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RESEARCH PAPER · Acta Materialia · 2021

Physical Mechanism Interpretation of Polycrystalline Metals’ Yield Strength via a Data-Driven Method: A Novel Hall-Petch Relationship

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Physical Mechanism Interpretation of Polycrystalline Metals’ Yield Strength via a Data-Driven Method: A Novel Hall-Petch RelationshipOriginalInhibiting the Inverse Hall-Petch Behavior in CoCuFeNiPd High-Entropy Alloys with Short-Range Ordering and Grain Boundary Segregation61Heterogeneous structures in a Ni-based superalloy with tailoring mechanical properties produced by a twin laser powder bed fusion system25Effect of laser shock peening on boring hole surface integrity and conformal contact fretting fatigue life of Ti-6Al-4 V alloy40Microstructures and mechanical properties of an ultrathin wall high-pressure die casting Mg-8Zn-8Al (wt%) alloy20Effects of Pulse Frequency on the Macro-/Micro-Structure and Mechanical Properties of Ti-64 Alloy Fabricated by Wire-Fed Pulsed Arc Directed Energy Deposition0Detecting Microstructural Criticality/Degeneracy through Hybrid Learning Strategies Trained by Molecular Dynamics Simulations2Grain growth and Hall–Petch relationship in Ti37V15Nb22Hf23W3 refractory high-entropy alloys18Cyclic softening in nonlocal shells—A data-driven graph-gradient plasticity approach10A revisit to the role of Mo in an MP35N superalloy: An experimental and theoretical study20Data-driven design of Ni-based turbine disc superalloys to improve yield strength56An optimized machine-learning model for mechanical properties prediction and domain knowledge clarification in quenched and tempered steels29Simultaneous enhancement of strength-ductility via multiple precipitates and austenite in a novel precipitation-hardened martensitic stainless steel23Artificial Intelligence in Physical Sciences: Symbolic Regression Trends and Perspectives241Seventy years of Hall-Petch, ninety years of superplasticity and a generalized approach to the effect of grain size on flow stress368Simultaneously enhancing the hot workability and room-temperature strength of Ti-6Al-4V alloy via adding Mo and Fe59Investigation of the grain deformation to orthogonal cutting process of the textured Alloy 718 fabricated by laser powder bed fusion33Dendrite structure-induced tunable plastic deformation behavior in (Ti-V-Cr)100-xWx refractory high entropy alloys32Core Electron Count as a Versatile and Accurate New Descriptor for Sorting Mechanical Properties of Diverse Transition Metal Compounds18Effect of Various Processes on Microstructure of CoCrFeNiAlx High-Entropy Alloy Shot Peening Layer3Effect of nitrogen content on mechanical properties of 316L(N) austenitic stainless steel78Ordering phenomena in ternary transition‐metal dichalcogenides: Critical role of lattice symmetry and vdW interaction16Formation of thin films via cold-rolled/annealed nickel sputtering targets2Dependence of resistivity on temperature and the mechanism of strengthening in a single-phase Cu–12Mn–3Ni alloy9Descriptors for phase prediction of high entropy alloys using interpretable machine learning36Microstructure and Mechanical Properties of High Entropy Alloys6The Effect of Graphene Nanoplatelets on the Aging Precipitation Behavior and Mechanical Properties of Magnesium Matrix Composite2The hall-petch effect on CuO-doped 3Y-TZP by using single-step sintering0Distinct Electrical and Mechanical Responses of a Cu-10Fe Composite Prepared by Hot-Pressed Sintering and Post Treatment4XGBoost algorithm-assisted prediction of amorphous formability of Fe-based nanocrystalline precursor5Microstructure evolution and mechanical properties of Ti-15-3 alloy joint fabricated by submerged friction stir welding4Strong yet ductile bionic steel by mitigating local stress concentration function25Predicting and understanding the ductility of BCC high entropy alloys via knowledge-integrated machine learning52Annealing microstructure evolution and strength-plasticity enhancement mechanism of a novel titanium alloy Ti642228Cooperative effect of grain size and cryogenic temperature on deformation behavior and mechanism of commercial pure Al sheets13Anti-fading study of Al–Ti–B by adding Ce on 6111 aluminum alloy24Synchronously enhancing the strength, toughness, and stress corrosion resistance of high-end aluminum alloys via interpretable machine learning156Design of high performance Cu-Ni-Si alloys via a multiobjective strategy based on machine learning12Grain size control method for enhancing high-temperature durability of Al–Cu–Mg–Ag alloy15Multiscale residual stress and mechanical behavior analysis in machining of Ti-6Al-4V alloy with advanced microscopic characterization17Microhardness Variation with Indentation Depth for Body-Centered Cubic Steels Pertinent to Grain Size and Ferrite Content4Unveiling yield strength of metallic materials using physics-enhanced machine learning under diverse experimental conditions35Modeling the yield strength of nanocrystalline metals24Static recrystallization behavior and strengthening mechanism of a single-phase Cu–18Ni–17Zn alloy11Machine learning studies for magnetic compositionally complex alloys: A critical review33Friction stir welding of as-cast and pre-aged Al–Si–Zn–Mg–Fe alloy: Microstructure, mechanical and corrosion properties21Hydrogen assisted crack growth rate model derived by physical-guided piecewise symbol regression8High power factor and mechanical properties of Bi1-xSbx alloys enabled by redensification of crystal slabs0Synergistic enhancement of strength and plasticity in Ti–Cu alloys by elimination of pearlite microstructure through Zr alloying3Synergistic-strengthening strategy induce excellent electrical and mechanical properties in Cu/AlCrCuFeNi2.5 composites13Precipitation behavior and strengthening mechanism in a Cu-3.5Ti-0.1 Tm alloy19Applications of machine learning method in high-performance materials design: a review35Investigation of stagnation point and microstructure evolution in forming Al-Mg-Si alloy sheets with synergistic strength-ductility7Effect of MgO Content on the Microstructure and Properties of Zirconia-Toughened Alumina (ZTA) Ceramics by Hot Pressure Sintering4The effect of graphene nanoplatelets on the aging precipitation behavior and mechanical properties of magnesium matrix composite3Prediction of fatigue crack propagation behavior in elastic plastic region under block loading for type 316 steel via artificial neural network approach9Deformation behavior and yield strength prediction of [112] oriented NbMoTaW refractory high entropy alloy nanowires2Study on the effects and mechanisms of ultrasonic impact treatment on impact toughness of Q345 steel welded joints12The impact and strengthening mechanisms of elastic-plastic deformation on microstructural performance in the medium-temperature martensitic transformation range4AI4Materials: Transforming the landscape of materials science and enigneering25Novel electromagnetic oscillation method for uniform grain refinement and mechanical properties enhancement of flat-shaped aerospace components4Machine learning-based constitutive parameter identification for crystal 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aluminum alloy driven by Cu element9High-throughput design strategy for creep-resistance steel using machine learning and optimization algorithm0Understanding the intrinsic framework of the Hall-Petch relationship of metals from the view of the electronic-structure level28Influence of δ-Phase on the Grain Shape and Mechanical Properties of Inconel 7181Constitutive Model for Hot Deformation Behavior of Fe-Mn-Cr-Based Alloys: Physical Model, ANN Model, Model Optimization, Parameter Evaluation and Calibration5The coarsening of nanophases in Al–Zn–Mg–Cu alloy induced by cyclic stress5Tailoring dual-phase zone deformation for enhanced softening and formability in low-carbon hot-rolled steel4Interpretable Machine Learning Applications: A Promising Prospect of AI for Materials68Breaking strength and ductility trade-off for powder metallurgy Ti alloys with high content of oxygen7A Review of Intelligent Design and Optimization of Metal Casting Processes14Discovery of ultra-high strength 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process0Enhancing Strength and Ductility in a Fe‐Mn‐Al‐C Lightweight Steel by Zirconium Addition‐Induced Heterostructure0Effect of Anneal Temperature on Microstructure and Mechanical Characteristics of Scrap-Rolled Ti-6Al-4V Alloy Bars0Synergetic properties of advanced materials for high-power and high-temperature applications2A novel transfer learning framework for predicting the elevated-temperature fatigue properties of aero-bearing steels0Study on microstructure and high-temperature mechanical behavior of nano-TiC/TiB2 duplex-reinforced nickel-based alloys1Machine Learning‐Based Prediction of Microstructure and Mechanical Properties of Ce‐Microalloyed 490CL Wheel Steel Flash Welded Joints0Physical field-assisted metal additive manufacturing technology: research progress and prospects1Molecular Dynamics Simulation of the Microstructure and Mechanical Properties of Al0.6+xCoCrFeNi2.5−xSi0.1 High-Entropy Alloys0Emerging progress and feasibility evaluation of residual stress research in heterogeneous brazed joints: Focus on machine learning-integrated numerical simulation0Optimization of nickel-based superalloys by an efficient hot consolidation method and machine learning0Low Temperature Impact Toughness Prediction Based on Machine Learning and Microstructure Verification0An Intelligent Partition-and-Prediction Framework for Ultra-Low-Phosphorus High-Purity Iron: Improved Interpretability and Accuracy0Strength–Ductility Balance in Additively Manufactured Laminated Fe‐Cr‐Ni/Fe‐Cr‐Ni‐Cu Alloy Heterostructures0Influence of microstructural features on the size effect in confined grains: a study using dislocation dynamics simulations and machine learning methods0Structure and properties of steam turbine blade metal under the conditions of repair restoration by laser cladding0Effect of Al and Ni Doping on the Microstructure and High-Temperature Properties of Laser Cladding Cobalt-Based Alloy Coatings0Microstructural refinement and property enhancement of laser directed energy deposited AlSi10Mg alloy by double-pass friction stir processing routes0Effects of Process Parameters on Microstructure and Mechanical Properties of 6061 Aluminum Alloy in Low-Temperature SPS Diffusion Bonding0Effects of sputtering modes on the microstructure, texture and mechanical properties of W coatings0A new model for Hall-Petch coefficient and the weak grain boundary strengthening in refractory multi-principal element alloys0Recent advances in design of magnetic functional alloys assisted by machine learning0Accurate determination of deformation resistance for thin-hard steel strip in tandem cold rolling process0Comparative study of microstructure evolution and strengthening behavior in DED-fabricated Co-6, Ni-625 and compositionally matched XM-25 deposits on martensitic stainless steel0Enhancing strength-ductility synergy in laser powder bed fusion fabricated 18Ni (300) maraging steel via a novel in-situ post-heat scan strategy0Microstructure and mechanical properties of Nb- and V-microalloyed ferrite/martensite dual phase drill pipe steel0Machine learning for high-performance alloy design: A review0Trace boron-mediated microstructure enables exceptional strength-ductility synergy in a Cr–Fe–Ni–Ti multi-principal element alloy0Synergistic Enhancement of Strength and Ductility of K424 Superalloy Achieved via Dendrite Fragmentation Induced by Electromagnetic Oscillation0

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