Pop-In Identification in Nanoindentation Curves with Deep Learning Algorithms

High-speed nanoindentation mapping of organic matter-rich rocks: A critical evaluation by correlative imaging and machine learning data analysis

(2021) S. Vranjes-Wessely et al.   INTERNATIONAL JOURNAL OF COAL GEOLOGY

Critical examination of experimental data on strain bursts (pop-in) during spherical indentation

(2020) Pardhasaradhi Sudharshan Phani et al.   JOURNAL OF MATERIALS RESEARCH

Extraction of mechanical properties of materials through deep learning from instrumented indentation

(2020) Lu Lu et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Classification of mechanism of reinforcement in the fiber-matrix interface: Application of Machine Learning on nanoindentation data

(2020) Georgios Konstantopoulos et al.   MATERIALS & DESIGN

A machine learning based approach for determining the stress-strain relation of grey cast iron from nanoindentation

(2020) Jian Weng et al.   MECHANICS OF MATERIALS

Unique universal scaling in nanoindentation pop-ins

(2020) Yuji Sato et al.   Nature Communications

Effect of sequence padding on the performance of deep learning models in archaeal protein functional prediction

(2020) Angela Lopez-del Rio et al.   Scientific Reports

Deep learning based characterization of nanoindentation induced acoustic events

(2020) Antanas Daugela et al.   MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING

Prediction of Mechanical Properties by Artificial Neural Networks to Characterize the Plastic Behavior of Aluminum Alloys

(2020) David Merayo et al.   Materials

High-Throughput Nanomechanical Screening of Phase-Specific and Temperature-Dependent Hardness in AlxFeCrNiMn High-Entropy Alloys

(2019) Youxing Chen et al.   JOM

Pop-in behavior and elastic-to-plastic transition of polycrystalline pure iron during sharp nanoindentation

(2019) Fabian Pöhl   Scientific Reports

Critical assessment of high speed nanoindentation mapping technique and data deconvolution on thermal barrier coatings

(2019) B. Vignesh et al.   MATERIALS & DESIGN

Bending Nanoindentation and Plasticity Noise in FCC Single and Polycrystals

(2019) Ryder Bolin et al.   Crystals

High-speed mechanical mapping of blended cement pastes and its comparison with standard modes of nanoindentation

(2019) Jiří Němeček et al.   Materials Today Communications

Mapping of mechanical properties at microstructural length scale in WC-Co cemented carbides: Assessment of hardness and elastic modulus by means of high speed massive nanoindentation and statistical analysis

(2018) J.J. Roa et al.   INTERNATIONAL JOURNAL OF REFRACTORY METALS & HARD MATERIALS

Incipient plasticity in tungsten during nanoindentation: Dependence on surface roughness, probe radius and crystal orientation

(2018) Ben D. Beake et al.   INTERNATIONAL JOURNAL OF REFRACTORY METALS & HARD MATERIALS

High-Throughput Nanoindentation for Statistical and Spatial Property Determination

(2018) Eric D. Hintsala et al.   JOM

Metrology and nano-mechanical tests for nano-manufacturing and nano-bio interface: Challenges & future perspectives

(2018) E.P. Koumoulos et al.   MATERIALS & DESIGN

Learning local, quenched disorder in plasticity and other crackling noise phenomena

(2018) Stefanos Papanikolaou   npj Computational Materials

Avalanches and plastic flow in crystal plasticity: an overview

(2017) Stefanos Papanikolaou et al.   MODELLING AND SIMULATION IN MATERIALS SCIENCE AND ENGINEERING

Nanoindentation Induced Deformation and Pop-in Events in a Silicon Crystal: Molecular Dynamics Simulation and Experiment

(2017) Sun Jiapeng et al.   Scientific Reports

Relation between surface hardening and roughness induced by ultrasonic shot peening

(2015) J. Marteau et al.   TRIBOLOGY INTERNATIONAL

Incipient plasticity and dislocation nucleation in body-centered cubic chromium

(2014) D. Wu et al.   MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING

Nanoindentation study of slip transfer phenomenon at grain boundaries

(2009) T.B. Britton et al.   JOURNAL OF MATERIALS RESEARCH