Man Jiang

Joint Time-Lapse Seismic Impedance Inversion via Closed-Loop Deep Learning

Time-lapse seismic inversion estimates reservoir property changes from multi-vintage seismic data and thereby supports reservoir monitoring. Deep learning has been widely applied to seismic inversion due to its strong nonlinear modeling capability. However, supervised methods generally require large labeled datasets, a...