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Unveiling defect physics in gapped metals: a theoretical investigation into defect formation and electronic structure interplay
Open Access Research Article 2 Mar 2025
DOI: 10.20517/jmi.2024.41
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Advancements in the estimation of the state of charge of lithium-ion battery: a comprehensive review of traditional and deep learning approaches
Open Access Review 27 Feb 2025
DOI: 10.20517/jmi.2024.84
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Cosolvent-involved hybrid solvation models for aqueous Zn-ion electrolytes: a case study of ethylene glycol-H2O-ZnSO4 system
Open Access Research Article 26 Feb 2025
DOI: 10.20517/jmi.2024.79
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Integrating sequence and chemical insights: a co-modeling AI prediction framework for peptides
Open Access Research Article 26 Feb 2025
DOI: 10.20517/jmi.2024.91
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Machine-learning prediction of facet-dependent CO coverage on Cu electrocatalysts
Open Access Research Article 25 Feb 2025
DOI: 10.20517/jmi.2024.77
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Interpretable physics-informed machine learning approaches to accelerate electrocatalyst development
Open Access Review 25 Feb 2025
DOI: 10.20517/jmi.2024.67
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A property-oriented self-decision design strategy of low-alloyed rare earth-free magnesium alloys with a good strength-ductility synergy based on machine learning
Open Access Research Article 21 Feb 2025
DOI: 10.20517/jmi.2024.92
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PINK: physical-informed machine learning for lattice thermal conductivity
Open Access Research Article 19 Feb 2025
DOI: 10.20517/jmi.2024.86
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Towards mechanical performance paradox and behind thermo-kinetic origins of aluminum alloys with additional solutes (X = Mg, Cu and Si) from atomistic simulations
Open Access Research Article 12 Feb 2025
DOI: 10.20517/jmi.2024.68
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Design of Fe2Mo@γ-GDY triatomic catalyst for electrocatalytic urea synthesis of N2 and CO: a theoretical study
Open Access Research Article 12 Feb 2025
DOI: 10.20517/jmi.2024.49
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AI in single-atom catalysts: a review of design and applications
Open Access Review 11 Feb 2025
DOI: 10.20517/jmi.2024.78
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An optimized strategy for density prediction of intermetallics across varied crystal structures via graph neural network
Open Access Research Article 9 Feb 2025
DOI: 10.20517/jmi.2024.76
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Improved hardness prediction for reduced-activation high-entropy alloys by incorporating symbolic regression and domain adaptation on small datasets
Open Access Research Article 7 Feb 2025
DOI: 10.20517/jmi.2024.71
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Interpretable model of dielectric constant for rational design of microwave dielectric materials: a machine learning study
Open Access Research Article 7 Feb 2025
DOI: 10.20517/jmi.2024.75
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AI-driven design of fluorine-free polymers for sustainable and high-performance anion exchange membranes
Open Access Research Article 15 Jan 2025
DOI: 10.20517/jmi.2024.69
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A new simple and efficient molecular descriptor for the fast and accurate prediction of log P
Open Access Research Article 15 Jan 2025
DOI: 10.20517/jmi.2024.61
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Superior single-atom and single-cluster catalysts towards electrocatalytic nitrogen reduction reactions: a theoretical perspective
Open Access Review 12 Jan 2025
DOI: 10.20517/jmi.2024.74
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Predicting stacking fault energy in austenitic stainless steels via physical metallurgy-based machine learning approaches
Open Access Research Article 7 Jan 2025
DOI: 10.20517/jmi.2024.70
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