Deep neural networks for understanding noisy data applied to physical property extraction in scanning probe microscopy

Autonomous Scanning Probe Microscopy in Situ Tip Conditioning through Machine Learning

(2018) Mohammad Rashidi et al.   ACS Nano

Learning phase transitions by confusion

(2017) Evert P. L. van Nieuwenburg et al.   Nature Physics

Machine learning phases of matter

(2017) Juan Carrasquilla et al.   Nature Physics

Machine learning quantum phases of matter beyond the fermion sign problem

(2017) Peter Broecker et al.   Scientific Reports

G-mode magnetic force microscopy: Separating magnetic and electrostatic interactions using big data analytics

(2016) Liam Collins et al.   APPLIED PHYSICS LETTERS

Classifying Force Spectroscopy of DNA Pulling Measurements Using Supervised and Unsupervised Machine Learning Methods

(2016) Durmus U. Karatay et al.   Journal of Chemical Information and Modeling

Multifrequency spectrum analysis using fully digital G Mode-Kelvin probe force microscopy

(2016) Liam Collins et al.   NANOTECHNOLOGY

Aircraft parameter estimation using a new filtering technique based upon a neural network and Gauss-Newton method

(2016) N. K. Peyada et al.   AERONAUTICAL JOURNAL

High-Tc Layered Ferrielectric Crystals by Coherent Spinodal Decomposition

(2015) Michael A. Susner et al.   ACS Nano

Full information acquisition in piezoresponse force microscopy

(2015) Suhas Somnath et al.   APPLIED PHYSICS LETTERS

Band excitation Kelvin probe force microscopy utilizing photothermal excitation

(2015) Liam Collins et al.   APPLIED PHYSICS LETTERS

Resonance enhanced AFM-IR: A new powerful way to characterize blooming on polymers used in medical devices

(2015) A. Dazzi et al.   INTERNATIONAL JOURNAL OF PHARMACEUTICS

Deep learning

(2015) Yann LeCun et al.   NATURE

Methods for topography artifacts compensation in scanning thermal microscopy

(2015) Jan Martinek et al.   ULTRAMICROSCOPY

Electrochemical strain microscopy of silica glasses

(2014) R. Proksch   JOURNAL OF APPLIED PHYSICS

Delineating local electromigration for nanoscale probing of lithium ion intercalation and extraction by electrochemical strain microscopy

(2012) Qian Nataly Chen et al.   APPLIED PHYSICS LETTERS

Band excitation in scanning probe microscopy: sines of change

(2011) Stephen Jesse et al.   JOURNAL OF PHYSICS D-APPLIED PHYSICS

Mapping nanoscale elasticity and dissipation using dual frequency contact resonance AFM

(2011) A Gannepalli et al.   NANOTECHNOLOGY

Potential Energy Surfaces Fitted by Artificial Neural Networks

(2010) Chris M. Handley et al.   JOURNAL OF PHYSICAL CHEMISTRY A

Back Propagation neural network modeling for warpage prediction and optimization of plastic products during injection molding

(2010) Fei Yin et al.   MATERIALS & DESIGN

Prediction of capillary gas chromatographic retention times of fatty acid methyl esters in human blood using MLR, PLS and back-propagation artificial neural networks

(2010) Vinod Kumar Gupta et al.   TALANTA

Functional recognition imaging using artificial neural networks: applications to rapid cellular identification via broadband electromechanical response

(2009) M P Nikiforov et al.   NANOTECHNOLOGY

Probing the temperature dependence of the mechanical properties of polymers at the nanoscale with band excitation thermal scanning probe microscopy

(2009) M P Nikiforov et al.   NANOTECHNOLOGY

Principal component and spatial correlation analysis of spectroscopic-imaging data in scanning probe microscopy

(2009) Stephen Jesse et al.   NANOTECHNOLOGY

Local thermomechanical characterization of phase transitions using band excitation atomic force acoustic microscopy with heated probe

(2008) S. Jesse et al.   APPLIED PHYSICS LETTERS

Theory of Multifrequency Atomic Force Microscopy

(2008) Jose R. Lozano et al.   PHYSICAL REVIEW LETTERS

Lessons from a “Failed” Experiment: Zinc Silicates with Complex Morphology by Reaction of Zinc Acetate, the Ionic Liquid Precursor (ILP) Tetrabutylammonium Hydroxide (TBAH), and Glass

(2008) Zhonghao Li et al.   Materials

Digital Lock-In Detection for Discriminating Multiple Modulation Frequencies With High Accuracy and Computational Efficiency

(2007) James M. Masciotti et al.   IEEE TRANSACTIONS ON INSTRUMENTATION AND MEASUREMENT