Simultaneous prediction of petrophysical properties and formation layered thickness from acoustic logging data using a modular cascading residual neural network (MCARNN) with physical constraints
Weichen Zhan, Yanjin Chen, Qi Qiang Liu, Qiqiang Liu, Jiawen Li, Mauricio D. Sacchi, Mingwei Zhuang, Qing Liu, Qing Liu
Topics & Concepts
PetrophysicsResidualArtificial neural networkWell loggingComputer scienceRange (aeronautics)Modular designGeologyAlgorithmPorosityGeophysicsArtificial intelligenceMaterials scienceGeotechnical engineeringOperating systemComposite materialSeismic Imaging and Inversion TechniquesGeophysical Methods and ApplicationsGeophysical and Geoelectrical Methods