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RESEARCH PAPER · Acta Materialia · 2019

Uncovering the eutectics design by machine learning in the Al–Co–Cr–Fe–Ni high entropy system

Qingfeng Wu, Zhijun Wang, Xiaobing Hu, Tao Zheng, Zhongsheng Yang, Feng He, Junjie Li, Jincheng Wang

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Uncovering the eutectics design by machine learning in the Al–Co–Cr–Fe–Ni high entropy systemOriginalElemental Partitioning as a Route to Design Precipitation-Hardened High Entropy Alloys52Design of Eutectic High Entropy Alloys in Al–Co–Cr–Fe–Ni System40Visual Analysis of Odor Interaction Based on Support Vector Regression Method7Varying the eutectic composition of Co–Cr–Fe–Ni-Hf high-entropy system using a modified simple mixture method21Multi-component and high-entropy nitride coatings—A promising field in need of a novel approach162Promising properties and future trend of eutectic high entropy alloys559High-Throughput Calculations for High-Entropy Alloys: A Brief Review135Monte Carlo simulation of order-disorder transition in refractory high entropy alloys: A data-driven approach91Navigating the Complex Compositional Landscape of High-Entropy Alloys2Another eutectic point of Co–Cr–Fe–Ni-M (Hf, Ta, Nb) high-entropy system determined using a simple mixture method correlated with mixing enthalpy43Machine learning-based prediction of phases in high-entropy alloys149Alloy Mining from Superior Eutectic High-Entropy Alloys0Harnessing the Complex Compositional Space of High-Entropy Alloys9Remelting Induced Fully-Equiaxed Microstructures with Anomalous Eutectics in the Additive Manufactured Ni 32Co 30Cr 10Fe 10Al 18 Eutectic High-Entropy Alloy0Research Progress in Preparation and Mechanical Properties of High Entropy Alloys2Mechanical behavior of high-entropy alloys1321A microstructure-informatic strategy for Vickers hardness forecast of austenitic steels from experimental data23Revealing high-fidelity phase selection rules for high entropy alloys: A combined CALPHAD and machine learning study133Triple-Phase Eutectic High-Entropy Alloy: Al10Co18Cr18Fe18Nb10Ni2623Predictive descriptors in machine learning and data-enabled explorations of high-entropy alloys73Study on strengthening effects of Zr-Ti-Nb-O alloys via high throughput powder metallurgy and data-driven machine learning29Remelting induced fully-equiaxed microstructures with anomalous eutectics in the additive manufactured Ni32Co30Cr10Fe10Al18 eutectic high-entropy alloy65A focused review on machine learning aided high-throughput methods in high entropy alloy134Recent progress of tungsten-based high-entropy alloys in nuclear fusion44Distinct Recrystallization Kinetics in Ni–Co–Cr–Fe-Based Single-Phase High-Entropy Alloys26Machine learning-enabled identification of new medium to high entropy alloys with solid solution phases55Design Fe-based Eutectic Medium-Entropy Alloys Fe2NiCrNbx32Machine learning for alloys698Accelerated discovery of single-phase refractory high entropy alloys assisted by machine learning98Grouping strategy via d-orbit energy level to design eutectic high-entropy alloys22Hierarchical crack buffering triples ductility in eutectic herringbone high-entropy alloys678A strategy to design eutectic high-entropy alloys based on binary eutectics35Microstructure evolution and mechanical properties of CrFeNixV0.64Ta0.36 eutectic high-entropy alloys30Manipulation of Microstructure and Mechanical Properties in N-Doped CoCrFeMnNi High-Entropy Alloys22Ultra strong and ductile eutectic high entropy alloy fabricated by selective laser melting100The design of quaternary eutectic solder by machine learning0A new method to design eutectic high-entropy alloys by determining the formation of single-phase solid solution and calculating solidification paths43Prediction of Ti-Zr-Nb-Ta high-entropy alloys with desirable hardness by combining machine learning and experimental data48Accelerated design eutectic-high-entropy-alloys using simple empirical rules22Continually Reactivating Iterative-Projection Process Method for Instantiating Microstructure from Two-Point Statistics0Eutectic High-Entropy Alloys3Machine-learning and high-throughput studies for high-entropy materials165On the Conditions under Which Sequential Learning Fails: Catastrophic Forgetting in Compositionally Complex Alloys0Structure-property modeling scheme based on optimized microstructural information by two-point statistics and principal component analysis21Composition design of high yield strength points in single-phase Co–Cr–Fe–Ni–Mo multi-principal element alloys system based on electronegativity, thermodynamic calculations, and machine learning13Vacancy dependent mechanical behaviors of high-entropy alloy48Hardness prediction of high entropy alloys with machine learning and material descriptors selection by improved genetic algorithm97Design of NiCoCrAl eutectic high entropy alloys by combining machine learning with CALPHAD method54Global‐Oriented Strategy for Searching Ultrastrength Martensitic Stainless Steels11Microstructure and mechanical property of novel NiAl-based hypoeutectic/eutectic/hypereutectic high-entropy alloy35The CALPHAD approach for HEAs: Challenges and opportunities68Design of a NiTiHf shape memory alloy with an austenite finish temperature beyond 400 °C utilizing artificial intelligence35Non-monotonous effect of pre-strain on the precipitates and strengthening mechanisms of high-entropy alloys27Novel B2-strengthening Ni–Co–Cr–Al medium-entropy alloys with prominent mechanical performance20Deformation Behaviors of an Additive-Manufactured Ni32Co30Cr10Fe10Al18 Eutectic High Entropy Alloy at Ambient and Elevated Temperatures18cardiGAN: A generative adversarial network model for design and discovery of multi principal element alloys53Ductile and ultrahigh-strength eutectic high-entropy alloys by large-volume 3D printing122Eutectic Reaction and Microstructure Stability in CoCrFeNiNbx High-Entropy Alloys12Predicting Density and Viscosity for Liquid Metals and Alloys Using Machine Learning15Dynamic compressive properties and microstructural evolution of Al1.19Co2CrFeNi1.81 eutectic high entropy alloy at room and cryogenic temperatures58Phase selection of BCC/B2 phases for the improvement of tensile behaviors in FeNiCrAl medium entropy alloy56Hierarchical eutectic structure and superior mechanical property in low cobalt content AlCo0.2CrFeNi2.1 alloy by laser metal deposition12Endless recrystallization of high-entropy alloys at high temperature37Machine learning correlated with phenomenological mode unlocks the vast compositional space of eutectics of multi-principal element alloys19A cost-effective eutectic high entropy alloy with an excellent strength–ductility combination designed by VEC criterion99Machine-learning-assisted discovery of empirical rule for inherent brittleness of full Heusler alloys15On the use of transfer modeling to design new steels with excellent rotating bending fatigue resistance even in the case of very small calibration datasets78Rapid alloy design from superior eutectic high-entropy alloys66Designing Eutectic High‐Entropy Alloys Containing Nonmetallic Elements25Microstructure and mechanical properties of NixFeCoCrAl high-entropy alloys20Designing bulk metallic glasses materials with higher reduced glass transition temperature via machine learning9Effect of thermal cycling on the microstructure and mechanical properties of AlCoCrFeNi2.1 high-entropy alloy fabricated using powder plasma arc additive manufacturing12Continually reactivating iterative-projection method for instantiating microstructure from two-point statistics7Strong yet ductile nanolamellar high-entropy alloys by additive manufacturing747Application of Machine Learning Algorithms With and Without Principal Component Analysis for the Design of New Multiphase High Entropy Alloys11Phase stability of the Al CrFeCoNi alloy system22Phase-selective recrystallization makes eutectic high-entropy alloys ultra-ductile264The intrinsic strength prediction by machine learning for refractory high entropy alloys25Machine‐Learning Modeling for Ultra‐Stable High‐Efficiency Perovskite Solar Cells86Machine learning for high-entropy alloys: Progress, challenges and opportunities397Surface strengthening of Ni32-xCo30Cr10Fe10Al18Tix eutectic high-entropy alloys by laser remelting and heat treatment6Overview: recent studies of machine learning in phase prediction of high entropy alloys56Phase prediction in high-entropy alloys with multi-label artificial neural network17Design of Eutectic High Entropy Alloys26An interface-oriented data-driven scheme applying into eutectic patterns evolution4Enhancing the yield strength of Ni–Co–Cr–Fe–Al as-cast hypoeutectic high-entropy alloys by introducing γ′ precipitation52Precise design strategy of FeNiCrMo eutectic high-entropy alloys29Short-range ordering heredity in eutectic high entropy alloys: A new model based on pseudo-ternary eutectics35Effects of Al on Structure Evolution and Mechanical Performance of AlxCrFeNi (x > 1) Eutectic High-Entropy Alloys2Microstructure and mechanical property of Al56-Co24Cr20Ni eutectic high-entropy alloys with an ordered FCC/BCT phase structure41Machine Learning Based Sintered Density Prediction of Bronze Processed by Powder Metallurgy Route22Twin boundary spacing and loading direction dependent tensile deformation of nano-twinned Al10(CrCoFeNi)90 high-entropy alloy: An atomic study31Dual enhancement in strength and ductility of Ti-V-Zr medium entropy alloy by fracture mode transformation via a heterogeneous structure51A review on high-throughput development of high-entropy alloys by combinatorial methods76Exploring Multicomponent Eutectic Alloys Along an Univariant Eutectic Line5Machine-Learning Assisted Design of As-Cast Nicofecralti High Entropy Alloys with Tensile Yield Strength Over 1.35 GPA0Dynamic thermomechanical response and constitutive modeling of eutectic high-entropy alloy26Designing CoCrFeNi-M (M = Nb, Ta, Zr, and Hf) eutectic high-entropy alloys via a modified simple mixture method50Microstructure and mechanical properties of Al-Fe-Co-Cr-Ni high entropy alloy fabricated via powder extrusion26Understanding the yield strength difference in dual-phase eutectic high-entropy alloys56Exploring the relationship between lattice distortion and phase stability in a multi-principal element alloy system based on machine learning method34Microstructure and properties of a novel cost-effective FeNi-based eutectic high entropy alloys42Prediction of phase selection of amorphous alloys and high entropy alloys by artificial neural network19Formation of dendrites and strengthening mechanism of dual-phase Ni36Co30Fe11Cr11Al6Ti6 HEA by directional solidification26A hypoeutectic high-entropy alloy with hierarchical microstructure for high-temperature application30Machine-learning-guided phase identification and hardness prediction of Al-Co-Cr-Fe-Mn-Nb-Ni-V containing high entropy alloys62A deep neural network regressor for phase constitution estimation in the high entropy alloy system Al-Co-Cr-Fe-Mn-Nb-Ni46Strategies for Achieving Strength–Ductility Synergy in Face‐Centered Cubic High‐ and Medium‐Entropy Alloys52Photocatalytic degradation of multi-organo-sulfur industrial wastewater using TiO2 produced from modified sulfate process13Three-step learning strategy for designing 15Cr ferritic steels with enhanced strength and plasticity at elevated temperature6Designing (TiZrHf)100-xCux high entropy alloys with abnormal as-cast divorced eutectoid microstructure and balanced mechanical properties7Recent applications of machine learning in alloy design: A review158A framework to predict binary liquidus by combining machine learning and CALPHAD assessments21Effects of metalloid Si on the microstructure and mechanical properties of Fe36Ni36Cr10Mo1Al17−XSiX alloys13High-strength medium-entropy alloy designed by precipitation-strengthening mechanism via machine learning26Deformation mechanisms in an additively manufactured dual-phase eutectic high-entropy alloy104Effect of heat treatment on the microstructure and mechanical properties of a dual phase Al14Co41Cr15Fe10Ni20 high entropy alloy21Predicting phases and hardness of high entropy alloys based on machine learning35Accelerated discovery of oxidation-resistant ultra-high temperature ceramics via data driven methodology11Machine learning prediction of hardness in solid solution high entropy alloys36Achieving excellent strength-ductility combination in Co60.8-xNi39.2Alx eutectic medium-entropy alloys17Effect of Al Content on Microstructure, Mechanical, and Corrosion Properties of (Fe 33 Cr 36 Ni 15 Co 15 Ti 1 ) 100− x Al x High‐Entropy Alloys7Microstructure and mechanical properties of CrFeNiBx eutectic high entropy alloys28Boron microalloying for high-temperature eutectic high-entropy alloys126Review on applications of artificial neural networks to develop high entropy alloys: A state-of-the-art technique47Microstructure evolution and mechanical properties of directionally solidified Ni36Co30Fe11Cr11Al8Nb4 high entropy alloy10Effects of nanotwins and stacking faults on the mechanical properties of CrCoNi medium-entropy alloys18Machine learning assisted design of novel refractory high entropy alloys with enhanced mechanical properties48Tensile properties and strengthening mechanisms of eutectic high-entropy alloys induced by heterostructure37Strength and ductility dual-enhancement of Ni36Co30Fe11Cr11Al6Ti5Nb1 high entropy alloy by directional solidification7The microstructures and mechanical properties of CoNiCr medium-entropy alloys12Study on thermal deformation constitutive model of NiCoFeAlCrMo high-entropy alloy with FCC / L12 coherent structure4Inverse design of high entropy alloys using a deep interpretable scheme for materials attribution analysis21A Brief Perspective on the Status and Future Prospects of Eutectic High-Entropy Alloys2Achieving strength-ductility synergy in a novel Al-Mg-Zn-Cu-Si lightweight multi-component alloy via eutectic structure refinement16Designing a eutectic multi-principal element alloy for strength-ductility synergy8Combinatorial Design of Novel Multiprincipal Element Alloys Using Experimental Techniques8Novel Lightweight Nanoscale Hetero-Structured Ni-Co-Cr-Al Eutectic High-Entropy Superalloys with Superb Mechanical Properties0Tailoring the FCC/B2 Phase Boundary in Hypoeutectic Multi-Principal Element Alloy to Simultaneously Enhance Strength and Ductility0Eutectic high-entropy alloys and their applications in materials processing engineering: A review218Machine-learning assisted design of as-cast NiCoFeCrAlTi multi-principal element alloys with tensile yield strength over 1.35 GPa14Microstructure and mechanical property of the novel Al17Cr17Co33Ni33 eutectic medium entropy alloy fabricated by powder plasma arc additive manufacturing7Machine learning guided BCC or FCC phase prediction in high entropy alloys44Feature purify: An examination of spurious correlations in high-entropy alloys9Machine learning accelerated discovery of corrosion-resistant high-entropy alloys63Microstructure, mechanical and corrosion properties of Al–Co–Cr–Ni near-eutectic medium entropy alloys17Alloys innovation through machine learning: a statistical literature review14Design of high performance Cu-Ni-Si alloys via a multiobjective strategy based on machine learning12Search for eutectic high entropy alloys by integrating high-throughput CALPHAD, machine learning and experiments39Recent advances in modelling structure-property correlations in high-entropy alloys64

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