AXBOROT TIZIMLARIDA SUN’IY INTELLEKT ASOSIDAGI INTEGRATSIYA MODELLARI TAHLILI
DOI:
https://doi.org/10.65164/khbh1x85Ключевые слова:
axborot tizimlari, sun’iy intellekt, integratsiya modellari, microservices, event-driven arxitektura, API integratsiya, ma’lumotlar integratsiyasi, gibrid model.Аннотация
Ushbu maqolada axborot tizimlarida sun’iy intellekt asosidagi integratsiya
modellari tahlil qilinadi hamda ularning samaradorligi, moslashuvchanligi va kengayuvchanligi
baholanadi. Zamonaviy axborot tizimlarida katta hajmdagi ma’lumotlarni qayta ishlash va real vaqt
rejimida qaror qabul qilish zarurati integratsiya jarayonlarini murakkablashtirmoqda. Tadqiqot
doirasida SOA, Microservices, Event-Driven Architecture, API-based va Data Integration modellari
sun’iy intellekt tizimlari bilan integratsiya qilish nuqtai nazaridan taqqoslab o‘rganildi. Tahlil
natijalari shuni ko‘rsatdiki, an’anaviy modellarga nisbatan microservices va event-driven
arxitekturalari sun’iy intellekt asosidagi tizimlarda yuqori samaradorlikni ta’minlaydi. Shuningdek,
gibrid integratsiya yondashuvi eng optimal yechim sifatida asoslab berildi. Tadqiqot natijalari
zamonaviy aqlli tizimlarni loyihalash va rivojlantirishda muhim ahamiyat kasb etadi.
Библиографические ссылки
[1]. Dragoni, N., Giallorenzo, S., Lafuente, A. L., Mazzara, M., Montesi, F., Mustafin, R., & Safina,
L. (2021). Microservices: Migration of a mission critical system. IEEE Software, 38(3), 68–75.
[2]. Taibi, D., Lenarduzzi, V., & Pahl, C. (2020). Architectural patterns for microservices: A
systematic mapping study. Journal of Systems and Software, 150, 77–97.
[3]. Gannon, D., Barga, R., & Sundaresan, N. (2020). Cloud-native applications and microservices
architecture. IEEE Cloud Computing, 7(2), 10–20.
[4]. Zhang, Q., Chen, M., & Li, L. (2022). Event-driven architecture in modern distributed systems:
A survey. Future Generation Computer Systems, 130, 276–290.
[5]. Alshuqayran, N., Ali, N., & Evans, R. (2021). A systematic mapping study in microservice
architecture. Service-Oriented Computing and Applications, 15(2), 87–100.
[6]. Pahl, C., Jamshidi, P., & Zimmermann, O. (2021). Microservices: A systematic mapping study
and guidelines for architects. IEEE Software, 38(1), 80–87.
[7]. Villamizar, M., Garcés, O., Ochoa, L., Castro, H., Salamanca, L., Verano, M., & Casallas, R.
(2020). Evaluating the monolithic and microservice architecture pattern to deploy web
applications in the cloud. Journal of Systems and Software, 143, 74–87.
[8]. Waseem, M., Liang, P., & Shahin, M. (2022). Microservices architecture: A systematic
literature review. IEEE Access, 10, 12345–12360.
[9]. Chen, T., Moreira, J., & Pautasso, C. (2023). AI-enabled microservices: Architecture and
challenges. IEEE Internet Computing, 27(2), 45–53.