Anomaly detection for structural formation analysis by autoencoders: application to soft matters

Controlling disorder in self-assembled colloidal monolayers via evaporative processes

(2022) Lucien Roach et al.   Nanoscale

Temporally Arrested Breath Figure

(2022) Francis J. Dent et al.   ACS Applied Materials & Interfaces

Semi-supervised learning for the study of structural formation in colloidal systems via image recognition

(2021) Takamichi Terao   JOURNAL OF PHYSICS-CONDENSED MATTER

A Unifying Review of Deep and Shallow Anomaly Detection

(2021) Lukas Ruff et al.   PROCEEDINGS OF THE IEEE

A machine learning approach to analyze the structural formation of soft matter via image recognition

(2020) Takamichi Terao   SOFT MATERIALS

Unsupervised deep learning approach using a deep auto-encoder with an one-class support vector machine to detect structural damage

(2020) Zilong Wang et al.   STRUCTURAL HEALTH MONITORING-AN INTERNATIONAL JOURNAL

Pattern detection in colloidal assembly: A mosaic of analysis techniques

(2020) Valeria Lotito et al.   ADVANCES IN COLLOID AND INTERFACE SCIENCE

DeepIce: A Deep Neural Network Approach To Identify Ice and Water Molecules

(2019) Maxwell Fulford et al.   Journal of Chemical Information and Modeling

Compressing physics with an autoencoder: Creating an atomic species representation to improve machine learning models in the chemical sciences

(2019) John E. Herr et al.   JOURNAL OF CHEMICAL PHYSICS

Machine learning for crystal identification and discovery

(2018) Matthew Spellings et al.   AICHE JOURNAL

Pattern Formation in Binary Colloidal Assemblies: Hidden Symmetries in a Kaleidoscope of Structures

(2018) Valeria Lotito et al.   LANGMUIR

Machine learning and data science in soft materials engineering

(2017) Andrew L Ferguson   JOURNAL OF PHYSICS-CONDENSED MATTER

Broadband and Crack-Free Antireflection Coatings by Self-Assembled Moth Eye Patterns

(2014) Francesco Galeotti et al.   ACS Applied Materials & Interfaces

Neural networks for local structure detection in polymorphic systems

(2013) Philipp Geiger et al.   JOURNAL OF CHEMICAL PHYSICS

Discovering crystals using shape matching and machine learning

(2013) Carolyn L. Phillips et al.   Soft Matter

Accurate determination of crystal structures based on averaged local bond order parameters

(2008) Wolfgang Lechner et al.   JOURNAL OF CHEMICAL PHYSICS