Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Real-time estimation and correction of quasi-static aberrations in
  ground-based high contrast imaging systems with high frame-rates   The success of ground-based, high contrast imaging for the detection of
exoplanets in part depends on the ability to differentiate between quasi-static
speckles caused by aberrations not corrected by adaptive optics (AO) systems,
known as non-common path aberrations (NCPAs), and the planet intensity signal.
Frazin (ApJ, 2013) introduced a post-processing algorithm demonstrating that
simultaneous millisecond exposures in the science camera and wavefront sensor
(WFS) can be used with a statistical inference procedure to determine both the
series expanded NCPA coefficients and the planetary signal. We demonstrate, via
simulation, that using this algorithm in a closed-loop AO system, real-time
estimation and correction of the quasi-static NCPA is possible without separate
deformable mirror (DM) probes. Thus the use of this technique allows for the
removal of the quasi-static speckles that can be mistaken for planetary signals
without the need for new optical hardware, improving the efficiency of
ground-based exoplanet detection. In our simulations, we explore the behavior
of the Frazin Algorithm (FA) and the dependence of its convergence to an
accurate estimate on factors such as Strehl ratio, NCPA strength, and number of
algorithm search basis functions. We then apply this knowledge to simulate
running the algorithm in real-time in a nearly ideal setting. We then discuss
adaptations that can be made to the algorithm to improve its real-time
performance, and show their efficacy in simulation. A final simulation tests
the technique's resilience against imperfect knowledge of the AO residual
phase, motivating an analysis of the feasibility of using this technique in a
real closed-loop Extreme AO system such as SCExAO or MagAO-X, in terms of
computational complexity and the accuracy of the estimated quasi-static NCPA
correction.

7
The categories of this paper are: hep-th
15
The categories of this paper are: nucl-ex
13
The categories of this paper are: quant-ph
37
The categories of this paper are: supr-con
31
The categories of this paper are: ao-sci
22
The categories of this paper are: chao-dyn
21
The categories of this paper are: adap-org
10
The categories of this paper are: q-bio
11
The categories of this paper are: hep-lat
9
The categories of this paper are: nlin
17
The categories of this paper are: q-fin
25
The categories of this paper are: patt-sol
20
The categories of this paper are: acc-phys
35
The categories of this paper are: mtrl-th
30
The categories of this paper are: q-alg
3
The categories of this paper are: physics