Earth models are important tools for support of decision making processes for optimal exploitation of subsurface resources. For geosteering and other real-time processes where time is a major constraint, effective model management is decisive for optimal decision support. During drilling, subsurface information is received which should optimally be used to modify the 3D earth model. Today this model is typically not altered during the operation. We discuss the principles of a novel method that enables a populated earth model grid to be locally modified when the topology (connectivity) of the geological structure is locally altered. The method also allows local updates of the grid resolution. The modelled volume is split into closed regions by the structural model. Each region is individually discretized and obtains its own subgrid. Properties are stored in separate functions, e.g. for each layer, and transferred into each subgrid via a mapping. A local update of the geological structure implies that only subgrids in regions that are directly affected by the updated structure must be discarded and rebuilt, and the rest of the populated earth model grid is retained. Our focus is on decision support for optimal well placement while geosteering. The proposed method aims to manage multiple model realizations that are never fixed and always locally updated with the most recent measurements and interpretations in real-time, and where each realization is always kept at an optimal resolution.
KeywordsGeosteeringOptimal Well PlacementEarth ModellingLocal UpdateGeological StructureConnectivityUncertainty
Bittar, M. and Aki, A. (2015) Advancement and Economic Benefit of Geosteering and Well-Placement Technology. The Leading Edge, 34, 524-528. https://dx.doi.org/10.1190/tle34050524.1
Arata, F., Gangemi, G., Mele, M., Tagliamonte, R.L., Tarchiani, C., Chinellato, F.J., Denichou, M. and Maggs, D. (2016) High-Resolution Reservoir Mapping: From Ultradeep Geosteering Tools to Real-Time Updating of Reservoir Models. Paper SPE-183133-MS Presented at the Abu Dhabi International Petroleum Exhibition & Conference, 7-10 November, Abu Dhabi, UAE. https://dx.doi.org/10.2118/183133-MS
Bashir, F., Al-Hawi, M., Bhuana, I., Abbas, M. and Ghamdi, Y. (2016) Real Time 3D Modeling to Optimize Geosteering in Clastic Reservoir—Case Study. Paper OTC-26635-MS Presented at the Offshore Technology Conference Asia, Kuala Lumpur, Malaysia, 22-25 March 2016. https://dx.doi.org/10.4043/26635-MS
Constable, M.V., Antonsen, F., Stalheim, S.O., Olsen, P.A., Fjell, O.Z., Dray, N., Eikenes, S., Aarflot, H., Haldorsen, K., Digranes, G., Seydoux, J., Omeragic, D., Thiel, M., Davydychev, A., Denichou, J.-M., Salim, D., Frey, M., Homan, D. and Tan, S. (2016) Looking Ahead of the Bit While Drilling: From Vision to Reality. SPWLA 57th Annual Logging Symposium, Reykjavik, 25-29 June 2016.
Suter, E., Cayeux, E., Vefring, E., aesheim, L., Friis, H., Escalona, A. and Karstad, T. (2010) An Efficient Approach for Earth Model Updates. Paper SPE-136319-MS Presented at the SPE Russian Oil and Gas Conference and Exhibition, Moscow, Russia, 26-28 October 2010. https://dx.doi.org/10.2118/136319-MS
Suter, E., Cayeux, E., Escalona, A., Karstad, T. and Vefring, E. (2012) A Strategy for Effective Local Updates of the Geological Structure in an Earth Model during Drilling. Extended Abstract Presented at the 74th EAGE Conference and Exhibition Incorporating EUROPEC, Copenhagen, Denmark, 4 June 2012. https://dx.doi.org/10.3997/2214-4609.20148222
Luo, X., Eliasson, P., Alyaev, S., Romdhane, A., Suter, E., Querendez, E. and Vefring, E. (2015) An Ensemble Based Framework for Proactive Geosteering. SPWLA 56th Annual Logging Symposium, Long Beach, California, USA, 18-22 July 2015.
Caumon, G., Lepage, F., Sword, C.H. and Mallet, J.-L. (2004) Building and Editing a Sealed Geological Model. Mathematical Geology, 36, 405-424. https://dx.doi.org/10.1023/B:MATG.0000029297.18098.8a
Caumon, G., Collon-Drouaillet, P., Le Carlier de Veslud, C., Viseur, S. and Sausse, J. (2009) Surface-Based 3d Modeling of Geological Structures. Mathematical Geosciences, 41, 927-945. https://doi.org/10.1007/s11004-009-9244-2
Caumon, G. (2010) Towards Stochastic Time-Varying Geological Modeling. Mathematical Geosciences, 42, 555-569. https://doi.org/10.1007/s11004-010-9280-y
Pellerin, J., Caumon, G., Julio, C., Mejia-Herrera, P. and Botella, A. (2015) Elements for Measuring the Complexity of 3d Structural Models: Connectivity and Geometry. Computers & Geosciences, 76, 130-140. https://doi.org/10.1016/j.cageo.2015.01.002
Jackson, M.D., Hampson, G.J., Saunders, J.H., Elsheikh, A., Graham, G.H. and Massart, B.Y.G. (2013) Surface Based Reservoir Modelling for Flow Simulation. Special Publications, 387, 271-292. https://doi.org/10.1144/SP387.2
Mallet, J.-L. (2014) Elements of Mathematical Sedimentary Geology: The GeoChron Model. EAGE Publications.
Hjelle, O. (2014) A Hamilton-Jacobi Framework for Modeling Geological Folding and Deformation. PhD Dissertation, Department of Imaging Physics, Faculty of Applied Sciences, Delft University of Technology. https://dx.doi.org/10.4233/uuid:e5932fea-ce78-4aa7-8224-7eaad640b843
Hormann, K. and Floater, M.S. (2006) Mean Value Coordinates for Arbitrary Planar Polygons. ACM Transactions on Graphics, 25, 1424-1441. https://doi.org/10.1145/1183287.1183295
Suter, E., Friis, H.A., Escalona, A., Karstad, T. and Vefring, E.H. (2017) A Novel Method for Multi-Resolution Earth Model Gridding. Paper SPE-182687-MS Presented at the SPE Reservoir Simulation Conference, Montgomery, Texas, USA, 20-22 February 2017.
Floater, M.S. (2003) Mean Value Coordinates. Comput. Aided Geom. Des., 20, 19-27. https://doi.org/10.1016/S0167-8396(03)00002-5
Ju, T., Schaefer, S. and Warren, J. (2005) Mean Value Coordinates for Closed Triangular Meshes. ACM Transactions on Graphics, 24, 561-566. https://doi.org/10.1145/1073204.1073229
Gilardet, M., Guillon, S., Jobard, B. and Komatitsch, D. (2013) Seismic Image Restoration Using Nonlinear Least Squares Shape Optimization. Procedia Computer Science, 18, 732-741. https://doi.org/10.1016/j.procs.2013.05.237
Schneider, T. and Hormann, K. (2015) Smooth Bijective Maps between Arbitrary Planar Polygons. Computer Aided Geometric Design, 35-36, 243-254. https://doi.org/10.1016/j.cagd.2015.03.010
Shewchuk, J.R. (1996) Triangle: Engineering a 2D Quality Mesh Generator and Delaunay Triangulator. In: Lin, M.C. and Manocha, D., Eds., Applied Computational Geometry: Towards Geometric Engineering, Vol. 1148 of Lecture Notes in Computer Science, Springer-Verlag, Berlin, 203-222.
Antonsen, F., Barbosa, J.E.P., Morani, B., Klein, K., Kjolleberg, M., McCann, A., Olsen, P.A., Constable, M.V., Eidem, M., Gjengedal, J.A., Antonov, Y., Hartmann, A., Larsen, D., Skillings, J. and Tisley-Baker, R. (2015) Well Placement and Reservoir Characterization Challenges on Peregrino Mitigated by Development of Extra-Deep Azimuthal EM Technology. SPWLA 56th Annual Logging Symposium, Long Beach, California, USA, 18-22 July 2015.
Kullawan, K., Bratvold, R. and Bickel, J.E. (2014) A Decision Analytic Approach to Geosteering Operations. SPE Drilling and Completion, 29, 36-46. https://doi.org/10.2118/167433-PA
Kullawan, K., Bratvold, R. and Bickel, J.E. (2016) Value Creation with Multi-Criteria Decision Making in Geosteering Operations. International Journal of Petroleum Technology, 3, 15-31. https://dx.doi.org/10.15377/2409-787X.2016.03.01.2
Kullawan, K., Bratvold, R. and Nieto, C. (2016) Decision-Oriented Geosteering and the Value of Look-Ahead Information: A Case-Based Study. SPE Journal. http://dx.doi.org/10.2118/184392-PA
Bond, C., Gibbs, A., Shipton, Z. and Jones, S. (2007) What Do You Think This Is? “Conceptual uncertainty” in Geoscience Interpretation. GSA Today, 17, 4-10. https://doi.org/10.1130/GSAT01711A.1
Caers, J. (2011) Modeling Uncertainty in the Earth Sciences. Wiley. https://doi.org/10.1002/9781119995920
Bond, C.E. (2015) Uncertainty in Structural Interpretation: Lessons to Be Learnt. Journal of Structural Geology, 74, 185-200. https://doi.org/10.1016/j.jsg.2015.03.003
Roe, P., Georgsen, F. and Abrahamsen, P. (2014) An Uncertainty Model for Fault Shape and Location. Mathematical Geosciences, 46, 957-969. https://doi.org/10.1007/s11004-014-9536-z
Caumon, G. (2014) Thoughts on Geological Uncertainty Assessment in Integrated Reservoir Modeling. Extended Abstract Presented at the Second EAGE Integrated Reservoir Modelling Conference, Dubai, UAE, November 2014. https://doi.org/10.3997/2214-4609.20147463
Seiler, A., Aanonsen, S.I., Evensen, G. and Lia, O. (2010) An Elastic Grid Approach for Fault Uncertainty Modelling and Updating Using the Ensemble Kalman Filter. Paper SPE-130422-MS Presented at the SPE EUROPEC/EAGE Annual Conference and Exhibition, Barcelona, Spain, 14-17 June 2010. https://dx.doi.org/10.2118/130422-MS
Pettan, C. and Stromsvik, J.F. (2013) The Peregrino Challenge: How to Keep Reliable Models While Drilling Eight Wells per Year. Offshore Technology Conference, Rio de Janeiro, Brazil, 29-31 October 2013, OTC-24522.
Stenerud, V.R., Kallekleiv, H., Abrahamsen, P., Dahle, P., Skorstad, A. and Viken, M.H.A. (2012) Added Value by Fast and Robust Conditioning of Structural Surfaces to Horizontal Wells for Real-World Reservoir Models. Paper SPE-159746-MS Presented at the SPE Annual Technical Conference and Exhibition, San Antonio, Texas, USA, 8-10 October 2012. https://dx.doi.org/10.2118/159746-MS
Hanea, R., Evensen, G., Hustoft, L., Ek, T., Chitu, A. and Wilschut, F. (2015) Reservoir Management under Geological Uncertainty Using Fast Model Update. Paper SPE-173305-MS Presented at the SPE Reservoir Simulation Symposium, Houston, Texas, USA, 23-25 February 2015. https://doi.org/10.2118/173305-ms
Aarnes, I., Midtveit, K. and Skorstad, A. (2015) Evergreen Workflows That Capture Uncertainty—The Benefits of an Unlocked Structure. First Break, 33, 89-92.
Caers, J. (2015) Is the Geochron Model the Way Forward for Mathematical Sedimentary Geology? First Break, 33, 95-96.
Hjelle, O., Petersen, S.A. and Bruaset, A.M. (2013) A Numerical Framework for Modeling Folds in Structural Geology. Mathematical Geosciences, 45, 255-276. https://doi.org/10.1007/s11004-013-9452-7
Jackson, M., Percival, J., Mostaghimi, P., Tollit, B., Pavlidis, D., Pain, C., Gomes, J., Elsheikh, A., Salinas, P., Muggeridge, A. and Blunt, M. (2015) Reservoir Modeling for Flow Simulation by Use of Surfaces, Adaptive Unstructured Meshes, and an Overlapping-Control-Volume Finite-Element Method. SPE Reservoir Evaluation and Engineering, 18, 115-132. https://doi.org/10.2118/163633-PA
Loseille, A., Alauzet, F. and Menier, V. (2017) Unique Cavity-Based Operator and Hierarchical Domain Partitioning for Fast Parallel Generation of Anisotropic Meshes. Computer-Aided Design, 85, 53-67, https://dx.doi.org/10.1016/j.cad.2016.09.008
Zehner, B., Borner, J.H., Gorz, I. and Spitzer, K. (2015) Workflows for Generating Tetrahedral Meshes for Finite Element Simulations on Complex Geological Structures. Computers & Geosciences, 79, 105-117. https://doi.org/10.1016/j.cageo.2015.02.009