Predictive learn and apply: MAVIS application-apply

Abstract
The Learn and Apply tomographic reconstructor coupled with the pseudo open-loop control scheme shows promising results in simulation for multi-conjugate adaptive optics systems. We motivate, derive, and demonstrate the inclusion of a predictive step in the Learn and Apply tomographic reconstructor based on frozen-flow turbulence assumption. The addition of this predictive step provides an additional gain in performance, especially at larger wave-front sensor exposure periods, with no increase of online computational burden. We provide results using end-to-end numerical simulations for a multi-conjugate adaptive optics system for an 8m telescope based on the MAVIS system design.

Citation
Cranney, J., Zhang, H., Doucet, N., Rigaut, F., Gratadour, D., Korkiakoski, V. A., … Keyes, D. E. (2020). Predictive learn and apply: MAVIS application - apply. Adaptive Optics Systems VII. doi:10.1117/12.2561914

Publisher
SPIE-Intl Soc Optical Eng

Conference/Event Name
Adaptive Optics Systems VII 2020

DOI
10.1117/12.2561914
10.1117/12.2561913

Additional Links
https://www.spiedigitallibrary.org/conference-proceedings-of-spie/11448/2561914/Predictive-learn-and-apply-MAVIS-application---apply/10.1117/12.2561914.full

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