Spatial Monitoring of Geological Carbon Storage Progress Using Time-Lapse Satellite Images
Technical Paper
This paper proposes and validates a new monitoring approach for Geological Carbon Storage (GCS) using time-lapse satellite Interferometric Synthetic Aperture Radar (InSAR) images at a pilot project site in Kern County, California.
Understand the strong correlation between land surface uplift and pressure change, confirming InSAR can interpret subsurface events in geological carbon storage (GCS).
Discover the key parameters—sandstone Young's modulus and injection rate—that are most sensitive to the magnitude of land uplift detected by InSAR.
See how incorporating time-series InSAR images recovers more information, including the Young's modulus of both shale and sandstone, injection rate, and injection horizon.
Grasp the application of advanced feature extraction methods like Principal Component Analysis (PCA) and Autoencoders to handle the complexity and high dimensionality of time-series InSAR data for global sensitivity analysis.