Publications by authors named "Shihang Feng"
Article Synopsis
- The study explores how big data influences deep learning models specifically focused on full waveform inversion (FWI) problems.
- It utilizes the OPENFWI dataset, combining 10 subsets that contain 470,000 pairs of seismic data and velocity maps for training and evaluation.
- Results show average performance boosts of over 13% in MAE and MSE, with a notable 28.60% improvement in generalization tests, highlighting the importance of scaling model capacity with data size.
