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Author

Yuki Fujiwara

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Oct 2026

Non-contact anisotropic roughness estimation with physics-informed unrolled optimization of the Harvey–Shack model

We present a physics-informed deep-learning method for non-contact estimation of an anisotropic-autocorrelation representation and calibrated directional-roughness labels from a single scattering pattern. The anisotropic generalized Harvey–Shack model is reduced via polar expansion to order-by-order Hankel transforms,...

Y. Igarashi, Yuki Fujiwara · 0 citations

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