Skip to main content
U.S. flag

An official website of the United States government

Trained emulators from the spheroid90gp software package

May 28, 2024

This data release contains materials related to the spheroid90gp software package, including pre-trained Gaussian Process emulators and model input files. The emulators predict cavity compressibility and surface displacements produced by pressure changes in a vertical spheroidal cavity embedded in an elastic halfspace. The methodology is documented in a journal publication ("Computationally efficient emulation of spheroidal elastic deformation sources using machine learning models: a Gaussian-process-based approach" by K. R. Anderson and M. Gu.).

The first child item contains model input files and trained emulators developed for the manuscript. Additional child items may be added in the future as new emulators are developed.

Additional information may be found in the child items below.

Publication Year 2024
Title Trained emulators from the spheroid90gp software package
DOI 10.5066/P9KAX1QP
Authors Kyle R Anderson
Product Type Data Release
Record Source USGS Digital Object Identifier Catalog
USGS Organization USGS Volcano Science Center