Ensemble History Matching

This open-access book aims to formulate the history-matching problem consistently and present state-of-the-art ensemble solution methods. The content aims to help practitioners in the field understand the properties of ensemble methods better when used to history-match reservoir models. The book pro...

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Xehetasun bibliografikoak
Egile Nagusiak: Evensen, Geir, Oliver, Dean S., Hanea, Remus G.
Formatua: Online
Hizkuntza:ingelesa
Argitaratua: Springer Nature 2025
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Sarrera elektronikoa:ONIX_20251218T100927_9783031991554_29
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author Evensen, Geir
Oliver, Dean S.
Hanea, Remus G.
author_browse Evensen, Geir
Hanea, Remus G.
Oliver, Dean S.
author_facet Evensen, Geir
Oliver, Dean S.
Hanea, Remus G.
author_sort Evensen, Geir
collection Directory of Open Access Books
description This open-access book aims to formulate the history-matching problem consistently and present state-of-the-art ensemble solution methods. The content aims to help practitioners in the field understand the properties of ensemble methods better when used to history-match reservoir models. The book provides educational information for graduate students and researchers in petroleum, geothermal, and hydrological engineering and sciences. It introduces and explains various algorithms used in data assimilation and parameter estimation, focusing on ensemble methods, particularly the most popular ones in the petroleum community. It discusses challenges associated with these techniques, such as dealing with high-dimensional models, finite number of realizations, parameterization, and handling uncertainties in the observations and model parameters.
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language eng
publishDate 2025
publishDateRange 2025
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publisher Springer Nature
publisherStr Springer Nature
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spelling doab-20.500.12854ir-1704872025-12-22T05:32:03Z Ensemble History Matching Evensen, Geir Oliver, Dean S. Hanea, Remus G. Open Access Ensemble history matching Robust optimization Closed loop reservoir managment Reservoir characterization Randomized Maximum-Likelihood Sampling thema EDItEUR::R Earth Sciences, Geography, Environment, Planning::RB Earth sciences thema EDItEUR::P Mathematics and Science::PB Mathematics::PBT Probability and statistics This open-access book aims to formulate the history-matching problem consistently and present state-of-the-art ensemble solution methods. The content aims to help practitioners in the field understand the properties of ensemble methods better when used to history-match reservoir models. The book provides educational information for graduate students and researchers in petroleum, geothermal, and hydrological engineering and sciences. It introduces and explains various algorithms used in data assimilation and parameter estimation, focusing on ensemble methods, particularly the most popular ones in the petroleum community. It discusses challenges associated with these techniques, such as dealing with high-dimensional models, finite number of realizations, parameterization, and handling uncertainties in the observations and model parameters. 2025-12-22T05:32:02Z 2025-12-22T05:32:02Z 2025-12-18T09:14:46Z 2026 book ONIX_20251218T100927_9783031991554_29 https://library.oapen.org/handle/20.500.12657/109296 9783031991554 9783031991547 https://directory.doabooks.org/handle/20.500.12854/170487 eng Earth and Environmental Science; Earth and Environmental Science (R0) open access image/jpeg n/a https://library.oapen.org/bitstream/20.500.12657/109296/1/9783031991554.pdf Springer Nature Springer 10.1007/978-3-031-99155-4 10.1007/978-3-031-99155-4 9fa3421d-f917-4153-b9ab-fc337c396b5a 15c66411-2280-4853-9d93-2c41914793d2 9783031991554 9783031991547 Springer 199 Cham [...] open access
spellingShingle Open Access
Ensemble history matching
Robust optimization
Closed loop reservoir managment
Reservoir characterization
Randomized Maximum-Likelihood Sampling
thema EDItEUR::R Earth Sciences, Geography, Environment, Planning::RB Earth sciences
thema EDItEUR::P Mathematics and Science::PB Mathematics::PBT Probability and statistics
Evensen, Geir
Oliver, Dean S.
Hanea, Remus G.
Ensemble History Matching
title Ensemble History Matching
title_full Ensemble History Matching
title_fullStr Ensemble History Matching
title_full_unstemmed Ensemble History Matching
title_short Ensemble History Matching
title_sort ensemble history matching
topic Open Access
Ensemble history matching
Robust optimization
Closed loop reservoir managment
Reservoir characterization
Randomized Maximum-Likelihood Sampling
thema EDItEUR::R Earth Sciences, Geography, Environment, Planning::RB Earth sciences
thema EDItEUR::P Mathematics and Science::PB Mathematics::PBT Probability and statistics
topic_facet Open Access
Ensemble history matching
Robust optimization
Closed loop reservoir managment
Reservoir characterization
Randomized Maximum-Likelihood Sampling
thema EDItEUR::R Earth Sciences, Geography, Environment, Planning::RB Earth sciences
thema EDItEUR::P Mathematics and Science::PB Mathematics::PBT Probability and statistics
url ONIX_20251218T100927_9783031991554_29
work_keys_str_mv AT evensengeir ensemblehistorymatching
AT oliverdeans ensemblehistorymatching
AT hanearemusg ensemblehistorymatching