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RESEARCH PAPER · Journal of Material Science and Technology · 2020

Tailoring nanoprecipitates for ultra-strong high-entropy alloys via machine learning and prestrain aging

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Tailoring nanoprecipitates for ultra-strong high-entropy alloys via machine learning and prestrain agingOriginalEffect of Re and Ru on the phase stability and coarsening kinetics of L12 phase in a Ni29Co27Fe27Cr3Al7Ti7 high entropy alloy25Hot Deformation and Subsequent Annealing on the Microstructure and Hardness of an Al0.3CoCrFeNi High-entropy Alloy24Strain partitioning enables excellent tensile ductility in precipitated heterogeneous high-entropy alloys with gigapascal yield strength136Accelerated design for magnetocaloric performance in Mn-Fe-P-Si compounds using machine learning38Effects of temperature on helium cavity evolution in single-phase concentrated solid-solution alloys22Break the strength-ductility trade-off in a transformation-induced plasticity high-entropy alloy reinforced with precipitation strengthening75Effects of yttrium addition on microstructures and mechanical properties of CoCrNi medium entropy alloy63The Evolution of Intermetallic Compounds in High-Entropy Alloys: From the Secondary Phase to the Main Phase73Continually Reactivating Iterative-Projection Process Method for Instantiating Microstructure from Two-Point Statistics0Effective Combination of Solid Solution Strengthening and Precipitation Hardening in Nicrfewtial Multi-Principal-Component Alloys0Intelligent Design of High Strength and High Conductivity Copper Alloys Using Machine Learning Assisted by Genetic Algorithm9Machine-learning and high-throughput studies for high-entropy materials165Structure-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 learning13Global‐Oriented Strategy for Searching Ultrastrength Martensitic Stainless Steels11Non-monotonous effect of pre-strain on the precipitates and strengthening mechanisms of high-entropy alloys27cardiGAN: A generative adversarial network model for design and discovery of multi principal element alloys53Phase Stability in High-Entropy Alloys: The Role of Configurational Entropy19Concurrent Recrystallization and Precipitation for Combination of Superior Precipitation and Grain Boundary Hardening in Co37Cr20Ni37Ti3Al3 High-Entropy Alloy23The critical grain size for optimal strength–ductility synergy in CrCoNi medium entropy alloy55A strong and ductile NiCoCr-based medium-entropy alloy strengthened by coherent nanoparticles with superb thermal-stability80Continually reactivating iterative-projection method for instantiating microstructure from two-point statistics7Dual effects of pre-strain on continuous and discontinuous precipitation of L12-strengthened high-entropy alloys48Effect of initial grain structure on the concurrent precipitation and recrystallization of Co37Cr20Ni37Ti3Al3 high-entropy alloy7Data-driven based phase constitution prediction in high entropy alloys26Machine learning for high-entropy alloys: Progress, challenges and opportunities397An 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′ precipitation52Effective combination of solid solution strengthening and precipitation hardening in NiCrFeWTiAl multi-principal element alloys35Reconstructing parent microstructures in martensitic and pearlitic Ti-Cu12Microstructural and mechanical properties of non-equimolar NiCoFeAlTi medium entropy alloy strengthening by L12 nanoparticles18Combining Machine Learning and Molecular Dynamics to Predict Mechanical Properties and Microstructural Evolution of FeNiCrCoCu High-Entropy Alloys42Study on the Microstructure and Mechanical Properties of Non-Equimolar NiCoFeAlTi High Entropy Alloy Doped with Trace Elements4A neural network model for high entropy alloy design95Machine Learning and Mathematical Models for Prediction of Structural Aging Process4Three-step learning strategy for designing 15Cr ferritic steels with enhanced strength and plasticity at elevated temperature6Mechanical properties and deformation behavior of equiatomic CoCrFeMnNi high-entropy alloy foam: A molecular dynamics study15Recent applications of machine learning in alloy design: A review158High-strength medium-entropy alloy designed by precipitation-strengthening mechanism via machine learning26Current application status of multi-scale simulation and machine learning in research on high-entropy alloys82Data science and material informatics in physical metallurgy and material science: An overview of milestones and limitations32Accelerated Design for High-Entropy Alloys Based on Machine Learning and Multiobjective Optimization29Effect of rare-earth element Y addition on microstructure and mechanical properties of CrFeNi2 medium entropy alloy13Review on applications of artificial neural networks to develop high entropy alloys: A state-of-the-art technique47Spatial and temporal control of glassy‐crystalline domains in optical phase change materials9Accelerated design of L1 2 -strengthened single crystal high entropy alloys based on machine learning and multi-objective optimization9A novel (CoFeNi)82Ti5Al5V8 medium entropy alloy showing an ultra yield strength and a good ductility by L12 nanoparticles strengthening and dislocation strengthening36L12 nanoparticles-strengthened Co2Ni2Cr medium entropy alloy showing an outstanding tensile property19Achieving well-balanced strength and ductility via dual nanoscale precipitate structures in Co-free high-entropy alloys21Heat-resistant aluminum alloy design using explainable machine learning42Predicting New Single/Multiphase-Structure High-Entropy Alloys Using a Pattern Recognition Network9Enhancing strength-ductility synergy in L12-strengthened high-entropy alloys via microband and transformation induced plasticity49Effect of Cu upon recrystallization and mechanical properties of TRIP-assisted high entropy alloy9Machine learning-assisted design of high-entropy alloys with superior mechanical properties51Nanoprecipitate improves high strain-rate deformability in a high-entropy alloy18Bayesian optimization of 7-component (AlVCrFeCoNiMo) single crystal alloy’s compositional space to optimize elasto-plastic properties from molecular dynamics simulations7RETRACTED: Exploring high entropy alloys: A review on thermodynamic design and computational modeling strategies for advanced materials applications95Microstructure evolution and tensile properties behavior during aging temperature of CoCrFeNi-based high entropy alloys14Recent machine learning-driven investigations into high entropy alloys: A comprehensive review37Promoting strength–ductility synergy by mitigating heterogeneity in precipitation-strengthened FCC/B2 dual-phase high-entropy alloy88A review of atomistic simulations to study the multiple-elemental alloys5In-situ synchrotron X-ray study on the deformation behavior at each stage of strain aging process in bake-hardenable low-carbon steel under tensile loading5Composition Design of High-Entropy Alloys: A Brief Review3Effect of Additive Friction Stir Deposition Processing on the Microstructure and Mechanical Properties of 1045 Steel12Application of Machine Learning in Amorphous Alloys4Partially recrystallized microstructure enhanced strength-ductility synergy in a single phase Co35.5Ni35.5Cr10Fe10Mo9 multi-principal element alloy3Achieving an excellent strength-ductility synergy in a medium-entropy alloy by a suitable thermo-mechanical processing7Review of machine learning-assisted multi-property design of high-entropy alloys: phase structure, mechanical, tribological, corrosion, and hydrogen storage properties18Additive Manufacturing of Eutectic High-Entropy Alloys: A Comprehensive Review of Processing, Properties, and Machine Learning Approach10Machine learning-enhanced laser cladding process for high-entropy alloy coatings with concurrent strength and ductility optimization16Review: machine learning approaches for diverse alloy systems46Dual-phase (η + L12) precipitation strengthening contributes to a good strength-ductility synergy in a novel (Co2Ni2Cr)92Ti4Mo4 medium-entropy alloy with a heterogeneous microstructure7Prediction of vacancy defect diffusion paths in high entropy alloys via machine learning on molecular dynamics data6A data‐physics integrated strategy for accelerated design of high‐temperature Ni–Mn–Ga–Cu–B superelastic alloys0Pulse-Driven Surface Hardening and Advanced Electrospark Alloying for Maritime Applications1High‐Throughput Calculation and Machine Learning‐Assisted Prediction of the Mechanical Properties of Refractory Multi‐Principal Element Alloys1Application of machine learning methods in the metallurgical industry: A bibliometric analysis and systematic literature review0Machine learning assisted quality control in metal additive manufacturing: a review30A novel precipitation-strengthened Co40Ni37Cr16Ti7 medium entropy alloy exhibiting an excellent strength-ductility synergy4Unraveling microstructural evolution and mechanical properties of as-annealed CoFeNiMnVx (x=0.25, 0.5, 0.75, 1) high-entropy alloys3Enhancing the mechanical properties via HCP phase induction in CrFeNi 2 La x medium-entropy alloys by alloying La0Synergistic strengthening via high-density stacking faults and dislocations in cryo-processed L12-strengthened high-entropy alloys3Synergistic L12 and B2 co-precipitation enabled by high Ti and Al additions for strength-ductility synergy in a heterostructured CoNiCr medium-entropy alloy4Multicomponent alloys: Coherent vs noncoherent precipitate strengthening24Neural network-enabled prediction and optimization of mechanical properties and biocompatibility in high-entropy alloys: A data-driven approach to metallurgical innovation4Aging-promoted high-volume-fraction L12 phase precipitation for good strength-ductility synergy in a Co40Ni30Cr15.9Al7Ti7B0.1 high-entropy alloy1Machine learning interatomic potentials for high-entropy alloys: from atomic mechanisms to macroscopic design0Breaking Extrapolation Barriers: Dual Innovations for Property and Component Design of Multi‐Component Alloy0Simultaneous Enhancement of Strength and Ductility in a CoCrFeNiAl0.5Ti0.1 Alloy via Quenching-Induced Solid-State Phase Transformation0

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