Classification performance comparison with unbalanced training samples. (a) The impact on Acc and loss curves using different proportions of signal and noise waveforms (num. of signal waveforms |$> $| num. of noise waveforms). (b) The impact on Acc and loss curves using different proportions of signal and noise waveforms (num. of signal waveforms |$< $| num. of noise waveforms).