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Publications

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Publications by: Ilya Makarov

2026

MemSARAD: Hybrid Spatial-Memory Modeling for Industrial Sensing Systems

Alina Kozhevnikova, Andrei Zakharov, Ilya Makarov

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

Anomaly Detection Industrial AI IoT Time Series Analysis SenSys

2026

Transferable Electric Vehicle Battery Capacity Estimation From Real-World Charging Data Using Spectral Learning

Andrei Zakharov, Vasily Volovich, Ilya Makarov

IEEE Open Journal of the Industrial Electronics Society•April 2026

Electric Vehicles Energy Time Series Analysis Neural Operators

2026

Benchmarking IoT Time-Series Anomaly Detection with Event-Level Augmentations

Dmitry Zhevnenko, Ilya Makarov, Aleksandr Kovalenko, Fedor Meshchaninov, Anton Kozhukhov, Vladislav Travnikov,

arXiv preprint arXiv:2602.15457•February 2026

Anomaly Detection Time Series Analysis IoT Benchmark arXiv

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