iMakiMak AI Lab
HomeAboutTeamProjectsPublicationsNews
iMak AI Lab

Research and products at the intersection of science and industry.

Explore

  • About
  • Team
  • Projects
  • Publications
  • News

Contact

info@imak.ai
© 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

Degradation Trajectory Retrieval and Diffusion-Based Fault Generation

Dmitry Zhevnenko, Mikhail Zaytsev, Ilya Makarov

IEEE Access•July 2026
predictive maintenanceDiffusion ModelsGenerative AIFault DiagnosisIEEE Access
Download PDF
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
Download PDF
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
Download PDF
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 maintenanceRULIndustrial AIIEEE Access
Download PDF