Morphology reconstruction from experimental small-angle x-ray scattering patterns by physics-aware neural network

In this work, we developed a new methodology that can reconstruct the morphology from experimental small-angle x-ray scattering (SAXS) patterns directly without modeling by using a physics-aware neural network, SAXSNN. By incorporating the scattering physics of x rays into the network, SAXSNN could...

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Bibliographic Details
Main Authors: Chenhao Zhao, Shenyang Sun, Xueqing Han, Jianhe Zhu, Wancheng Yu, Liangbin Li
Format: Article
Language:English
Published: AIP Publishing LLC 2025-03-01
Series:APL Machine Learning
Online Access:http://dx.doi.org/10.1063/5.0246111
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