公开(公告)号：US20200309979A1

公开(公告)日：2020-10-01

申请号：US16816041

申请日：2020-03-11

Applicant: Chevron U.S.A. Inc.

Inventor： Ke WANG ,  Laura L. BANDURA ,  Dimitri BEVC ,  James P. DISIENA ,  Adam Dean HALPERT ,  Bruce A. POWER ,  Ellen Xiaoxia XU

IPC: G01V1/30 ,  G06N3/08 ,  G06N3/04

Abstract: A method is described for property estimation including receiving a seismic dataset representative of a subsurface volume of interest and a well log from a well location within the subsurface volume of interest; identifying seismic traces in the seismic dataset that correspond to the well location to obtain a subset of seismic traces; windowing the subset of seismic traces and the well log to generate windowed seismic traces and a windowed well log; multiplying the windowed seismic traces and the windowed well log by a random matrix to generate a plurality of training datasets; and training a neural network using the plurality of training datasets. The method may be executed by a computer system.