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iMak AI Lab

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© 2026 iMak AI Lab

Publications

A collection of key scientific and applied works of the laboratory. In the future, the list can be linked to an external database or Google Scholar.

2026

AI-Driven Calibration for FMCW-Interferometry Clamp-on Ultrasonic Sensors

Ivan Korelin, Ilya Bolkisev, Aleksandr Kovalenko, Ilya Makarov, Alexey Kalmykov, Mikhail Ronkin

2026 ACM/IEEE International Conference on Embedded Artificial Intelligence and Sensing Systems - Posters and Demos (SenSys-Adjunct)•May 2026
Industrial AIIoTSensor NetworksEdge AISenSys
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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 maintenanceRULRepresentation LearningBenchmarkSenSys
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2026

Drop-In Diffractive Hyperspectral Module for Face Anti-Spoofing

Alexey Pronin, Daniil Vladimirov, Andrei Korepanov, Artem Muzyka, Andrey Makarov, Sofya Podtikhova,

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

Hierarchical Hexagonal Spatial Data Representation in Sparse Sensor Networks: Case Study in Regional Forest Fire Prediction

Anton Dolganov, Alexander Kaliberda, Aleksandr Kovalenko, Ilya Makarov, Egor Sekerin, Ilya Sekerin,

2026 ACM/IEEE International Conference on Embedded Artificial Intelligence and Sensing Systems - Posters and Demos (SenSys-Adjunct)•May 2026
Sensor NetworksNatural DisastersRemote SensingIoTSenSys
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 maintenanceRULIoTEdge AISenSys
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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
GNNFault DiagnosisExplainable AIIndustrial AISenSys
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2026

Kriging-Guided Fusion with Budget-Adaptive Learned Compression for Spatial Field Reconstruction in WSNs

Vladislav Kulikov, Boris Tolstokulakov, Aleksei Stepin, Mikhail Mozikov, Ilya Makarov

2026 ACM/IEEE International Conference on Embedded Artificial Intelligence and Sensing Systems - Posters and Demos (SenSys-Adjunct)•May 2026
Sensor NetworksIoTEdge AIRepresentation LearningSenSys
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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 DetectionIndustrial AIIoTTime Series AnalysisSenSys
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2026

On-Device Real-Time Computer Vision System for Rock Fragmentation Estimation in Open-Pit Mining

Artem Sorokin, Kirill Reshetnikov, Aleksandr Kovalenko, Ilya Makarov, Mikhail Ronkin

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

On-Device Spectral Learning for EV Battery Capacity Estimation from Charging Telemetry

Andrei Zakharov, Ilya Makarov

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

Parallel Graph Neural Network Ensemble with Learnable Adjacency Matrices for Efficient Human Activity Recognition

Aleksandr Kovalenko, Miron Makhlin, Dmitry Zhevnenko, Artem Nikonorov, Ilya Makarov

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

Physiology-Aware Foundation Models for Robust and Interpretable EEG Sensing

Zarina Maksudova, Denis Shestakov, Ilia Semenkov, Anastasia Bernovek, Ilya Makarov, Alex Ossadtchi

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

Prompt2Edge: Autonomous Machine Learning System for Edge Devices

Aleksei Stepin, Vladislav Kulikov, Boris Tolstokulakov, Mikhail Mozikov, Ilya Makarov

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

Q-Count: Single-Link WiFi CSI People Counting in Quasi-Static Offices

Dmitry Zhevnenko, Ilya Makarov, Aleksandr Kovalenko, Evgenii Chernyshov, Alexandr Khrushchev, Artem Mkhitarian,

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

Sensor-Aware Multi-Region Adversarial UNet for Downscaling Weather Fields

Daniil Sukhorukov, Andrei Zakharov, Ilya Makarov

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

Snapshot Hyperspectral Camera Add-On for Real-Time Face Anti-Spoofing

Artem Muzyka, Andrey Makarov, Alexey Pronin, Daniil Vladimirov, Andrei Korepanov, Sofya Podtikhova,

2026 ACM/IEEE International Conference on Embedded Artificial Intelligence and Sensing Systems - Posters and Demos (SenSys-Adjunct)•May 2026
Hyperspectral ImagingBiometricsCVEdge AISenSys
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2025

Autonomous AI-Driven Grid Protection: Sub-Cycle Fault Response via NPU-Optimized Neural Networks

Aleksandr Kovalenko, Aleksey Evdakov, Galina Filatova, Andrey Yablokov, Aleksandr Bulashov, Ilya Makarov

Proceedings of the 23rd ACM Conference on Embedded Networked Sensor Systems•May 2025
DOI: https://doi.org/10.1145/3715014.3724062
SoCRPAPower GridEnergyEdge AISenSys