Author

T. Imankulov

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Open access Aug 2026

Machine Learning-Based Early Warning System for Transport-Layer Bottlenecks in Open-Source 5G Testbeds

This study designs and evaluates a machine learning-based early warning system that anticipates transport-layer bottlenecks several seconds in advance and catches most impending bottlenecks at high precision at five seconds.

Y. Nurakhov, A. Mukhanbet, D. Marlambekov et al. · Algorithms · 0 citations

Open access Sep 2026

Physics-Informed Neural Networks for Coupled Non-Isothermal Two-Phase Flow in Porous Media: Training Pathologies, Remedies, and the Role of Gradient Conflict

Physics-informed neural networks (PINNs) are difficult to train on strongly coupled, multi-objective systems: with fixed loss weights an otherwise identical run succeeds or diverges with the random seed, and a leading explanation attributes the failures to conflict between the loss-term gradients. We test that explanat...

Y. Kenzhebek, T. Imankulov, S. D. Bekele et al. · Machine Learning and Knowled... · 0 citations