Radial thresholding to mitigate laser guide star aberrations on centre-of-gravity-based Shack–Hartmann wavefront sensors
O. Lardie`re et al.
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AO Laboratory, Mechanical Engineering Department, University of Victoria
, PO Box 3055 STN CSC, Victoria,
BC
, V8W 3P6,
Canada
A B S T R A C T Sodium laser guide stars (LGSs) are elongated sources due to the thickness and the finite distance of the sodium layer. The fluctuations of the sodium layer altitude and atom density profile induce errors on centroid measurements of elongated spots, and generate spurious optical aberrations in closed-loop adaptive optics (AO) systems. According to an analytical model and experimental results obtained with the University of Victoria LGS bench demonstrator, one of the main origins of these aberrations, referred to as LGS aberrations, is not the centreof-gravity (CoG) algorithm itself, but the thresholding applied on the pixels of the image prior to computing the spot centroids. A new thresholding method, termed 'radial thresholding', is presented here, cancelling out most of the LGS aberrations without altering the centroid measurement accuracy.
1 I N T R O D U C T I O N
Sodium laser guide star (LGS) adaptive optics (AO) systems allow
in theory a full sky coverage; however, there are several limitations.
The artificial star is elongated due to the sodium layer thickness
(about 10 km) and finite distance (90 km). Consequently, if the laser
is launched from the secondary mirror holder, the spots of a Shack
Hartmann wavefront sensor (SHWFS) are radially elongated from
the centre to the edge of the pupil (Fig. 1). The spot elongation
is proportional to the telescope diameter and can reach several
arcseconds for extremely large telescopes (ELTs).
Moreover, the sodium layer is not static, but fluctuates with a
time-scale of about 1 min or less (Davis et al. 2006). Fluctuations
of the sodium layer altitude and atom density profile induce errors
on centroid measurements of elongated spots and generate
spurious aberrations on the wavefront in closed-loop AO systems. These
aberrations, referred to as LGS aberrations, can reach several
hundred nanometres peak-to-valley (PtV) for ELTs with the classical
centre-of-gravity (CoG) centroiding algorithm (Clare, van Dam &
Bouchez 2007; Lardie`re et al. 2008). Some authors proposed new
sophisticated centroiding algorithms to mitigate LGS aberrations,
such as the matched filtering (Gilles & Ellerbroek 2008; Conan
et al. 2009) or the correlation (Poyneer 2003; Thomas et al. 2006,
2008).
However, thanks to the LGS-bench demonstrator built at the
University of Victoria (UVic) for ELT projects (Lardie`re et al. 2008;
Conan et al. 2009), we found out that one of the main sources
of the LGS aberrations was not the CoG algorithm itself, but simply
the threshold applied on the pixels of the SHWFS images before
the centroid computation.
Section 2 reviews the known possible origins of LGS aberrations.
A model of the aberrations generated by thresholding is presented
in Section 3, as well as a simple new thresholding method, termed
radial thresholding, which mitigates most of LGS aberrations. The
experimental results obtained with the UVic bench with the radial
thresholding show that the CoG algorithm is still well suited for
LGS wavefront sensing on ELTs (Section 4).
2 O R I G I N S O F L G S A B E R R AT I O N S
If the LGS spots are radially elongated from the pupil centre,
as shown on Fig. 1, the sodium layer fluctuations induce
centrosymmetric aberrations, such as focus (Z4) and spherical aberrations
(Z11, Z22, etc.), and also square symmetric aberrations, such as
tetrafoils (Z14, Z26, etc.).
The focus is due to a variation of the sodium layer altitude. This
error is not an artefact and must be compensated by refocussing
the LGS on the WFS with zoom optics and by updating the offsets
of the LGS WFS with a natural guide star (NGS) focus sensor
(Herriot et al. 2006). Non-common path errors of the LGS optical
train, including the zoom optics, can vary with the sodium layer
distance, i.e. the zenithal angle, and induce variable aberrations on
the science path too. We assume that these systematic aberrations
can be calibrated and virtually negated.
Consequently, aberrations beyond focus are mainly artefacts of
the wavefront sensing. According to a model from Clare et al. (2007)
and to the first experimental results obtained with the UVic LGS
bench (Lardie`re et al. 2008), the spherical aberrations arise due to a
truncation of asymmetric LGS spots by a circular field-stop, while
square symmetric aberrations are likely due to
(i) a spot truncation by a square field-stop or by pixel boundaries,
horizontally and vertically elongated spots being more truncated
than diagonally elongated spots,
(ii) a spot overlap for square-grid lenslet arrays, horizontally and
vertically elongated spots being more prone to overlapping, and
(iii) quad-cell or sampling effects on centroid measurements.
Both kinds of LGS aberrations have been reproduced and
characterized in laboratory on the UVic bench with a time series of
88 real sodium profiles (Fig. 6). Beyond the focus, the most
significant LGS aberrations detected are the spherical aberration Z11
up to 100 nm PtV (30 nm rms), and the tetrafoil Z14 with 40 nm
PtV (10 nm rms). Moreover, a correlation between the spherical
aberration and the profile asymmetry was empirically established
(Lardie`re et al. 2008). Square-symmetric aberrations, such as Z14,
should be mitigated by using a polar-coordinate CCD array (Beletic
et al. 2005; Thomas et al. 2008).
However, we discovered later that Z11 mode disappears if no
threshold was applied on the pixels of the LGS WFS images
before the computation of centroids. The thresholding discards the
two extremities of each elongated spot, and consequently truncates
radially each spot, as an optical circular field-stop would do. The
spot truncation caused by the field-stop is negligible compared to
the truncation induced by the pixel thresholding if the field of view
(FOV) of the outermost lenslets is wide enough to make an image
of a 20-km-thick sodium profile.
With such a large FOV and a polar-coordinate CCD array, as
expected for the 30 m telescope (TMT) LGS AO facility (Ellerbroek
et al. 2008), the thresholding is likely the main source of the LGS
aberrations and deserves a specific study.
3 M O D E L L I N G T H E A B E R R AT I O N S I N D U C E D
B Y T H R E S H O L D I N G
Basically, a thresholding must be applied on the image pixels prior to
computing the spot centroids in order to minimize the contribution
of the detector read-out noise RON, or of the sky background. The
thresholding is generally uniform over the pupil and is implemented
as follows:
It(x, y) =
if I (x, y) Thres
if I (x, y) < Thres ,
with I and It the raw and the thresholded images, respectively. Thres
is the intensity level of the threshold expressed in detector counts,
i.e. in analog-to-digital units (ADU). Generally, the threshold is
defined from the read-out noise (at 3 RON for instance). The remainder
of this section demonstra (...truncated)