QANDLI DIABET KASALLIGI NAZORATI VA PROGNOZI UCHUN NEYRON TARMOQLAR ASOSIDA IOT MA’LUMOTLARINI INTELLEKTUAL QAYTA ISHLASH ALGORITMLARI

Авторы

  • Otabek Xo'jayev
  • Zilola Ro‘zmetova

DOI:

https://doi.org/10.47390/ts-v3i7y2025N2

Ключевые слова:

IoT, qandli diabet, neyron tarmoqlar ,ma’lumotlarni intellektual qayta ishlash , monitoring va prognozlash, sun’iy intellekt.

Аннотация

Qandli diabet tez tarqaluvchi surunkali kasallik bo‘lib, IoT sensorlar yordamida glyukoza, yurak urishi va boshqa fiziologik parametrlarni real vaqt rejimida monitoring qilish mumkin. Ushbu tadqiqotda CNN, RNN va LSTM modellarining samaradorligi solishtirilib, LSTM eng yuqori aniqlikni (92.1%) ko‘rsatdi. Takroriy yozuvlarni bartaraf etish model samaradorligini oshirdi.

Библиографические ссылки

1. Farooq, M. S., & Khan, M. A. (2023). Role of Internet of Things in diabetes healthcare: Network architecture and challenges. *Journal of Medical Systems*, 47(1), 1–15.

2. Valsalan, P., & Kumar, S. (2022). IoT based expert system for diabetes diagnosis and management. *Journal of Healthcare Engineering*, 2022, 1–10.

3. Ahmed, A., et al. (2023). Performance of AI models in estimating blood glucose level using non-invasive wearable devices. *Computers in Biology and Medicine*, 165, 105234.

4. Mansour, M., & Al-Kahtani, M. (2024). Wearable devices for glucose monitoring: A review. *Sensors*, 24(3), 1–20.

5. Liu, Y., Zhang, L., & Li, J. (2025). Advanced applications in chronic disease monitoring using IoT devices. *Frontiers in Public Health*, 13, 1510456.()

6. Shukurillayev, K. S. (2023). Sun’iy neyron tarmoqlarga asoslangan tibbiy diagnostikaning asosiy bosqichlari. Zenodo. [https://zenodo.org/record/7886536] (https://zenodo.org/record/7886536).

Загрузки

Прислана

2025-09-30

Опубликован

2025-10-01

Как цитировать

Xo'jayev, O., & Ro‘zmetova, Z. (2025). QANDLI DIABET KASALLIGI NAZORATI VA PROGNOZI UCHUN NEYRON TARMOQLAR ASOSIDA IOT MA’LUMOTLARINI INTELLEKTUAL QAYTA ISHLASH ALGORITMLARI. Techscience.Uz - Topical Issues of Technical Sciences, 3(7), 10–15. https://doi.org/10.47390/ts-v3i7y2025N2

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