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Heuristic algorithms for design of integrated monitoring of geologic carbon storage sites

Journal Article · · International Journal of Greenhouse Gas Control
Designs for Risk Evaluation and Management (DREAM) is a tool developed under the National Risk Assessment Partnership (NRAP) to enhance geologic carbon storage safety and efficiency. Using potential leakage scenarios generated externally by the users preferred history-matching approach, DREAM constructs ideal combinations of sensor locations in the right place at the right time to detect as many leaks as possible, detect them as early as possible, and minimize cost. This user-friendly tool, developed in Java, features a window-based GUI for input and a 3D visualization tool for viewing the domain space and optimized monitoring plans. DREAM's latest version accommodates real-world usage by allowing for joint optimization of wellbore point sensor placements and surface geophysics survey geometries, and by using more efficient multi-objective optimization algorithms. We show an example where, these two improvements combined allow us to support containment assurance and go from detecting 80–90 % of the potential CO2 leakage to +99.7 %, a step-change improvement that can make the deciding difference in whether a site is suitable for geologic carbon storage. Though developed for geologic carbon storage, this tool would be equally applicable in many surface or offshore environmental monitoring projects.
Research Organization:
Lawrence Livermore National Laboratory (LLNL), Livermore, CA (United States); Pacific Northwest National Laboratory (PNNL), Richland, WA (United States)
Sponsoring Organization:
USDOE National Nuclear Security Administration (NNSA); USDOE Office of Fossil Energy and Carbon Management (FECM)
Grant/Contract Number:
AC05-76RL01830; AC52-07NA27344
OSTI ID:
2355866
Alternate ID(s):
OSTI ID: 2403426
Report Number(s):
LLNL--JRNL-862144; PNNL-SA--180903
Journal Information:
International Journal of Greenhouse Gas Control, Journal Name: International Journal of Greenhouse Gas Control Vol. 135; ISSN 1750-5836
Publisher:
ElsevierCopyright Statement
Country of Publication:
United States
Language:
English

References (24)

On scale and magnitude of pressure build-up induced by large-scale geologic storage of CO2 journal March 2011
Review: Simulation-optimization models for the management and monitoring of coastal aquifers journal June 2015
Sequential optimal monitoring network design and iterative spatial estimation of pollutant concentration for identification of unknown groundwater pollution source locations journal November 2012
Multiobjective Design of Groundwater Monitoring Network Under Epistemic Uncertainty journal January 2012
A comparative study of Monte Carlo simple genetic algorithm and noisy genetic algorithm for cost-effective sampling network design under uncertainty journal June 2006
A new epsilon-dominance hierarchical Bayesian optimization algorithm for large multiobjective monitoring network design problems journal May 2008
Optimized, Budget-constrained Monitoring Well Placement Using DREAM journal July 2017
Using interactive archives in evolutionary multiobjective optimization: A case study for long-term groundwater monitoring design journal May 2007
Use of a relevance vector machine for groundwater quality monitoring network design under uncertainty journal July 2014
Modeling the performance of large-scale CO2 storage systems: A comparison of different sensitivity analysis methods journal September 2013
An optimization approach to design monitoring schemes for CO2 leakage detection journal April 2016
Managing well leakage risks at a geologic carbon storage site with many wells journal September 2019
Risk-based post injection site care and monitoring for commercial-scale carbon storage: Reevaluation of the FutureGen 2.0 site using NRAP-Open-IAM and DREAM journal November 2019
Multi-objective optimization of long-term groundwater monitoring network design using a probabilistic Pareto genetic algorithm under uncertainty journal March 2016
Optimal Space-time Coverage and Exploration Costs in Groundwater Monitoring Networks journal April 2004
An optimization method for monitoring network design in multilayered groundwater flow systems journal August 1993
Quantifying the economic risks of climate change journal November 2017
The global costs of extreme weather that are attributable to climate change journal September 2023
Groundwater Monitoring Network Optimization with Redundancy Reduction journal January 2004
Multiobjective Design of Dynamic Monitoring Networks for Detection of Groundwater Pollution journal July 2007
Logic-Based Design of Groundwater Monitoring Network for Redundancy Reduction journal January 2010
Equation of State Calculations by Fast Computing Machines journal June 1953
An Approach to Sensitivity Analysis of Computer Models: Part I—Introduction, Input Variable Selection and Preliminary Variable Assessment journal July 1981
A fast and elitist multiobjective genetic algorithm: NSGA-II journal April 2002

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