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These heterogeneities are often not explicitly captured in simulation models because they occur over lengthscales smaller than a single simulation grid block and, as such, are ubiquitously captured in flow simulations using transmissibility multipliers. This parameterization implies that the properties of the fine-scale heterogeneities are a direct function of the properties in the adjacent grid cells. A new methodology is proposed where fine-scale heterogeneities are modelled using properties attached to surfaces and updated independently from other uncertain reservoir properties present during assisted history matching. This method is validated via a synthetic reservoir simulation model, using the ensemble Kalman filter to assimilate production history. The update of geometrical and petrophysical parameters related to fine-scale heterogeneity improves the history match and production forecast in comparison to traditional implicit techniques that do not honour the characteristics of the heterogeneity. The results indicate that, for history matching, it can be important to capture fine-scale heterogeneities independently from other uncertain reservoir properties even if the fine-scale heterogeneities do not exert a large control on reservoir response.<\/jats:p>","DOI":"10.1144\/petgeo2016-045","type":"journal-article","created":{"date-parts":[[2016,10,15]],"date-time":"2016-10-15T02:10:13Z","timestamp":1476497413000},"page":"210-222","update-policy":"http:\/\/dx.doi.org\/10.1144\/crossmark-policy","source":"Crossref","is-referenced-by-count":2,"title":["History-matching surface-based property models using the ensemble Kalman filter"],"prefix":"10.1144","volume":"23","author":[{"given":"Mario","family":"Trani","sequence":"first","affiliation":[{"name":"Geoscience Research Centre, TOTAL E&amp;P UK Ltd, Crawpeel Road, Altens Industrial Estate, Aberdeen AB12 3FG, UK"}]},{"given":"Gavin H.","family":"Graham","sequence":"additional","affiliation":[{"name":"Geoscience Research Centre, TOTAL E&amp;P UK Ltd, Crawpeel Road, Altens Industrial Estate, Aberdeen AB12 3FG, UK"}]}],"member":"1881","published-online":{"date-parts":[[2016,10,14]]},"reference":[{"key":"e_1_3_2_2_1","doi-asserted-by":"publisher","DOI":"10.1023\/A:1021291114475"},{"key":"e_1_3_2_3_1","doi-asserted-by":"publisher","DOI":"10.1016\/j.marpetgeo.2003.08.003"},{"key":"e_1_3_2_4_1","doi-asserted-by":"publisher","DOI":"10.2118\/169820-PA"},{"key":"e_1_3_2_5_1","doi-asserted-by":"publisher","DOI":"10.1306\/04021211067"},{"key":"e_1_3_2_6_1","doi-asserted-by":"publisher","DOI":"10.1109\/MCS.2009.932222"},{"key":"e_1_3_2_7_1","first-page":"382","article-title":"Conditioning truncated pluri-Gaussian models to facies observations in ensemble-Kalman-based data assimilation","volume":"12","author":"Astrakova A.","year":"2014","unstructured":"Astrakova, A. & Oliver, D.S. 2014. 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