Testing Novel Portland Cement Formulations with Carbon Nanotubes and Intrinsic Properties Revelation: Nanoindentation Analysis with Machine Learning on Microstructure Identification

A Review of the Application of Machine Learning and Data Mining Approaches in Continuum Materials Mechanics

(2019) Frederic E. Bock et al.   Frontiers in Materials

Innovative Data Management in advanced characterization: Implications for materials design

(2019) N. Romanos et al.   Materials Today Communications

Estimation of the degree of hydration of concrete through automated machine learning based microstructure analysis – A study on effect of image magnification

(2019) Srikanth Sagar Bangaru et al.   ADVANCED ENGINEERING INFORMATICS

Recent Advances in Evaluation of intrinsic mechanical properties of cementitious composites using nanoindentation technique

(2019) S. Gautham et al.   CONSTRUCTION AND BUILDING MATERIALS

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

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

Correlation Coefficients

(2018) Patrick Schober et al.   ANESTHESIA AND ANALGESIA

Micromechanics-based investigation of the elastic properties of polymer-modified cementitious materials using nanoindentation and semi-analytical modeling

(2018) Luise Göbel et al.   CEMENT & CONCRETE COMPOSITES

Automated coupling of NanoIndentation and Quantitative Energy-Dispersive Spectroscopy (NI-QEDS): A comprehensive method to disclose the micro-chemo-mechanical properties of cement pastes

(2018) William Wilson et al.   CEMENT AND CONCRETE RESEARCH

Integrated experimental-computational approach for evaluating elastic modulus of cement paste corroded in brine solution on microscale

(2018) Yue Li et al.   CONSTRUCTION AND BUILDING MATERIALS

High-Throughput Nanoindentation for Statistical and Spatial Property Determination

(2018) Eric D. Hintsala et al.   JOM

Micromechanical characterization and modeling of cement pastes containing waste marble powder

(2018) V. Nežerka et al.   JOURNAL OF CLEANER PRODUCTION

Design and evaluation of concrete for restoration interventions on Byzantine monuments

(2018) Eleni Aggelakopoulou et al.   JOURNAL OF CULTURAL HERITAGE

Points of Significance: Statistics versus machine learning

(2018) Danilo Bzdok et al.   NATURE METHODS

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

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

Use of nanoindentation phase characterization and homogenization to estimate the elastic modulus of heterogeneously decalcified cement pastes

(2018) Lesa Brown et al.   MATERIALS & DESIGN

Machine learning for molecular and materials science

(2018) Keith T. Butler et al.   NATURE

Experimentally informed micromechanical modelling of cement paste: An approach coupling X-ray computed tomography and statistical nanoindentation

(2018) Hongzhi Zhang et al.   COMPOSITES PART B-ENGINEERING

Cements in the 21st century: Challenges, perspectives, and opportunities

(2017) Joseph J. Biernacki et al.   JOURNAL OF THE AMERICAN CERAMIC SOCIETY

Characterization of interfacial transition zone in mortars by nanoindentation and SEM

(2017) Yueyi Gao et al.   MAGAZINE OF CONCRETE RESEARCH

Statistical nanoindentation technique in application to hardened cement pastes: Influences of material microstructure and analysis method

(2016) Chuanlin Hu et al.   CONSTRUCTION AND BUILDING MATERIALS

Thermogravimetric kinetics of lignocellulosic biomass slow pyrolysis using distributed activation energy model, Fraser–Suzuki deconvolution, and iso-conversional method

(2016) Mian Hu et al.   ENERGY CONVERSION AND MANAGEMENT

Towards a holistic environmental impact assessment of carbon nanotube growth through chemical vapour deposition

(2016) Aikaterini-Flora Trompeta et al.   JOURNAL OF CLEANER PRODUCTION

High-resolution high-speed nanoindentation mapping of cement pastes: Unravelling the effect of microstructure on the mechanical properties of hydrated phases

(2016) M. Sebastiani et al.   MATERIALS & DESIGN

Nano-chemo-mechanical signature of conventional oil-well cement systems: Effects of elevated temperature and curing time

(2015) Konrad J. Krakowiak et al.   CEMENT AND CONCRETE RESEARCH

Evaluation of surface properties of epoxy–nanodiamonds composites

(2015) Elias P. Koumoulos et al.   COMPOSITES PART B-ENGINEERING

A review on the mechanical properties of cement-based materials measured by nanoindentation

(2015) Chuanlin Hu et al.   CONSTRUCTION AND BUILDING MATERIALS

Nanoindentation as a tool to measure and map mechanical properties of hardened cement pastes

(2015) Chuanlin Hu   MRS Communications

Micromechanical investigation of Portland cement paste

(2014) Chuanlin Hu et al.   CONSTRUCTION AND BUILDING MATERIALS

Microstructure and mechanical properties of fly ash blended cement pastes

(2014) Chuanlin Hu   CONSTRUCTION AND BUILDING MATERIALS

On-the-fly machine-learning for high-throughput experiments: search for rare-earth-free permanent magnets

(2014) Aaron Gilad Kusne et al.   Scientific Reports

Oversampling to Overcome Overfitting: Exploring the Relationship between Data Set Composition, Molecular Descriptors, and Predictive Modeling Methods

(2013) Chia-Yun Chang et al.   Journal of Chemical Information and Modeling

Characteristics of two types of C-S-H gel in hardened complex binder pastes blended with slag

(2013) RengGuang Liu et al.   Science China-Technological Sciences

Effect of the Ca/Si Molar Ratio on the Micro/nanomechanical Properties of Synthetic C-S-H Measured by Nanoindentation

(2012) Fernando Pelisser et al.   Journal of Physical Chemistry C

Validity of recent approaches for statistical nanoindentation of cement pastes

(2011) Pietro Lura et al.   CEMENT & CONCRETE COMPOSITES

Nanogranular packing of C–S–H at substochiometric conditions

(2009) Matthieu Vandamme et al.   CEMENT AND CONCRETE RESEARCH

Nanoindentation analysis as a two-dimensional tool for mapping the mechanical properties of complex surfaces

(2009) Nicholas X. Randall et al.   JOURNAL OF MATERIALS RESEARCH

Creep effects in nanoindentation of hydrated phases of cement pastes

(2009) Jiří Němeček   MATERIALS CHARACTERIZATION

The nano-mechanical signature of Ultra High Performance Concrete by statistical nanoindentation techniques

(2008) Luca Sorelli et al.   CEMENT AND CONCRETE RESEARCH