Seismic Waveform Inversion by Stochastic Optimization
Figure 8
Error between the inverted and true model for the SAA approach with various batch sizes and the full problem, (a) without noise, (b) with noise (SNR = 20 dB), and (c) with noise (SNR = 10 dB). On noiseless data, we achieve a qualitatively comparable result with , as can be seen from (a). For noisy data, however, the largest batch size is not enough to prevent overfitting.