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Accelerating phase-field simulation of coupled microstructural evolution using autoencoder-based recurrent neural networks
Open Access Research Article 25 Jun 2025
DOI: 10.20517/jmi.2025.23
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Machine learning for predictive design and optimization of high-performance thermoelectric materials: a review
Open Access Review 24 Jun 2025
DOI: 10.20517/jmi.2025.18
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DSMR: an AI framework for exploring combinations of data and algorithm to overcome efficiency-accuracy trade-off
Open Access Research Article 24 Jun 2025
DOI: 10.20517/jmi.2025.20
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Farthest point sampling in property designated chemical feature space as an effective strategy for enhancing the machine learning model performance for small scale chemical dataset
Open Access Research Article 19 Jun 2025
DOI: 10.20517/jmi.2025.10
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Effects of nonlinearity and inter-feature coupling in machine learning studies of Nb alloys with center-environment features
Open Access Research Article 18 Jun 2025
DOI: 10.20517/jmi.2025.05
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Exploring generic fractions of multi-origin asphalts and revisiting the linkage to their bulk properties via machine learning
Open Access Research Article 29 May 2025
DOI: 10.20517/jmi.2025.14
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Machine learning-enabled optoelectronic material discovery: a comprehensive review
Open Access Review 29 May 2025
DOI: 10.20517/jmi.2025.13
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Active learning-based generative design of halogen-free flame-retardant polymeric composites
Open Access Research Article 21 May 2025
DOI: 10.20517/jmi.2025.09
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Neuroevolution potential for thermal transport in silicon carbide
Open Access Research Article 19 May 2025
DOI: 10.20517/jmi.2025.06
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Hot deformation behavior investigation of heat-resistant aluminum matrix composite based on Arrhenius model and machine learning
Open Access Research Article 27 Apr 2025
DOI: 10.20517/jmi.2025.08
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Phase-field-informed machine learning on creep behavior of Ni-based single-crystal superalloys
Open Access Research Article 21 Apr 2025
DOI: 10.20517/jmi.2025.02
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Effect of material properties on the thermal responses of the carbonization and pyrolysis layers of polymer matrix composites for charring-ablators
Open Access Research Article 15 Apr 2025
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