Adaptive Deep Belief Networks and LightGBM-Based Hybrid Fault Diagnostics for SCADA-Managed PV Systems : A Real-World Case StudyKull, Karl; Khan, Muhammad Amir; Asad, Bilal; Naseer, Muhammad Usman; Kallaste, Ants; Vaimann, ToomasElectronics2025 / art. 3649 https://doi.org/10.3390/electronics14183649 Journal metrics at Scopus Article at Scopus Journal metrics at WOS Article at WOS

An advanced diagnostic approach for broken rotor bar detection and classification in DTC controlled induction motors by leveraging dynamic SHAP interaction feature selection (DSHAP-IFS) GBDT methodologyKhan, Muhammad Amir; Asad, Bilal; Vaimann, Toomas; Kallaste, AntsMachines2024 / art. 495 https://doi.org/10.3390/machines12070495 Journal metrics at Scopus Article at Scopus Journal metrics at WOS Article at WOS

The bearing faults detection methods for electrical machines — the state of the artKhan, Muhammad Amir; Asad, Bilal; Kudelina, Karolina; Vaimann, Toomas; Kallaste, AntsEnergies2023 / art. 296 https://doi.org/10.3390/en16010296 Journal metrics at Scopus Article at Scopus Journal metrics at WOS Article at WOS

Faults, Failures, Reliability, and Predictive Maintenance of Grid-Connected Solar Systems : A Comprehensive ReviewKull, Karl; Asad, Bilal; Khan, Muhammad Amir; Naseer, Muhammad Usman; Kallaste, Ants; Vaimann, ToomasApplied Sciences2025 / art. 11461 https://doi.org/10.3390/app152111461 Journal metrics at Scopus Article at Scopus Journal metrics at WOS Article at WOS

Improved diagnostic approach for BRB detection and classification in inverter-driven induction motors employing sparse stacked autoencoder (SSAE) and lightGBMKhan, Muhammad Amir; Asad, Bilal; Vaimann, Toomas; Kallaste, AntsElectronics (Switzerland)2024 / art. 1292 https://doi.org/10.3390/electronics13071292 Journal metrics at Scopus Article at Scopus Journal metrics at WOS Article at WOS

Improved fault classification and localization in power transmission networks using vae-generated synthetic data and machine learning algorithmsKhan, Muhammad Amir; Asad, Bilal; Vaimann, Toomas; Kallaste, Ants; Pomarnacki, Raimondas; Hyunh, Van KhangMachines2023 / art. 963 https://doi.org/10.3390/machines11100963 Journal metrics at Scopus Article at Scopus Journal metrics at WOS Article at WOS

An Improved Hybrid Lightweight Approach for Bearing Fault Detection and Classification in Three-Phase Squirrel Cage Induction MotorsKhan, Muhammad Amir; Asad, Bilal; Naseer, Muhammad Usman; Vaimann, Toomas; Kallaste, AntsMachines2026 / art. 68 https://doi.org/10.3390/machines14010068

MWFA model based synthetic data creation and utilization for the training of XGBoost based fault diagnostic algorithm of a squirrel cage induction motorAsad, Bilal; Khan, Muhammad Amir; Raja, Hadi Ashraf; Vaimann, Toomas; Kallaste, Ants; Naseer, Muhammad Usman2024 International Conference on Electrical Machines (ICEM)2024 / 7 p https://doi.org/10.1109/ICEM60801.2024.10700453 Article at Scopus Article at WOS