17 citations · 17 across the 4 of their papers we have counts for
4 papers
CREASE-2D Analysis of Small Angle X-ray Scattering Data from Supramolecular Dipeptide Systems
Nitant Gupta, Sri V. V. R. Akepati, Simona Bianco +3
In this paper, we extend a recently developed machine-learning (ML) based CREASE-2D method to analyze the entire two-dimensional (2D) scattering pattern obtained from small angle X…
Machine Learning for Identifying Grain Boundaries in Scanning Electron Microscopy (SEM) Images of Nanoparticle Superlattices
Aanish Paruchuri, Carl Thrasher, A. J. Hart +2
Nanoparticle superlattices consisting of ordered arrangements of nanoparticles exhibit unique optical, magnetic, and electronic properties arising from nanoparticle characteristics…
Machine Learning for Analyzing Atomic Force Microscopy (AFM) Images Generated from Polymer Blends
Aanish Paruchuri, Yunfei Wang, Xiaodan Gu +1
In this paper we present a new machine learning workflow with unsupervised learning techniques to identify domains within atomic force microscopy images obtained from polymer films…
Computational Reverse Engineering Analysis of Scattering Experiments Method for Interpretation of 2D Small-Angle Scattering Profiles (CREASE-2D)
Sri Vishnuvardhan Reddy Akepati, Nitant Gupta, Arthi Jayaraman
Characterization of structural diversity within soft materials is key for engineering new materials for various applications. Small-angle scattering (SAS) is a widely used characte…