Uncertainty assessment in the stratigraphic well correlation of a carbonate ramp: Method and application to the Beausset Basin, SE France
Florent Lallier and Guillaume Caumon and Jean Borgomano and Sophie Viseur and Jean-Jacques Royer and Christophe Antoine. ( 2016 )
in: Comptes Rendus G{\'e}oscience, 348:7 (499-509)
Abstract
We assess stratigraphic correlation uncertainties by stochastically generating several possible correlations lines between a set of stratigraphic logs. We motivate the use of automatic correlation methods to sample this uncertainty and introduce a stochastic version of Dynamic Time Warping (DTW) that correlates two logs. This method is extended to a larger number of logs using a sequential application of DTW. When available, low-frequency stratigraphic events are correlated first, and then used to constrain the correlation of higher-order events. All DTW variants use elementary correlation costs corresponding to the likelihood of each possible horizon. The method is demonstrated on a carbonate ramp of the Cretaceous southern Provence Basin, SE France, using costs that measure the consistency between the computed platform slope angle and a theoretical depositional profile. We show that these correlation uncertainties significantly impact facies proportions in stratigraphic layers. (C) 2015 Academie des sciences. Published by Elsevier Masson SAS.
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BibTeX Reference
@article{lallier:hal-01765503, abstract = {We assess stratigraphic correlation uncertainties by stochastically generating several possible correlations lines between a set of stratigraphic logs. We motivate the use of automatic correlation methods to sample this uncertainty and introduce a stochastic version of Dynamic Time Warping (DTW) that correlates two logs. This method is extended to a larger number of logs using a sequential application of DTW. When available, low-frequency stratigraphic events are correlated first, and then used to constrain the correlation of higher-order events. All DTW variants use elementary correlation costs corresponding to the likelihood of each possible horizon. The method is demonstrated on a carbonate ramp of the Cretaceous southern Provence Basin, SE France, using costs that measure the consistency between the computed platform slope angle and a theoretical depositional profile. We show that these correlation uncertainties significantly impact facies proportions in stratigraphic layers. (C) 2015 Academie des sciences. Published by Elsevier Masson SAS.}, author = {Lallier, Florent and Caumon, Guillaume and Borgomano, Jean and Viseur, Sophie and Royer, Jean-Jacques and Antoine, Christophe}, doi = {10.1016/j.crte.2015.10.002}, hal_id = {hal-01765503}, hal_version = {v1}, journal = {{Comptes Rendus G{\'e}oscience}}, number = {7}, pages = {499-509}, publisher = {{Elsevier}}, title = {{Uncertainty assessment in the stratigraphic well correlation of a carbonate ramp: Method and application to the Beausset Basin, SE France}}, url = {https://hal.science/hal-01765503}, volume = {348}, year = {2016} }