Author

E. Swana

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Open access Oct 2026

Beyond Predictive Performance: An Explainability–Governance Score Framework for Multidimensional Machine Learning Model Selection

Machine learning models are increasingly deployed in high-stakes decision systems where predictive performance alone may provide an insufficient basis for responsible model selection. Although explainable artificial intelligence (XAI) offers techniques for interpreting model behavior, existing evaluation approaches oft...

Fhulufhelo Ramphabana, E. Swana, Thulane Paepae · Machine Learning and Knowled... · 0 citations

Open access Sep 2026

Machine Learning-Based Detection of Inter-Turn Short Circuits in the Stator Windings of 220 V, Three-Phase Induction Motor

Induction motors play a vital role in industrial operations; however, stator inter-turn short-circuits faults remain a common and critical source of failure. This paper presents a machine learning-based diagnostic approach for detecting stator inter-turn short-circuit faults in three-phase induction motors operating at...

Sibusiso Gule, E. Swana, L. Muremi · Machines · 0 citations