Deep learning-based high-throughput mesomechanical analysis framework for particulate composites

doi:10.1016/j.conbuildmat.2026.145403

Deep learning-based high-throughput mesomechanical analysis framework for particulate composites

2026-01-26

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DOI：10.1016/j.conbuildmat.2026.145403

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• Deep learning based high-throughput mesomechanical analysis framework was proposed. • Pixelated random particle generation method was developed. • High-throughput analysis of 3000 asphalt concrete mesostructures was conducted. • Framework enables efficient exploration of mesostructure-response relationships.

Deep learning-based high-throughput mesomechanical analysis framework for particulate composites

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