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Value of information analysis for adequate monitoring of carbon dioxide storage in geological reservoirs under uncertainty
Authors:Kozo Sato
Institution:The University of Tokyo, Graduate School of Engineering, 7-3-1 Hongo Bunkyo-ku, Tokyo 113-8656, Japan
Abstract:As monitoring is essential for the proper management of geological storage of carbon dioxide (CO2), the ability to value information from monitoring is indispensable to adequately design a monitoring program. It is necessary to judge whether the expected improvement in management is worth the cost of monitoring. The value of information (VOI) is closely related to the possible increase in expected utility gained by gathering the information, the concept of which can be applied to such judgement. Although VOI analysis has been extensively studied in the context of decision analysis, its application to the management of carbon dioxide capture and storage (CCS) operations is rare. This paper introduces and discusses the methodology of VOI analyses in the context of monitoring CO2 storage. A motivating problem with discrete probabilities is used to illustrate the concept of VOI. It is demonstrated that information is not always of value; for information to be worthwhile, monitoring under uncertainty must satisfy certain conditions. This concept is then extended to continuous probability distributions. The effects of prior uncertainty and information reliability on the VOI are examined. It is shown that an excessive improvement in information accuracy yields little value and that the optimal level of reliability can be inferred. VOI analyses provide quantitative insights into the value of information-gathering activities and therefore can be an objective means to adequately design and impartially justify a monitoring program.
Keywords:CO2 storage  Monitoring  Value of information  Decision analysis  Uncertainty  Bayesian inference
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