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Author

R. Landman

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Aug 2026

What the speck is that? Improving exoplanet imaging sensitivity by combining machine learning and physical models

By combining a physical optics model with a flexible machine learning model, this work can avoid introducing unphysical features in the resulting PSF estimate and explores the temporal coherence of structures in telemetry and the limitations of learning this relationship from data sampled on such different timescales.

Joseph D. Long, S. Haffert, J. Males et al. · 1 citation
Open access Aug 2026

No need to modulate: on-sky results of a neural network enhanced pyramid wavefront sensor and prospects for the ELTs

One of the main limitations of ground-based extreme adaptive optics systems (XAO) is the balance between the temporal and photon noise error. The unmodulated Pyramid Wavefront Sensor (uPWFS) promises significant gains in sensitivity over its modulated counterpart, but its practical use is limited by its linearity range...

R. Landman, Liam Koning, S. Haffert et al. · 1 citation

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