This paper proposes an adaptive hybrid machine learning model for remote fault detection in wireless data transmission network elements, fault-severity and root-cause assessment, and automated response generation. The model dynamically combines probabilistic outputs of SVM, Random Forest, HistGradientBoosting and a multilayer perceptron according to validation quality, sample-wise confidence and inference latency. Temperature scaling is used for probability calibration, Isolation Forest identifies previously unseen faults, and the response action is selected by minimizing the expected loss defined by a cost matrix of erroneous interventions.
| Mualliflar | Omonov, Ibratbek, Matyokubov, O’tkir Karimovich |
|---|---|
| Jurnal | Al-Farg'oniy avlodlari |
| Nashriyot | ТАТУ Фарғона филиали |
| ISSN | 2181-4252 |
| Nashr sanasi | 2026-08-23 |
| Son | 3 |
| Betlar | 92-97 |
| Til | Ingliz |
| Ilmiy soha | Texnika |
| Indeksga qo‘shilgan | 2026-08-26 |
wireless network, remote diagnosis, machine learning, adaptive ensemble, беспроводная сеть, дистанционная диагностика, машинное обучение, адаптивный ансамбль, выявление неисправностей, Simsiz tarmoq, masofaviy diagnostika, mashinali o‘qitish, adaptiv model
| APA | Omonov, Ibratbek, & Matyokubov, O’tkir Karimovich (2026). Mathematical model of adaptive selection of diagnostic parameters for fiber optic data transmission systems. Al-Farg'oniy avlodlari, (3), 92-97. https://al-fargoniy.uz/index.php/journal/article/view/1236 |
|---|---|
| GOST (OAK) | Omonov, Ibratbek, Matyokubov, O’tkir Karimovich Mathematical model of adaptive selection of diagnostic parameters for fiber optic data transmission systems // Al-Farg'oniy avlodlari. – 2026. – № 3. – P. 92-97. |
| MLA | Omonov, Ibratbek, and Matyokubov, O’tkir Karimovich. “Mathematical model of adaptive selection of diagnostic parameters for fiber optic data transmission systems.” Al-Farg'oniy avlodlari, (3), 92-97, 2026. https://al-fargoniy.uz/index.php/journal/article/view/1236 |
| Chicago | Omonov, Ibratbek, and Matyokubov, O’tkir Karimovich. “Mathematical model of adaptive selection of diagnostic parameters for fiber optic data transmission systems.” Al-Farg'oniy avlodlari, (3), 92-97 (2026). https://al-fargoniy.uz/index.php/journal/article/view/1236 |
| Harvard | Omonov, Ibratbek, and Matyokubov, O’tkir Karimovich (2026) ‘Mathematical model of adaptive selection of diagnostic parameters for fiber optic data transmission systems’, Al-Farg'oniy avlodlari, (3), 92-97. https://al-fargoniy.uz/index.php/journal/article/view/1236 |
| BibTeX | @article{omonovibratbek2026,
title = {Mathematical model of adaptive selection of diagnostic parameters for fiber optic data transmission systems},
author = {Omonov, Ibratbek and Matyokubov, O’tkir Karimovich},
journal = {Al-Farg'oniy avlodlari},
year = {2026},
number = {3},
pages = {92-97},
url = {https://al-fargoniy.uz/index.php/journal/article/view/1236}
} |
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