Unsupervised multi-clustering and decision-making strategies for 4D-STEM orientation mapping

This study presents a novel integration of unsupervised learning and decision-making strategies for the advanced analysis of 4D-STEM datasets, with a focus on non-negative matrix factorization (NMF) as the primary clustering method.

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Publication Details

Journal
Digital Discovery
Published
2025-01-01
DOI
https://doi.org/10.1039/d5dd00071h
Primary Topic
Tensor decomposition and applications
Type
article
Field-Weighted Citation Impact
0.00

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article

Unsupervised multi-clustering and decision-making strategies for 4D-STEM orientation mapping

Partha Pratim Das, Nicolas Folastre, Stavros Nicolopoulos, Arnaud Demortière et al.
Digital Discovery
Tensor decomposition and applications
article

Unsupervised multi-clustering and decision-making strategies for 4D-STEM orientation mapping

Partha Pratim Das, Nicolas Folastre, Stavros Nicolopoulos, Arnaud Demortière, Gozde Oney, E.F. Rauch, Junhao Cao
article en

Abstract

This study presents a novel integration of unsupervised learning and decision-making strategies for the advanced analysis of 4D-STEM datasets, with a focus on non-negative matrix factorization (NMF) as the primary clustering method.

Digital DiscoveryVol. 4(12)
Institut polytechnique de Grenoble (FR), Centre National de la Recherche Scientifique (FR), Réseau sur le Stockage Electrochimique de l'énergie (FR), VinTech (United States) (US), Science et Ingénierie des Matériaux et Procédés (FR), Institut de Chimie de la Matière Condensée de Bordeaux (FR), Laboratoire de Réactivité et Chimie des Solides (FR), Université Grenoble Alpes (FR)
Agence Nationale de la Recherche
Openalex Percentile: Top 70%
Tensor decomposition and applications
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Unsupervised multi-clustering and decision-making strategies for 4D-STEM orientation mapping — Partha Pratim Das, Nicolas Folastre, et al. · Digital Discovery (2025) | TGRS Research Map | TGRS