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In this research, the developed algorithm is confined to the time-domain as it is computationally less rigorous. Moreover, motor line voltage data alone was chosen to carry out fault detection because the voltage signal had a consistent magnitude regardless of load condition or fault severity. This enhanced robustness of features extracted and thus, a more reliable prediction could be made.

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