Trends and challenges in intelligent condition monitoring of electrical machines using machine learning

K Kudelina, T Vaimann, B Asad, A Rassõlkin… - Applied Sciences, 2021 - mdpi.com
A review of the fault diagnostic techniques based on machine is presented in this paper. As
the world is moving towards industry 4.0 standards, the problems of limited computational …

Inverter-Fed Motor Drive System: A Systematic Analysis of Condition Monitoring and Practical Diagnostic Techniques

MU Sardar, T Vaimann, L Kütt, A Kallaste, B Asad… - Energies, 2023 - mdpi.com
Due to their efficiency and control capabilities, induction motors fed with inverters have
become prevalent in various industrial applications. However, ensuring the reliable …

State-of-the-art techniques for fault diagnosis in electrical machines: advancements and future directions

S Akbar, T Vaimann, B Asad, A Kallaste, MU Sardar… - Energies, 2023 - mdpi.com
Electrical machines are prone to various faults and require constant monitoring to ensure
safe and dependable functioning. A potential fault in electrical machinery results in …

Methods of condition monitoring and fault detection for electrical machines

K Kudelina, B Asad, T Vaimann, A Rassõlkin… - Energies, 2021 - mdpi.com
Nowadays, electrical machines and drive systems are playing an essential role in different
applications. Eventually, various failures occur in long-term continuous operation. Due to the …

Review of Electric Vehicle Testing Procedures for Digital Twin Development: A Comprehensive Analysis

V Rjabtšikov, A Rassõlkin, K Kudelina, A Kallaste… - Energies, 2023 - mdpi.com
This article explores the transformative potential of digital twin (DT) technology in the
automotive sector, focusing on its applications in enhancing propulsion drive systems. DT …

Preliminary Analysis of Mechanical Bearing Faults for Predictive Maintenance of Electrical Machines

K Kudelina, HA Raja, S Autsou… - 2023 IEEE 14th …, 2023 - ieeexplore.ieee.org
Nowadays, electrical machines are used in numerous applications, where unexpected faults
are to be prevented. Sophisticated technologies are demanded to be able to manage big …

Study of bearing currents in induction machine: diagnostic possibilities, fault detection, and prediction

K Kudelina, HA Raja, MU Naseer, S Autsou, B Asad… - Electrical …, 2024 - Springer
Bearing failures in electrical machines pose significant challenges, attracting attention in
diagnostic research. The widespread adoption of variable-speed drives across various …

Implementation and Analysis of Rolling Bearing Faults Caused by Shaft Currents

K Kudelina, S Autsou, B Asad… - … Workshop on Electric …, 2022 - ieeexplore.ieee.org
Bearing failures make the greatest proportion of damages affecting electrical machines. At
the same time, there are various types of the bearing failures but the most common are …

Possibilities of decreasing induction motor bearing currents

K Kudelina, T Vaimann, A Rassõlkin… - 2021 IEEE open …, 2021 - ieeexplore.ieee.org
This paper describes possibilities for reduction of bearing currents in induction motors.
Growing usage of motors running with variable speed drives, the problems of bearing …

The Impact of Load on Global Parameters of Electrical Machines in Case of Healthy and Broken Rotor Bars

K Kudelina, HA Raja, S Autsou, B Asad… - 2022 18th Biennial …, 2022 - ieeexplore.ieee.org
Nowadays, electrical machines and drive systems are used in numerous domestic and
industrial applications. Due to this fact, unexpected failures can lead to fatal consequences …