The Application of Artificial Intelligence and Machine Learning Technologies in Materials Science

Akbarjon Baymirzaev, Begijon Tojiboev, Abdujalol Bektemirov, Nodirbek Madaminov, Sayyora Atakhonova, Firyuza Arabbayeva

2024

Abstract

The integration of Artificial Intelligence (AI) and Machine Learning (ML) technologies in materials science is transforming research and development by enhancing material discovery, optimizing manufacturing processes, and automating quality control. This paper reviews the application of AI and ML in materials science, aiming to evaluate their impact, highlight current advancements, and identify future research directions. The study involves a comprehensive analysis of AI and ML techniques, including neural networks and regression models, applied to predict material properties, improve manufacturing processes, and automate quality control. Data from recent research and practical applications are examined. AI and ML technologies have significantly improved the accuracy of material property predictions, optimized processing conditions, and enabled real-time quality control. These advancements lead to increased efficiency and reduced production costs. AI and ML offer substantial benefits in materials science, though challenges related to data quality and model interpretability remain. Future work should focus on enhancing data accuracy and developing more robust models to fully leverage these technologies

Paper Citation

in Harvard Style

Baymirzaev A., Tojiboev B., Bektemirov A., Madaminov N., Atakhonova S. and Arabbayeva F. (2024). The Application of Artificial Intelligence and Machine Learning Technologies in Materials Science. In Proceedings of the 4th International Conference on Research of Agricultural and Food Technologies - Volume 1: I-CRAFT; ISBN 978-989-758-773-3, SciTePress, pages 378-380. DOI: 10.5220/0014269900004738

in Bibtex Style

@conference{i-craft24,
author={Akbarjon Baymirzaev and Begijon Tojiboev and Abdujalol Bektemirov and Nodirbek Madaminov and Sayyora Atakhonova and Firyuza Arabbayeva},
title={The Application of Artificial Intelligence and Machine Learning Technologies in Materials Science},
booktitle={Proceedings of the 4th International Conference on Research of Agricultural and Food Technologies - Volume 1: I-CRAFT},
year={2024},
pages={378-380},
publisher={SciTePress},
organization={INSTICC},
doi={10.5220/0014269900004738},
isbn={978-989-758-773-3},
}

in EndNote Style

TY - CONF

JO - Proceedings of the 4th International Conference on Research of Agricultural and Food Technologies - Volume 1: I-CRAFT
TI - The Application of Artificial Intelligence and Machine Learning Technologies in Materials Science
SN - 978-989-758-773-3
AU - Baymirzaev A.
AU - Tojiboev B.
AU - Bektemirov A.
AU - Madaminov N.
AU - Atakhonova S.
AU - Arabbayeva F.
PY - 2024
SP - 378
EP - 380
DO - 10.5220/0014269900004738
PB - SciTePress