A system for use in analyzing vibrations of an electrical machine is provided. The system includes a conversion computing device including at least one processor. The conversion computing device is configured to receive at least one analog vibration signal representing vibrations associated with an electrical machine, convert the at least one analog vibration signal to audio data, and transmit the audio data to an analysis computing device.