SEISMIC DATA ANALYSIS

摘要

An approach for seismic data analysis is provided. In accordance with various embodiments, the active learning approaches are employed in conjunction with an analysis algorithm that is used to process the seismic data. Algorithms that may employ such active learning include, but are not limited to, ranking algorithms and classification algorithms.

主权项

1. A method for analyzing seismic data, comprising the acts of:
accessing a set of seismic data comprising a plurality of features of interest; processing the plurality of features of interest using a classification algorithm, wherein the classification algorithm outputs a list of possible classifications for each feature of interest; and processing the list of possible classifications using a ranking algorithm, wherein the ranking algorithm outputs a ranked list of possible classifications for each feature of interest; wherein, during operation, the ranking algorithm:
generates a pool query set of respective queries related to the features of interest;submits one or more queries to a reviewer to obtain reviewer feedback, wherein each query comprises two or more ranked features of interest and wherein the reviewer feedback to each query comprises an evaluation of the respective features of interest within the respective query; andupdates the operation of the ranking algorithm based on the reviewer feedback to the queries.