iMakiMak AI Lab

Home About Team Projects Publications News

Research and products at the intersection of science and industry.

Explore

About
Team
Projects
Publications
News

Contact

© 2026 iMak AI Lab

Publications

✕ Reset filter

Publications by: Ilya Makarov

2026

Degradation Trajectory Retrieval and Diffusion-Based Fault Generation

Dmitry Zhevnenko, Mikhail Zaytsev, Ilya Makarov

IEEE Access•July 2026

predictive maintenance Diffusion Models Generative AI Fault Diagnosis IEEE Access

2026

Interactive Framework for Interpretable Fault Diagnosis with Graph Neural Networks

Alexander Kozhevnikov, Maria Shtark, Petr Ivanov, Aleksandr Kovalenko, Dmitry Zhevnenko, Viacheslav Vasilev,

2026 ACM/IEEE International Conference on Embedded Artificial Intelligence and Sensing Systems - Posters and Demos (SenSys-Adjunct)•May 2026

GNN Fault Diagnosis Explainable AI Industrial AI SenSys

2026

A dataset of real-world oscillograms from electrical power grids

Aleksey Evdakov, Galina Filatova, Andrey Yablokov, Aleksandr Kovalenko, Evgeny Skachkov, Ilya Makarov

Scientific Data•January 2026

DOI: https://doi.org/10.1038/s41597-026-06587-8

Dataset Power Grid Energy Fault Diagnosis Time Series Analysis

2025

SensorDBSCAN: Semi-Supervised Active Learning Powered Method for Anomaly Detection and Diagnosis

Petr Ivanov, Maria Shtark, Alexander Kozhevnikov, Maksim Golyadkin, Dmitry Botov, Ilya Makarov

IEEE Access•February 2025

DOI: https://doi.org/10.1109/ACCESS.2025.3537649

Anomaly Detection Fault Diagnosis Active Learning Industrial AI IEEE Access