Most Cited Papers In Last Two Years
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Transformative strategies in photocatalyst design: merging computational methods and deep learning
Open Access Review 30 Dec 2024
DOI: 10.20517/jmi.2024.48
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Applications of machine learning method in high-performance materials design: a review
Open Access Review 26 Sep 2024
DOI: 10.20517/jmi.2024.15
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Machine learning assisted crystal structure prediction made simple
Open Access Review 29 Sep 2024
DOI: 10.20517/jmi.2024.18
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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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Machine learning descriptors for crystal materials: applications in Ni-rich layered cathode and lithium anode materials for high-energy-density lithium batteries
Open Access Review 27 Oct 2024
DOI: 10.20517/jmi.2024.22
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Data-driven strategy for bandgap database construction of perovskites and the potential segregation study
Open Access Research Article 27 May 2024
DOI: 10.20517/jmi.2024.10
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High hydrogen evolution activities of dual-metal atoms incorporated N-doped graphenes achieved by coordination regulation
Open Access Research Article 2 Jan 2024
DOI: 10.20517/jmi.2023.34
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Machine learning-assisted prediction, screen, and interpretation of porous carbon materials for high-performance supercapacitors
Open Access Research Article 23 Oct 2024
DOI: 10.20517/jmi.2024.29
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Local environment interaction-based machine learning framework for predicting molecular adsorption energy
Open Access Research Article 29 Mar 2024
DOI: 10.20517/jmi.2023.41
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Multi-objective optimization in machine learning assisted materials design and discovery
Open Access Review 23 Mar 2025
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Machine learning driven design of high-performance Al alloys
Open Access Research Article 4 Nov 2024
DOI: 10.20517/jmi.2024.21
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Thermal stability prediction of copolymerized polyimides via an interpretable transfer learning model
Open Access Research Article 16 Jun 2024
DOI: 10.20517/jmi.2024.13
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Prediction of thermal conductivity in multi-component magnesium alloys based on machine learning and multiscale computation
Open Access Research Article 12 Mar 2025
DOI: 10.20517/jmi.2024.89
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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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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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Efficient prediction of potential energy surface and physical properties with Kolmogorov-Arnold Networks
Open Access Research Article 27 Dec 2024
DOI: 10.20517/jmi.2024.46
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Knowledge assisted machine learning to clarify pore influence on fatigue life of forging/additive hybrid manufactured Ti-17 alloy
Open Access Research Article 29 Nov 2024
DOI: 10.20517/jmi.2024.28
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Multi-model integration accelerates Al-Zn-Mg-Cu alloy screening
Open Access Research Article 18 Nov 2024
DOI: 10.20517/jmi.2024.34
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