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How to describe Fourier filtering wavefront sensor nonlinearity with interaction matrices
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Open-Loop Wavefront Reconstruction with Pyramidal Sensors Using Convolutional Neural Networks
Saúl Pérez-Fernández, Alejandro Buendía-Roca, Carlos González-Gutiérrez, Francisco García-Riesgo, Javier Rodríguez-Rodríguez, Santiago Iglesias-Alvarez, Julia Fernández-Díaz and Francisco Javier Iglesias-Rodríguez Mathematics 13(7) 1028 (2025) https://doi.org/10.3390/math13071028
The AI supervisor of source-extraction algorithms for images obtained by wide-field small-aperture optical telescopes
Reinforcement learning for adaptive time-stepping in the chaotic gravitational three-body problem
Veronica Saz Ulibarrena and Simon Portegies Zwart Communications in Nonlinear Science and Numerical Simulation 145 108723 (2025) https://doi.org/10.1016/j.cnsns.2025.108723
Reinforcement learning-trained optimisers and Bayesian optimisation for online particle accelerator tuning
Jan Kaiser, Chenran Xu, Annika Eichler, Andrea Santamaria Garcia, Oliver Stein, Erik Bründermann, Willi Kuropka, Hannes Dinter, Frank Mayet, Thomas Vinatier, Florian Burkart and Holger Schlarb Scientific Reports 14(1) (2024) https://doi.org/10.1038/s41598-024-66263-y
Power of prediction: spatiotemporal Gaussian process modeling for predictive control in slope-based wavefront sensing
Jalo Nousiainen, Juha-Pekka Puska, Tapio Helin, Nuutti Hyvönen and Markus Kasper Journal of Astronomical Telescopes, Instruments, and Systems 10(03) (2024) https://doi.org/10.1117/1.JATIS.10.3.039001
Making the unmodulated Pyramid wavefront sensor smart
R. Landman, S. Y. Haffert, J. R. Males, L. M. Close, W. B. Foster, K. Van Gorkom, O. Guyon, A. Hedglen, M. Kautz, J. K. Kueny, J. D. Long, J. Lumbres, E. A. McEwen, A. McLeod and L. Schatz Astronomy & Astrophysics 684 A114 (2024) https://doi.org/10.1051/0004-6361/202348898
Laboratory experiments of model-based reinforcement learning for adaptive optics control
Jalo Nousiainen, Byron Engler, Markus Kasper, Chang Rajani, Tapio Helin, Cédric T. Heritier, Sascha P. Quanz and Adrian M. Glauser Journal of Astronomical Telescopes, Instruments, and Systems 10(01) (2024) https://doi.org/10.1117/1.JATIS.10.1.019001
Using the Gerchberg–Saxton algorithm to reconstruct nonmodulated pyramid wavefront sensor measurements
V. Chambouleyron, A. Sengupta, M. Salama, M. van Kooten, B. L. Gerard, S. Y. Haffert, S. Cetre, D. Dillon, R. Kupke, R. Jensen-Clem, P. Hinz and B. Macintosh Astronomy & Astrophysics 681 A48 (2024) https://doi.org/10.1051/0004-6361/202347220
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Reinforcement Learning-Based Tracking Control under Stochastic Noise and Unmeasurable State for Tip–Tilt Mirror Systems
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Isaac Bernardino Dinis, François Wildi, Damien Ségransan, Vaibhav Gupta, Alireza Karimi, Michel Tallon, Isabelle Bosc, Maud Langlois, Magali Loupias, Clémentine Béchet, Éric Thiébaut, Charles Goulas, Florian Ferreira, Anthony Boccaletti, Fabrice Vidal, Caroline Kulcsár, Henri-François Raynaud, Nicolas Galland, Markus Kasper, Julien Milli, David Mouillet, Laura Schreiber, Emiliano Diolaiti, Raffaele Gratton, Gaël Chauvin, et al. 263 (2024) https://doi.org/10.1117/12.3020179
Design and Experimental Validation of a Model-Free Controller for Beam Stabilization in Adaptive Optics Systems
Sicheng Guo, Tao Cheng, Kangjian Yang, Lingxi Kong, Chunxuan Su, Shuai Wang and Ping Yang IEEE Photonics Journal 16(6) 1 (2024) https://doi.org/10.1109/JPHOT.2024.3471827
Image-based wavefront correction using model-free reinforcement learning
Yann Gutierrez, Johan Mazoyer, Laurent M. Mugnier, Olivier Herscovici-Schiller and Baptiste Abeloos Optics Express 32(18) 31247 (2024) https://doi.org/10.1364/OE.529415
Massively High-Throughput Reinforcement Learning for Classic Control on GPUs
Nonlinear Wave Front Reconstruction from a Pyramid Sensor using Neural Networks
Alison P. Wong, Barnaby R. M. Norris, Vincent Deo, Peter G. Tuthill, Richard Scalzo, David Sweeney, Kyohoon Ahn, Julien Lozi, Sébastien Vievard and Olivier Guyon Publications of the Astronomical Society of the Pacific 135(1053) 114501 (2023) https://doi.org/10.1088/1538-3873/acfdcb
Polarization aberrations in next-generation giant segmented mirror telescopes (GSMTs)