End-to-end permeability inversion from prestack time-lapse seismic data: a case study on Compass model

TitleEnd-to-end permeability inversion from prestack time-lapse seismic data: a case study on Compass model
Publication TypePresentation
Year of Publication2023
AuthorsZiyi Yin, Mathias Louboutin, Olav Møyner, Felix J. Herrmann
KeywordsCCS, coupled inversion, end-to-end, fluid-flow, inversion, ML4SEISMIC, monitoring, SLIM
Abstract

Effective geological carbon storage hinges on a deep understanding of CO2 plume behavior. The dynamics of these plumes can be modeled using multiphase flow equations, but their accuracy is tied to a precise permeability model. A significant challenge is that we often lack detailed permeability data, limiting our predictive capabilities. To bridge this gap, we’ve developed a multiphysics inversion method. This technique inverts for the permeability from observed time-lapse seismic data. Through a case study on the Compass model, we’ve compared this approach with traditional 4D FWI in forecasting CO2 plume movements. Additionally, our research delves into how different initial permeability models, acquisition setups, and survey frequencies affect the results. Across the board, the inversion method not only enhances our current estimations but also provides valuable insights into future plume dynamics, even without continuous monitoring.

URLhttps://slim.gatech.edu/Publications/Public/Conferences/ML4SEISMIC/2023/yin2023ML4SEISMICe2e
Citation Keyyin2023ML4SEISMICe2e