Adaptive Wavefront Control with Asynchronous Stochastic Parallel Gradient Descent Clusters
Document Type
Article
Publication Date
10-1-2006
Publication Source
Journal of the Optical Society of America A
Abstract
A scalable adaptive optics (AO) control system architecture composed of asynchronous control clusters based on the stochastic parallel gradient descent (SPGD) optimization technique is discussed. It is shown that subdivision of the control channels into asynchronous SPGD clusters improves the AO system performance by better utilizing individual and/or group characteristics of adaptive system components. Results of numerical simulations are presented for two different adaptive receiver systems based on asynchronous SPGD clusters—one with a single deformable mirror with Zernike response functions and a second with tip–tilt and segmented wavefront correctors. We also discuss adaptive wavefront control based on asynchronous parallel optimization of several local performance metrics—a control architecture referred to as distributed adaptive optics (DAO). Analysis of the DAO system architecture demonstrated the potential for significant increase of the adaptation process convergence rate that occurs due to partial decoupling of the system control clusters optimizing individual performance metrics.
Inclusive pages
2613-2622
ISBN/ISSN
1084-7529
Copyright
Copyright © 2006, Optical Society of America
Publisher
Optical Society of America
Volume
23
Issue
10
Place of Publication
Washington, DC
Peer Reviewed
yes
eCommons Citation
Vorontsov, Mikhail and Carhart, Gary W., "Adaptive Wavefront Control with Asynchronous Stochastic Parallel Gradient Descent Clusters" (2006). Electro-Optics and Photonics Faculty Publications. 102.
https://ecommons.udayton.edu/eop_fac_pub/102
COinS
Comments
© 2006 Optical Society of America]. One print or electronic copy may be made for personal use only. Systematic reproduction and distribution, duplication of any material in this paper for a fee or for commercial purposes, or modifications of the content of this paper are prohibited.
Permission documentation on file.