WebbResults indicate that the predictions of the trained network are susceptible to facies proportions, the rock-physics model, and source-wavelet parameters used in the training data set. Finally, we apply CNN inversion on the Volve field data set from offshore Norway. Webbgreater generalization ability than purely physics-based and purely data-driven approaches. 1 Introduction Seismic full-waveform inversion (FWI) attempts to reconstruct an image of the subsurface geology from measurements of natural or artificially produced seismic waves that have travelled through the subsurface.
Model-data-driven AVO inversion method based on multiple …
WebbPhysics-guided Convolutional Neural Network (PhyCNN) for Data-driven Seismic Response Modeling Ruiyang Zhanga, Yang Liub, Hao Suna,c, aDepartment of Civil and Environmental Engineering, Northeastern University, Boston, MA 02115, USA bDepartment of Mechanical and Industrial Engineering, Northeastern University, Boston, MA 02115, USA Webb9 aug. 2024 · Seismic inversion is the inverse problem: given actual surface measurements, infer what subsurface configuration would give rise to those … interactive brokers users
Physics-Guided Data-Driven Seismic Inversion: Recent progress and
WebbSeismic inversion allows the prediction of subsurface properties from seismic reflection data and is a key step in reservoir modeling and characterization. With the generalization of machine learning in geophysics, deep learning methods have been proposed as efficient seismic inversion methods. Webb2 jan. 2024 · Abstract: The goal of seismic inversion is to obtain subsurface properties from surface measurements. Seismic images have proven valuable, even crucial, for a variety of applications, including subsurface energy exploration, earthquake early warning, carbon capture and sequestration, estimating pathways of subsurface contaminant … Webb12 juli 2024 · Physics-guided deep learning for seismic inversion: hybrid training and uncertainty analysis Authors: Jian Sun Ocean University of China Kristopher Innanen … john f kennedy cartoon drawing