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Machine Learning Application for CCUS Carbon Storage: Fracture Analysis and Mapping in The Illinois Basin

Conference ·
DOI:https://doi.org/10.2118/214996-MS· OSTI ID:2228745
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  1. NETL
  2. Leidos, Inc.
+ Show Author Affiliations

Presentation at the SPE Annual Technical Conference and Exhibition (ATCE) held in San Antonio, Texas, October 16-18, 2023. The presentation highlights the application of machine learning for fracture network mapping for CCUS use case in Illinois Basin – Decatur Project (IBDP) based on injection data and passive seismic data. The results will be coupled to the dynamic study for geomechanical impact quantification for monitoring and risk assessment for CO2 storage.

Research Organization:
National Energy Technology Laboratory (NETL), Pittsburgh, PA, Morgantown, WV, and Albany, OR (United States)
Sponsoring Organization:
USDOE Office of Fossil Energy (FE)
OSTI ID:
2228745
Resource Relation:
Conference: Conference Name: 2023 SPE Annual Technical Conference and Exhibition (ATCE) Location: San Antonio, Texas, United States Start Date: 10/16/2023 12:00:00 AM End Date: 10/18/2023 12:00:00 AM
Country of Publication:
United States
Language:
English

References (9)

Overview of microseismic response to CO2 injection into the Mt. Simon saline reservoir at the Illinois Basin-Decatur Project journal November 2016
An overview of the Illinois Basin - Decatur Project: An overview of the Illinois Basin - Decatur Project journal September 2014
Characterization of Fracture-Driven Interference and the Application of Machine Learning to Improve Operational Efficiency conference September 2018
Machine Learning Applications for a Qualitative Evaluation of the Fracture Network in the Wolfcamp Shale Using Tracer and Completion Data conference January 2021
Building Predictive Models in R Using the caret Package journal January 2008
Accelerated Completion Optimization with Uncertainty Reduction Through Coupled Data and Physics Based Hybrid Models conference April 2019
Multi-Level of Fracture Network Imaging: A HFTS Use Case and Knowledge Transferring conference January 2022
Mutual relationship between microseismicity and seismic reflectivity: Case study at the German Continental Deep Drilling Site (KTB) journal September 2003
Characterization of fluid transport properties of reservoirs using induced microseismicity journal January 2002

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