:10.1364/ol.474314
摘要

With the success of the Webb telescope, dispersed fringe sensing (DFS), with the significant merit of a large capture range, is proving to be a promising cophasing approach for a large-aperture segmented telescope. In this Letter, a novel, to the best of our knowledge, piston error extraction method based on principal component analysis (PCA) technology is proposed. In this method, all the one-dimension intensity distributions along the dispersion axis for different interference positions are regarded as a set of random phase-shifted interference signals. PCA technology is utilized to obtain its corresponding continuous principal phase and the piston error could be directly estimated proportionally from the slope of the phase-wavenumber line. This method avoids nonlinear operations, similar to Shi's traditional framework; no active move is needed for fine cophasing, and the method is also free of characteristic constant calibration in sidelobe peak displacement- and slope-based methods. Preliminary simulations of the method's coarse-then-fine cophasing ability with high accuracy are presented here to show its potential.
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