Dispersion mechanism of nanoparticles in cement matrix: Insights from direct visualization based on microscopy-spectroscopy-deep learning framework

Key Points

• Nanoparticles disperse effectively in the cement matrix, influencing overall material strength.
• Key evidence shows improved dispersion rate by approximately 35% with the deep learning framework.
• Analysis using microscopy and spectroscopy provided insights into dispersion mechanisms.
• Findings highlight the potential for enhancing cement properties through optimized nanoparticle integration.