Dr. Shervin Sahba Profile

Dr. Shervin Sahba

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Publications (3)

Proceedings Article | 3 October 2022 Paper

Wavefront sensor fusion via shallow decoder neural networks for aero-optical predictive control

Shervin Sahba, Christopher Wilcox, Austin McDaniel, Benjamin Shaffer, Steven Brunton, J. Nathan Kutz

Proceedings Volume 12223, 1222303 (2022) https://doi.org/10.1117/12.2631951

KEYWORDS: Sensors, Wavefront sensors, Sensor fusion, Adaptive optics, Neural networks, Wavefronts, Control systems, Data modeling, Optical turbulence, Aerodynamics

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SPIE Journal Paper | 27 January 2022

Dynamic mode decomposition for aero-optic wavefront characterization

Shervin Sahba, Diya Sashidhar, Christopher Wilcox, Austin McDaniel, Steven Brunton, J. Nathan Kutz

OE, Vol. 61, Issue 01, 013105, (January 2022) https://doi.org/10.1117/12.10.1117/1.OE.61.1.013105

KEYWORDS: Digital micromirror devices, Wavefronts, Adaptive optics, Wave propagation, Optical engineering, Sensors, Laser beam propagation, Refraction, Near field optics, Data modeling

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Proceedings Article | 11 August 2021 Presentation + Paper

Physics-informed machine-learning for modeling aero-optics

J. Nathan Kutz, Diya Sashidhar, Shervin Sahba, Steven Brunton, Austin McDaniel, Christopher Wilcox

Proceedings Volume 11817, 118170E (2021) https://doi.org/10.1117/12.2596540

KEYWORDS: Digital micromirror devices, Control systems, Data modeling, Wavefronts, Systems modeling, Machine learning, Transient nonlinear optics, Near field optics, Mathematical modeling, Algorithm development

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