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Publications

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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

HiSim: Sensor-Stream Cosine Health Index for Early-Stage Monitoring

Dmitry Zhevnenko, Ilya Makarov, Petr Michailov

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

predictive maintenance RUL IoT Edge AI SenSys

2026

Benchmarking 2D Latent Degradation Spaces for Monitoring-Ready PdM

Dmitry Zhevnenko, Ilya Makarov, Aleksandr Kovalenko

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

predictive maintenance RUL Representation Learning Benchmark SenSys

2025

Optimizing state monitoring with domain degradation knowledge

Dmitry Zhevnenko, Ilya Makarov

IEEE Access•May 2025

DOI: https://doi.org/10.1109/ACCESS.2025.3573683

predictive maintenance RUL Industrial AI IEEE Access