Research Article

Deep Convolutional Generative Adversarial Network with LSTM for ECG Denoising

Table 2

The average SNRimp, RMSE, and PRD of denoising results with different kinds of noise.

SNRIndicatorsNoise type
MABWEMMA+BWMA+EMBW+EMMA+EM+BW

-1 dBSNRimp18.33419.87317.94118.40318.42919.15719.254
RMSE0.0390.0330.0410.0400.0390.0360.035
PRD14.14012.11715.14013.98114.07413.08612.914

3 dBSNRimp16.08316.24914.93516.09415.32315.85616.125
RMSE0.0320.0320.0360.0320.0350.0330.032
PRD11.76211.51613.43911.81712.66112.03311.629

7 dBSNRimp13.03613.11912.15412.33212.82312.53413.105
RMSE0.0280.0280.0320.0310.0290.03010.028
PRD10.46910.58411.65811.14810.67711.18010.350