KIMYO MUHANDISLIGI SOHASIDA SI(AI) IMKONYATLARI VA ISTIQBOLLARI
Keywords:
Kalit so‘zlar Sun’iy intellekt, Sanoat 4.0, elektrokimyo, batareyalar texnologiyasi, molekulyar dizayn, kiber-kimyo, korroziya monitoringi, retrosintez, Bashoratli texnik xizmat (Predictive Maintenance), qayta tiklanuvchi energiya.Abstract
Annotatsiya Ushbu tezisda zamonaviy texnika, xususan, kimyo va
elektrokimyo sohalarida sun’iy intellekt (SI) texnologiyalarining tutgan o‘rni va
istiqbollari tahlil qilingan. Sanoat 4.0 konsepsiyasi doirasida “aqlli” zavodlar,
bashoratli texnik xizmat ko‘rsatish va mahsulot dizaynini optimallashtirish masalalari
ko‘rib chiqilgan. Shuningdek, elektrokimyoviy jarayonlarda batareyalarning xizmat
muddatini uzaytirish, yangi elektrolitlar sintezi va korroziyaga qarshi kurashda SI
algoritmlarining samaradorligi asoslab berilgan. Maqola kiber-kimyo va avtonom
laboratoriyalarning shakllanishi muhandislik sohasidagi inson omili bilan uyg‘unligini
yoritib beradi
References
Foydalanilgan adabiyotlar
1. Goodfellow, I., Bengio, Y., & Courville, A. (2016). Deep Learning. MIT Press.
(Sun'iy intellektning fundamental asoslari bo'yicha).
2. Butler, K. T., Davies, D. W., Cartwright, H., Isayev, O., & Walsh, A. (2018).
Machine learning for molecular and materials science. Nature, 559(7715), 547-
555. (Materialshunoslik va molekulyar dizayn bo'yicha).
3. Liu, Y., Zhao, Y., & Zhao, J. (2021). Artificial Intelligence in Electrochemical
Energy Storage: Recent Advances and Future Perspectives. Advanced Materials.
(Elektrokimyo va batareyalar tahlili).
4. Schleder, G. R., Padilha, A. C., Acosta, C. M., Costa, M., & Fazzio, A. (2019).
From an atom-by-atom fabrication to AI-guided design. Journal of Physics:
Materials.
5. Ayas, S., & Eksi, Z. (2022). The Role of AI in Industry 4.0: Applications in
Chemical Engineering. Journal of Chemical Technology and Metallurgy.
6. Zhu, J., et al. (2020). Data-driven prediction of battery cycle life before capacity
degradation. Nature Energy. (Batareyalar xizmat muddatini bashorat qilish
bo'yicha).
