Development of ultrahigh-entropy ceramics with tailored oxidation behavior

Crystal symmetry determination in electron diffraction using machine learning

(2020) Kevin Kaufmann et al.   SCIENCE

A step forward from high-entropy ceramics to compositionally complex ceramics: a new perspective

(2020) Andrew J. Wright et al.   JOURNAL OF MATERIALS SCIENCE

From high-entropy ceramics to compositionally-complex ceramics: A case study of fluorite oxides

(2020) Andrew J. Wright et al.   JOURNAL OF THE EUROPEAN CERAMIC SOCIETY

Dissolving and stabilizing soft WB2 and MoB2 phases into high-entropy borides via boron-metals reactive sintering to attain higher hardness

(2020) Mingde Qin et al.   JOURNAL OF THE EUROPEAN CERAMIC SOCIETY

Size disorder as a descriptor for predicting reduced thermal conductivity in medium- and high-entropy pyrochlore oxides

(2020) Andrew J. Wright et al.   SCRIPTA MATERIALIA

Discovery of high-entropy ceramics via machine learning

(2020) Kevin Kaufmann et al.   npj Computational Materials

Adaptive hard and tough mechanical response in single-crystal B1 VNx ceramics via control of anion vacancies

(2020) A.B. Mei et al.   ACTA MATERIALIA

Searching for high entropy alloys: A machine learning approach

(2020) Kevin Kaufmann et al.   ACTA MATERIALIA

Thermodynamics of High Entropy Oxides

(2020) Scott J. McCormack et al.   ACTA MATERIALIA

Transition metal carbides and nitrides as oxygen reduction reaction catalyst or catalyst support in proton exchange membrane fuel cells (PEMFCs)

(2020) Mohammad Ali Abdelkareem et al.   INTERNATIONAL JOURNAL OF HYDROGEN ENERGY

High-entropy monoborides: Towards superhard materials

(2020) Mingde Qin et al.   SCRIPTA MATERIALIA

Bulk high-entropy nitrides and carbonitrides

(2020) Olivia F. Dippo et al.   Scientific Reports

Oxidation behavior of (Hf0.2Zr0.2Ta0.2Nb0.2Ti0.2)C high-entropy ceramics at 1073-1473 K in air

(2019) Beilin Ye et al.   CORROSION SCIENCE

Multiscale Entropy and Its Implications to Critical Phenomena, Emergent Behaviors, and Information

(2019) Zi-Kui Liu et al.   JOURNAL OF PHASE EQUILIBRIA AND DIFFUSION

Materials informatics for the screening of multi-principal elements and high-entropy alloys

(2019) J. M. Rickman et al.   Nature Communications

High entropy alloys as a bold step forward in alloy development

(2019) D. B. Miracle   Nature Communications

Unavoidable disorder and entropy in multi-component systems

(2019) Cormac Toher et al.   npj Computational Materials

Reactive flash spark plasma sintering of high-entropy ultrahigh temperature ceramics

(2019) Joshua Gild et al.   SCRIPTA MATERIALIA

Thermal conductivity and hardness of three single-phase high-entropy metal diborides fabricated by borocarbothermal reduction and spark plasma sintering

(2019) Joshua Gild et al.   CERAMICS INTERNATIONAL

Oxidation behaviours of high-entropy transition metal carbides in 1200 °C water vapor

(2019) Yongqiang Tan et al.   JOURNAL OF ALLOYS AND COMPOUNDS

Inherent toughness and fracture mechanisms of refractory transition-metal nitrides via density-functional molecular dynamics

(2018) D.G. Sangiovanni   ACTA MATERIALIA

Elastic properties and plastic deformation of TiC- and VC-based pseudobinary alloys

(2018) D. Edström et al.   ACTA MATERIALIA

Valence electron concentration as an indicator for mechanical properties in rocksalt structure nitrides, carbides and carbonitrides

(2018) Karthik Balasubramanian et al.   ACTA MATERIALIA

Ocean of Data: Integrating First-Principles Calculations and CALPHAD Modeling with Machine Learning

(2018) Zi-Kui Liu   JOURNAL OF PHASE EQUILIBRIA AND DIFFUSION

(Hf0.2 Zr0.2 Ta0.2 Nb0.2 Ti0.2 )C high-entropy ceramics with low thermal conductivity

(2018) Xueliang Yan et al.   JOURNAL OF THE AMERICAN CERAMIC SOCIETY

High-entropy fluorite oxides

(2018) Joshua Gild et al.   JOURNAL OF THE EUROPEAN CERAMIC SOCIETY

Phase stability and mechanical properties of AlHfNbTiZr high-entropy alloys

(2018) Yidong Wu et al.   MATERIALS SCIENCE AND ENGINEERING A-STRUCTURAL MATERIALS PROPERTIES MICROSTRUCTURE AND PROCESSING

Insightful classification of crystal structures using deep learning

(2018) Angelo Ziletti et al.   Nature Communications

Accelerated discovery of metallic glasses through iteration of machine learning and high-throughput experiments

(2018) Fang Ren et al.   Science Advances

Deep neural networks for accurate predictions of crystal stability

(2018) Weike Ye et al.   Nature Communications

Thermodynamic assessment of the group IV, V and VI oxides for the design of oxidation resistant multi-principal component materials

(2018) Lavina Backman et al.   JOURNAL OF THE EUROPEAN CERAMIC SOCIETY

High-entropy high-hardness metal carbides discovered by entropy descriptors

(2018) Pranab Sarker et al.   Nature Communications

Phase stability and mechanical properties of novel high entropy transition metal carbides

(2018) Tyler J. Harrington et al.   ACTA MATERIALIA

Universal fragment descriptors for predicting properties of inorganic crystals

(2017) Olexandr Isayev et al.   Nature Communications

Classification of crystal structure using a convolutional neural network

(2017) Woon Bae Park et al.   IUCrJ

Microstructure and wear behavior of a refractory high entropy alloy

(2016) A. Poulia et al.   INTERNATIONAL JOURNAL OF REFRACTORY METALS & HARD MATERIALS

Design of efficient molecular organic light-emitting diodes by a high-throughput virtual screening and experimental approach

(2016) Rafael Gómez-Bombarelli et al.   NATURE MATERIALS

Entropy-stabilized oxides

(2015) Christina M. Rost et al.   Nature Communications

Accelerated exploration of multi-principal element alloys with solid solution phases

(2015) O.N. Senkov et al.   Nature Communications

Exploration and Development of High Entropy Alloys for Structural Applications

(2014) Daniel Miracle et al.   Entropy

Experimental and theoretical study of Ti20Zr20Hf20Nb20X20 (X=V or Cr) refractory high-entropy alloys

(2014) É. Fazakas et al.   INTERNATIONAL JOURNAL OF REFRACTORY METALS & HARD MATERIALS

Combinatorial screening for new materials in unconstrained composition space with machine learning

(2014) B. Meredig et al.   PHYSICAL REVIEW B

High-Entropy Alloys: A Critical Review

(2014) Ming-Hung Tsai et al.   Materials Research Letters

An understanding of high entropy alloys from phase diagram calculations

(2013) F. Zhang et al.   CALPHAD-COMPUTER COUPLING OF PHASE DIAGRAMS AND THERMOCHEMISTRY

Searching for Next Single-Phase High-Entropy Alloy Compositions

(2013) Michael Gao et al.   Entropy

Microstructures and properties of high-entropy alloys

(2013) Yong Zhang et al.   PROGRESS IN MATERIALS SCIENCE

Toughness enhancement in hard ceramic thin films by alloy design

(2013) H. Kindlund et al.   APL Materials