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Warm-started wavefront reconstruction for adaptive optics

Lessard, Laurent and West, Matthew and MacMynowski, Douglas and Lall, Sanjay (2008) Warm-started wavefront reconstruction for adaptive optics. Journal of the Optical Society of America A, 25 (5). pp. 1147-1155. ISSN 1084-7529. http://resolver.caltech.edu/CaltechAUTHORS:LESjosaa08

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Abstract

Future extreme adaptive optics (ExAO) systems have been suggested with up to 10^5 sensors and actuators. We analyze the computational speed of iterative reconstruction algorithms for such large systems. We compare a total of 15 different scalable methods, including multigrid, preconditioned conjugate-gradient, and several new variants of these. Simulations on a 128×128 square sensor/actuator geometry using Taylor frozen-flow dynamics are carried out using both open-loop and closed-loop measurements, and algorithms are compared on a basis of the mean squared error and floating-point multiplications required. We also investigate the use of warm starting, where the most recent estimate is used to initialize the iterative scheme. In open-loop estimation or pseudo-open-loop control, warm starting provides a significant computational speedup; almost every algorithm tested converges in one iteration. In a standard closed-loop implementation, using a single iteration per time step, most algorithms give the minimum error even in cold start, and every algorithm gives the minimum error if warm started. The best algorithm is therefore the one with the smallest computational cost per iteration, not necessarily the one with the best quasi-static performance.


Item Type:Article
ORCID:
AuthorORCID
MacMynowski, Douglas0000-0003-1987-9417
Additional Information:© 2008 Optical Society of America. Received November 15, 2007; revised March 10, 2008; accepted March 10, 2008; posted March 13, 2008 (Doc. ID 89709); published April 24, 2008.
Subject Keywords:Atmospheric turbulence; Adaptive optics; Wave-front sensing
Issue or Number:5
Record Number:CaltechAUTHORS:LESjosaa08
Persistent URL:http://resolver.caltech.edu/CaltechAUTHORS:LESjosaa08
Alternative URL:http://www.opticsinfobase.org/abstract.cfm?URI=josaa-25-5-1147
Official Citation:L. Lessard, M. West, D. MacMynowski, and S. Lall, "Warm-started wavefront reconstruction for adaptive optics," J. Opt. Soc. Am. A 25, 1147-1155 (2008) http://www.opticsinfobase.org/abstract.cfm?URI=josaa-25-5-1147
Usage Policy:No commercial reproduction, distribution, display or performance rights in this work are provided.
ID Code:10959
Collection:CaltechAUTHORS
Deposited By: Archive Administrator
Deposited On:21 Jun 2008
Last Modified:14 Sep 2015 22:56

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