Nonlinear Wave Front Reconstruction from a Pyramid Sensor using Neural Networks

Adaptive optics control with multi-agent model-free reinforcement learning

(2022) B. Pou et al.   OPTICS EXPRESS

Toward on-sky adaptive optics control using reinforcement learning

(2022) J. Nousiainen et al.   ASTRONOMY & ASTROPHYSICS

Predictive control for adaptive optics using neural networks

(2021) Alison P. Wong et al.   Journal of Astronomical Telescopes Instruments and Systems

A correlation-locking adaptive filtering technique for minimum variance integral control in adaptive optics

(2021) V. Deo et al.   ASTRONOMY & ASTROPHYSICS

Adaptive optics control using model-based reinforcement learning

(2021) Jalo Nousiainen et al.   OPTICS EXPRESS

Deep learning wavefront sensing method for Shack-Hartmann sensors with sparse sub-apertures

(2021) Yulong He et al.   OPTICS EXPRESS

Phase retrieval and design with automatic differentiation: tutorial

(2021) Alison Wong et al.   JOURNAL OF THE OPTICAL SOCIETY OF AMERICA B-OPTICAL PHYSICS

Self-optimizing adaptive optics control with reinforcement learning for high-contrast imaging

(2021) Rico Landman et al.   Journal of Astronomical Telescopes Instruments and Systems

Wavefront reconstruction of a Shack–Hartmann sensor with insufficient lenslets based on an extreme learning machine

(2020) Zhiqiang Xu et al.   APPLIED OPTICS

Nonlinear wavefront reconstruction with convolutional neural networks for Fourier-based wavefront sensors

(2020) R. Landman et al.   OPTICS EXPRESS

Pyramid wavefront sensor Optical Gains compensation using a convolutional model

(2020) V. Chambouleyron et al.   ASTRONOMY & ASTROPHYSICS

Deep learning wavefront sensing

(2019) Yohei Nishizaki et al.   OPTICS EXPRESS

Deep learning control model for adaptive optics systems

(2019) Zhenxing Xu et al.   APPLIED OPTICS

Object-independent image-based wavefront sensing approach using phase diversity images and deep learning

(2019) Qi Xin et al.   OPTICS EXPRESS

Neural networks for image-based wavefront sensing for astronomy

(2019) Torben Andersen et al.   OPTICS LETTERS

Improved Machine Learning Approach for Wavefront Sensing

(2019) Hongyang Guo et al.   SENSORS

Efficient, nonlinear phase estimation with the nonmodulated pyramid wavefront sensor

(2018) Richard A. Frazin   JOURNAL OF THE OPTICAL SOCIETY OF AMERICA A-OPTICS IMAGE SCIENCE AND VISION

Machine learning for improved image-based wavefront sensing

(2018) Scott W. Paine et al.   OPTICS LETTERS

Nonlinear wavefront reconstruction methods for pyramid sensors using Landweber and Landweber–Kaczmarz iterations

(2018) Victoria Hutterer et al.   APPLIED OPTICS

The Subaru Coronagraphic Extreme Adaptive Optics System: Enabling High-Contrast Imaging on Solar-System Scales

(2015) N. Jovanovic et al.   PUBLICATIONS OF THE ASTRONOMICAL SOCIETY OF THE PACIFIC

DIFFRACTION-LIMITED VISIBLE LIGHT IMAGES OF ORION TRAPEZIUM CLUSTER WITH THE MAGELLAN ADAPTIVE SECONDARY ADAPTIVE OPTICS SYSTEM (MagAO)

(2013) L. M. Close et al.   ASTROPHYSICAL JOURNAL

Pyramid and Hartmann–Shack wavefront sensor with artificial neural network for adaptive optics

(2008) C Alvarez Diez et al.   JOURNAL OF MODERN OPTICS