Clayton V. Deutsch

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Version: 0.1
(Aug 8, 2007)

Conference Publications

2017

• Deutsch, C.V., All Realizations All the Time, Keynote Talk, IAMG 2017, September 2017, Fremantle, Australia
• Qu, J. and Deutsch, C.V., A Case Study on Geostatistical Simulation with a Trend, APCOM, August 2017, Golden, CO
• Manchuk, J.G., Long, H., Deutsch, C.V., Haspel, R., and Mathieu, X., Particle Size Distribution (PSD) from wireline logs and core photographs: Maximizing the value of legacy data and optimizing high-density coring operations", GeoConvention, May 15-19, 2017, Calgary, AB

2016

• Deutsch, C.V., Trends in Petroleum Reservoir Characterization, Keynote Talk, EAGE Reservoir Modeling Workshop, December 5-8, 2016 Kuala Lumpur, Malaysia
• Deutsch, C.V., Kriging for Different Applications, International Geostatistics Congress - Geostats 2016, August, 2016, Valencia, Spain
• Deutsch, C.V., Petroleum Geostatistics Keynote, International Geostatistics Congress - Geostats 2016, August, 2016, Valencia, Spain

2015

• Manchuk, J.G., Rose, H., Henriquel, P., Fossey, J-P, and Deutsch, C.V., Oil Sands Ore Classification for Resource and Uncertainty Assessment", World Heavy Oil Congress, March 24 - 26, 2015, Edmonton, Alberta, Canada, 19 pages
• Daniels, E., J. B. Boisvert and Deutsch, C.V., Artifact Reduced Localization of Uncertainty - Lipstick on a Pig", 2015 SME Annual Conference & Expo, February 15-18, 2015, Denver, Colorado, 5 pages
• Saulo B. de Oliveira, J. B. Boisvert and Deutsch, C.V., Assessment of thickness uncertainty using geostatistical simulation in the Rondon do Para Bauxite Deposit, Brazil, 37th International Symposium APPLICATION OF COMPUTERS AND OPERATIONS RESEARCH IN THE MINERAL INDUSTRY 23rd-27th May 2015, Westmark Fairbanks Hotel & Conference Center, Fairbanks AK, 13 pages
• Pinto, F., and Deutsch, C.V., EXPECTED UNCERTAINTY AS A FUNCTION OF THE VARIOGRAM, DATA SPACING AND OTHER FACTORS, 37th International Symposium APPLICATION OF COMPUTERS AND OPERATIONS RESEARCH IN THE MINERAL INDUSTRY 23rd - 27th May 2015, Westmark Fairbanks Hotel & Conference Center, Fairbanks AK, 17 pages

2014

• Zagayevskiy, Y, and Deutsch, C.V., Multivariate Grid-Free Geostatistical Simulation of Natural Phenomena, 16th ANNUAL CONFERENCE OF THE INTERNATIONAL ASSOCIATION FOR MATHEMATICAL GEOSCIENCES, October 17-20, 2014, New Dehli, 6 pages
• Deutsch, C.V., Managing Complex Relationships with Incomplete Data, 16th ANNUAL CONFERENCE OF THE INTERNATIONAL ASSOCIATION FOR MATHEMATICAL GEOSCIENCES, October 17-20, 2014, New Dehli, 6 pages
• Weishan Ren, Junaid Khan, Richard Shang, Arman Sunaryo, Mark Savage, John Manchuk, Clayton Deutsch, SAGD Drainage Areas and Surface Pads optimization for NW Pool, Leismer, Gussow Conference, September 22-24, 2014, Banff, 4 pages

2013

• Deutsch, C.V., Geostatistical Modelling of Geometallurgical Variables - Problems and Solutions, THE SECOND AUSIMM INTERNATIONAL GEOMETALLURGY CONFERENCE / BRISBANE, QLD, 30 SEPTEMBER - 2 OCTOBER 2013, 9 pages

2012

• Boisvert, J.B,, John G. Manchuk, Chad Neufeld, Eric B. Niven, and Deutsch, C.V., Micro-modeling for Enhanced Small Scale Porosity-Permeability Relationships, Geostatistics Congress, June 11-15, 2012, Oslo, Norway, 12 pages.
• Barnett, R.M. and Deutsch, C.V., Practical Implementation of Non-Linear Transforms for Modeling Geometallurgical Variables, Geostatistics Congress, June 11-15, 2012, Oslo, Norway, 12 pages.
• Wilde, B.J. and Deutsch, C.V., Kriging and Simulation in Presence of Stationary Domains: Developments in Boundary Modeling, Geostatistics Congress, June 11-15, 2012, Oslo, Norway, 12 pages.
• Niven, E.B. and Deutsch, C.V., Non-Random Discrete Fracture Network Modelling, Geostatistics Congress, June 11-15, 2012, Oslo, Norway, 12 pages.
• Zagayevskiy, Y, and Hosseini, A.H. and Deutsch, C.V., Application of EnKF to onstrain Heavy Oil Reservoir Characterization to Temperature and Time Lapse Seismic Data, Geostatistics Congress, June 11-15, 2012, Oslo, Norway, 12 pages.

2011

• Babak, O., Manchuk, J.G., and Deutsch, C.V., Accounting for Non-Exclusivity in Sequential In-dicator Simulation of Categorical Variables, 2011 IAMG Meeting, September 5-7, 2011, Salzburg, Austria, 17 pages.
• Deutsch, C.V., and Wilde, B.J., The Decision of Stationarity in Modern Geostatistics, APCOM 2011, October 2-5, 2011, Wollongong, Australia, 16 pages.
• Manchuk, J.G., Babak, O., Insalaco, E., and Deutsch, C.V., A Measure of Local Coherency Calculated from Wells for Data Checking and Geological Zonation, 2011 CSPG CSEG CWLS Convention, May 9-13, 2011, Calgary, Alberta, 4 pages.

2010

• Wilde, B.J., and Deutsch, C.V., Data Spacing and Uncertainty: Quantification and Complications, IAMG 2010, Annual Conference of the International Association for Mathematical Geosciences, August 29 - September 2, 2010, Budapest, Hungary, 24 pages.
• Deutsch, C.V., "Paradigms of Data Integration", SPE/AAPG/SEG Workshop, Quantitative Interpretation: Reducing Uncertainty Through Integration of Petrophysics, Geophysics, Geomodeling and Reservoir Simulation, June 29-30, 2010, Denver, Colorado
• Manchuk, J.G., and Deutsch, C.V., Geostatistical Assignment of Reservoir Properties to Unstructured Grids, 30th GOCAD Meeting, Nancy, France, June 8-11, 2010 (14 pages)
• Hassanpour, R.M., and Deutsch, C.V., Grid Free Object/Event based Facies Modeling of Estuarine Systems, GeoCanada 2010, Calgary, Alberta, May 10-14, 2010 (4 pages).

2009

• Hong, G. and Deutsch, C.V., Choosing the Number of Conditioning Data for Kriging, International Conference on Modeling, Simulation and Optimization, Beijing, December 26-27, 2009, 4 pages.
• Vanegas, J.W., Deutsch, C.V., and Cunha, L., Transference of Reservoir Uncertainty in Multi SAGD Well Pairs, SPE 124153, SPE Annual Technical Conference and Exhibition, New Orleans, October 4-7, 2009, 8 pages.
• Machuca-Mory, D.F., Munroe, M.J., and Deutsch, C.V., Tonnage Uncertainty Assessment of Vein-Type Deposits Using Distance Functions and Location Dependent Correlograms", APCOM 2009, Vancouver, October, 2009, 9 pages.
• Deutsch, C.V., Estimation of Vertical Permeability in the McMurray Formation, CIPC 2009-102, Canadian International Petroleum Conference, Edmonton, June 16-18, 2009, 10 pages.
• Fenik, D.R., Nouri, A., Deutsch, C.V., Criteria for Ranking Realizations in the Investigation of SAGD Reservoir Performance, CIPC 2009-191, Canadian International Petroleum Conference, Edmonton, June 16-18, 2009, 12 pages.

2008

• Hosseini, A.H., Deutsch, C.V., Mendoza, C.A., and Biggar, K.W., Geostatistical Inverse Modeling for Natural Attenuation of PHCs, AGU Fall Meeting, San Francisco, December 15-19, 2008
• J. M. McKinley, A. Ruffell, C.V. Deutsch, C. Neufield, M. E. Young, Use of geostatistics in the integration of multi-source geophysical and geochemical data generated by the Tellus Project, Northern Ireland, Centenary Event: Application of Spatial Analysis and Modelling to Geographical Enquiry, Queen's University Belfast, October 28th, 2008
• Hosseini, A.H., Leuangthong, O., and Deutsch, C.V., An integrated Approach to Permeability Modeling Using Micro Models, SPE-117517-PP, 2008 SPE/PS/CHOA Heavy Oil Symposium , October 20-23, 2008, Calgary, AB (10 pages).
• Vanegas, J.W., Cunha, L.B., and Deutsch, C.V., Uncertainty Assessment of SAGD Performance Using a Proxy Model Based on Butler's Theory", SPE-115662-PP, 2008 SPE Annual Technical Conference and Exhibition, Sept21-24, 2008, Denver, Co. (10 pages).
• Hosseini, A.H., Deutsch, C.V., Biggar, K.W., Mendoza, C.A., Uncertainty in spatial distribution of residual NAPL and its downstream impacts, GeoEdmonton'08, Sept 2008, Edmonton, Alberta (8 pages).
• Derakhshan, S.H., and Deutsch, C.V., Direct Simulation of P10, P50 and P90 Reservoir Models, Paper 2008-188, Canadian International Petroleum Conference, Calgary, Alberta, June 17-19, 2008 (8 pages).
• Hassanpour, R.M., Leuangthong, O., and Deutsch, C.V., Calculation of Permeability Tensors for Unstructured Grid Blocks, Paper 2008-187, Canadian International Petroleum Conference, Calgary, Alberta, June 17-19, 2008 (13 pages).
• Wilde, B., and Deutsch, C.V., Modeling Multiple Coal Seams Using a Volume Function, CIM Annual Meeting, Edmonton, Alberta, May 1-5, 2008
• McLennan, J., and Deutsch, C.V., A New Approach to Gaussian Simulation with a Trend, 8th International Geostatistics Congress, Santiago, Chile, December, 2008
• Neufeld, C., Deutsch, C.V., and Lyall, G., Simulation of Grade Control, Stockpiling and Stacking for Compliance Testing of Blending Strategies, 8th International Geostatistics Congress, Santiago, Chile, December, 2008 (10 pages)
• Zhang, K., Pyrcz, M.J., and Deutsch, C.V., Advances in Stochastic Surface Modeling of Deepwater Depositional Systems, 8th International Geostatistics Congress, Santiago, Chile, December, 2008 (10 pages)
• Babak, O., and Deutsch, C.V., Two New Approaches to Avoid Large Kriging Weights to end Samples in Strings of Data, 8th International Geostatistics Congress, Santiago, Chile, December, 2008 (6 pages)
• Babak, O., and Deutsch, C.V., Implementation of Multivariate Simulation without a Full Model of Coregionalization, 8th International Geostatistics Congress, Santiago, Chile, December, 2008
• Neufeld, C., Deutsch, C.V., Palmgren, C., Boyle, T.B., and Fung, G., High Resolution Geomodeling, Ranking and Flow Simulation at SAGD Pad Scale, World Heavy Oil Congress, Edmonton, March 10-12, 2008

2007

• Manchuk, J.G., Hassanpour, M., and Deutsch, C.V., Multivariate Geostatistical Simulation of Full Permeability Tensors on Unstructured Grids, Petroleum Geostatistics 2007 in Cascais, Portugal, September 9-11, 2007
• Boisvert, J.B., Oshust, P., and Deutsch, C.V., Evaluating Uncertainty in Kimberlite Pipe Volume by Simulating Geometry in Cylindrical Coordinates, IAMG 2007 in Beijing, August, 2007
• Deutsch, C.V., A Review of Techniques for Porosity/Permeability Modeling (Can We Achieve Objectivity in Reservoir Modeling?), 2007 CSPG CSEG Convention, Calgary, May 14-17, 2007
• Ren, W., Wheeler, T.J., Richy, J.F., Cunha, L., and Deutsch, C.V., Scale Consistent Modeling for Reservoir Characterization, Petroleum Geostatistics 2007 in Cascais, Portugal, September 9-11, 2007
• Hong, S., Ortiz, J.M., and Deutsch, C.V., Integration of Disparate Data with Logratios of Conditional Probabilities, Petroleum Geostatistics 2007 in Cascais, Portugal, September 9-11, 2007
• Babak, O., and Deutsch, C.V., Reserves Uncertainty Calculation Accounting for Parameter Uncertainty, Canadian International Petroleum Conference, Calgary, June 12-14, 2007
• Yi, J., Akkutlu, I.Y., and Deutsch, C.V., Gas Sorption and Transport in Poroelastic Coals, SPE Paper No. 103180, SPE Rocky Mountain Oil & Gas Technology Symposium, Denver, April 16-18, 2007
• McLennan, J., and Deutsch, C.V., BOUNDSIM: Implicit Boundary Modeling, APCOM 2007, Santiago, Chile, April 2007, (9 pages).
• Boisvert, J.B., Lyster, S., and Deutsch, C.V., Constructing Training Images for Veins and Using them in Multiple-Point Geostatistical Simulation, APCOM 2007, Santiago, Chile, April 2007 (12 pages).
• Gonzalez, E., McLennan, J., and Deutsch, C.V., Non-stationary Gaussian Transformation: A New Approach to SGS in Presence of a Trend, APCOM 2007, Santiago, Chile, April 2007, (12 pages).
• Perry, R.B., and Deutsch, C.V., Assessing the Uncertainty Due to Grades and Grade Shell Limits for the West Leeville Underground Deposit, SME Annual Meeting, Denver, CO, Feb 25-28, 2007 (5 pages).

2006

• Hosseini, A.H., Biggar, K.W., Deutsch, C.V., and Mendoza, C.A., Geostatistical Analysis of CPT-UVIF Data for Development of a Site Conceptual Model, NGWA, Las Vegas, December 5-8, 2006.
• Ren, W., Deutsch, C.V., Garner, D., Wheeler, T.J., Richy, J-F., Mus, E., Quantifying Resources for the Surmont Lease with 2D Mapping and Multivariate Statistics., SPE-102094-PP, September 2006.
• McLennan, J.A, Deutsch, C.V., Wheeler, T.J., Richy, J-F., Mus, E., SAGD Permeability Modeling Using Geostatistics and Minimodels., SPE-103083-PP, September 2006.
• Jun, Y., Akkutlu, I.Y., and Deutsch, C.V., Gas Adsorption/Diffusion in Bidisperse Coal Particles: Investigation for an Effective Diffusion Coefficient in Coalbeds., Canadian International Petroleum Conference, Calgary, Canada, June 2006, 16 pages.
• McLennan, J.A, Leuangthong, O, Ren, W., and Deutsch, C.V., Well Optimization in the Presence of Uncertainty., Canadian International Petroleum Conference, Calgary, Canada, June 2006.
• McLennan, J.A, Leuangthong, O, Ren, W., and Deutsch, C.V., Best Practice Reservoir Characterization for the Athabasca Oil Sands., Canadian International Petroleum Conference, Calgary, Canada, June 2006.
• McLennan, J.A., Ren, W., Leuangthong, O., and Deutsch, C.V., Optimization of the Vertical Position of SAGD Well Pairs, American Association of Petroleum Geologists (AAPG) Conference, Calgary, Alberta, June 19-22, 2005, 6 p.
• Ren, W., McLennan, J.A., Leuangthong, O., and Deutsch, C.V., Reservoir Characterization of McMurray Formation by 2-D Geostatistical Modeling, AAPG Conference, Calgary, Alberta, June 19-22, 2005, 6 p.

2005

• Ren, W., Cunha, L., and Deutsch, C.V., An Exact Downscaling Methodology In Presence Of Heterogeneity: Application To The Athabasca Oilsands, SPE Paper No. 97874-PP, SPE International Thermal Operations and Heavy Oil Symposium, Calgary, November 1-3, 2005
• Deutsch, C.V. and McLennan, J., Selecting Geostatistical Realizations by Measures of Discounted Connected Bitumen, SPE Paper No. 98168-PP, SPE International Thermal Operations and Heavy Oil Symposium, Calgary, November 1-3, 2005
• Deutsch, C.V., Ren, W., and Leuangthong, O., Joint Uncertainty Assessment with a Combined Bayesian Updating/LU/P-Field Approach, 2005 Annual Conference of the International Association for Mathematical Geology, Toronto, Canada, August 21-26, 2005
• Pyrcz, M.J., Leuangthong, O., and Deutsch, C.V., Hierarchical trend modeling for improved reservoir characterization, 2005 Annual Conference of the International Association for Mathematical Geology, Toronto, Canada, August 21-26, 2005
• Neufeld, C., and Deutsch, C.V., Calculating Recoverable Reserves with Uniform Conditioning, 2005 Annual Conference of the International Association for Mathematical Geology, Toronto, Canada, August 21-26, 2005
• Leuangthong, O., Ortiz, J.C., and Deutsch, C.V., On the Scaling and Use of Multivariate Distributions in Geostatistical Simulation, 2005 Annual Conference of the International Association for Mathematical Geology, Toronto, Canada, August 21-26, 2005
• Ren, W., Leuangthong, O., and Deutsch, C.V., Global Resource Uncertainty Using a Spatial/Multivariate Decompostion Approach, CIPC Paper No. 2005-101, Canadian International Petroleum Conference, Calgary, June 7 - 9, 2005
• Ren, W., McLennan, J.A., Leuangthong, O., and Deutsch, C.V., Reservoir Characterization of McMurry Formation by 2-D Geostatistical Modeling, AAPG Annual Convention, Calgary, Alberta, June 2005.
• McLennan, J.A., Ren, W., Leuangthong, O., and Deutsch, C.V., SAGD Well Optimization, AAPG Annual Convention, Calgary, Alberta, June 2005.
• Leuangthong, O., McLennan, J.A., and Deutsch, C.V., Acceptable Ergodic Fluctuations and Simulation of Skewed Distributions., 32nd International Symposium of the Application of Computers and Operations Research in the Mineral Industry (APCOM), April 2005.
• Deutsch, C.V., Practical Unfolding for Geostatistical Modeling of Vein-Type and Complex Tabular Mineral Deposits., 32nd International Symposium of the Application of Computers and Operations Research in the Mineral Industry (APCOM), April 2005.

2004

• Deutsch, C.V., and Zanon, S.D., Direct Prediction of Reservoir Performance with Bayesian Updating Under a Multivariate Gaussian Model., Canadian International Petroleum Conference, Calgary, Canada, Paper 2004-047, June 2004.
• Leuangthong, O., Schnetzler, E., and Deutsch, C.V., Geostatistical Modeling of McMurray Oil Sands Deposits, CIM Annual Meeting, Edmonton, Canada, May 2004.
• Ortiz, J.M., Leuangthong, O., and Deutsch, C.V., A Methodology to Assess Block Grade Uncertainty, CIM Annual Meeting, Edmonton, Canada, May 2004.
• McLennan, J.A., Ortiz, J.M., and Deutsch, C.V., Determination of Optimum Mining Elevations in Nickel Laterite Deposits with Geostatistical Simulation and Optimization. CIM Annual Meeting, Edmonton, Canada, May 2004.
• Deutsch, C.V., The Place of Geostatistical Simulation in Resource/Reserve Estimation. in MININ Mining Innovation Conference, Santiago, Chile, April 2004.
• Leuangthong, O., Lyster, S, and Deutsch, C.V., Optimal Selection of Selective Mining Unit Size for Geostatistical Modeling. in MININ Mining Innovation Conference, Santiago, Chile, April 2004.
• Larrondo, P., Leuangthong, O., and Deutsch, C.V., Grade Estimation in Multiple Rock Types Using a Linear Model of Coregionalization for Soft Boundaries. in MININ Mining Innovation Conference, Santiago, Chile, April 2004.
• McLennan, J.A. and Deutsch, C.V., Geostatistical Steam Assisted Gravity Drainage (SAGD) Reservoir Characterization for the Athabasca Oil Sands, Alberta, Canada. in AAPG Conference, Dallas, Texas, April 2004.
• Pyrcz, M.J. and Deutsch, C.V., Stochastic Modeling of Inclined Heterolithic Stratification With the Bank Retreat Model. in 2004 CSPG/CWLS/CHOA Joint Convention (ICE2004), Calgary, Alberta, June 2004.

2003

• Pyrcz, M.J. and Deutsch, C.V., Declustering and Debiasing. in Searston, S. (ed) Geostatistical Association of Australasia, Newsletter 19, October 2003.
• Zhang, L., Cunha, L.B., and Deutsch, C.V., Accounting for Interpreted Well Test Pore Volumes in Reservoir Modeling, SPE 84276, SPE Annual Technical Conference and Exhibition held in Denver, Colorado, 5-8 October 2003
• Armstrong, J, Deutsch, C.V., and Biggar, K, Geostatistical Assessment of Cone Penetrometer Test Data for Contaminant Assessment based on Ultraviolet Induced Fluoresence, 56th Annual Canadian Geotechnical Conference and 4th Joint IAH-CNC and CGS Groundwater Speciality Conference, September 28 - October 1, 2003, Winnipeg, Manitoba
• Pyrcz, M.J. and Deutsch, C.V., The Whole Story on the Hole Effect. in Searston, S. (ed) Geostatistical Association of Australasia, Newsletter 18, May 2003.
• Pyrcz, M.J. and Deutsch, C. V. Stochastic Surface Modeling in Mud Rich, Fine-grained Turbidite Lobes, AAPG Annual Meeting, May 11-14, 2003, Salt Lake, Utah.
• Deutsch, C.V., R. Wierzbicki, R. Riddy, and J. Slade, Quantification of Uncertainty in Gas Resources of Deep Panuke, AAPG Annual Meeting, May 11-14, 2003, Salt Lake, Utah.

2002

• Deutsch, C.V., Pyrcz, M.J., and Tran, T.T., Geostatistical Assignment of Reservoir Properties on Unstructured Grids, SPE 77427, SPE Annual Technical Conference and Exhibition held in San Antonio, Texas, 29 September - October 2002
• Norrena, K.P. and Deutsch, C.V., Automatic Determination of Well Placement Subject to Geostatistical and Economic Constraints, RESOURCE 2 RESERVES 2 RESULTS CONFERENCE & EXHIBITION, November 4 - 7, 2002
• C.V., Zanon, S., and Nguyen, H., Power-Law Averaging for Inference of Effective Permeability, Canadian International Petroleum Conference 2002, Calgary, Alberta, Canada, June 11- 13, 2002
• Srinivasan, S. and Deutsch, C.V., Data Sufficiency for Reservoir Development Decision-Making in the Presence of Uncertainty, Canadian International Petroleum Conference 2002, Calgary, Alberta, Canada, June 11- 13, 2002
• McLennan, J.A. and C. V. Deutsch, Conditional Bias of Geostatistical Simulation for Estimation of Recoverable Reserves, CIM Vancouver 2002, April 28 to May 1, 2002
• Leuangthong, O., G. Lyall and C.V. Deutsch, Multivariate Geostatistical Simulation of a Nickel Laterite Deposit, 30th International Symposium on Computer Applications in the Mineral Industries (APCOM), February 25-27, 2002, Phoenix, Arizona.
• Norrena, K.P. and C.V. Deutsch, Optimal Determination of Dig Limits for Improved Grade Control, 30th International Symposium on Computer Applications in the Mineral Industries (APCOM), February 25-27, 2002, Phoenix, Arizona.
• Ortiz C., J. and C. V. Deutsch, Hierarchical Indicator Simulation, 30th International Symposium on Computer Applications in the Mineral Industries ( APCOM), February 25-27, 2002, Phoenix, Arizona.
• Pyrcz, M.J. and C.V. Deutsch, Debiasing for Improved Inference of the One-Point Statistic, 30th International Symposium on Computer Applications in the Mineral Industries (APCOM), February 25-27, 2002, Phoenix, Arizona.
• Zanon, S., T. Faechner, and C.V. Deutsch, Improved Integration of Secondary Data using Self-Healing Sequential Gaussian Simulation, 30th International Symposium on Computer Applications in the Mineral Industries (APCOM), February 25-27, 2002, Phoenix, Arizona, 10 pages.

2001

• Tran,T.T., Deutsch,C.V., Xie,Y, Direct Geostatistical Simulation With Multiscale Well, Seismic, and Production Data SPE 71323, SPE Annual Technical Conference and Exhibition, New Orleans, Louisiana, September 30 - October 3, 2001
• Faechner, T., and Deutsch, C.V., Sampling Patterns for Analysis of Spatial Weed Distributions, Poster Presentation, Weed Science Society of America, February, 2001.
• Deutsch, C.V., Xie, Y., and Cullick, A.S., A Rule Induction Algorithm for Application to Petrophysical, Seismic, Geological, and Reservoir Data, 2001 SPE Western Regional Meeting, Bakersfield, California, March 26-30, 2001.
• Deutsch, C.V., Xie, Y., and Cullick, A.S., Surface Geometry and Trend Modeling for Integration of Stratigraphic Data in Reservoir Models, 2001 SPE Western Regional Meeting, Bakersfield, California, March 26-30, 2001.
• Faechner, T., Hall., L., Thomas, A.G., and Deutsch, C.V., Fit-for-Purpose Weed Mapping, Poster Presentation, Weed Science Society of America, Raleigh, North Carolina, February, 2001.
• Norrena, K. and C. V. Deutsch, Determination of Dig Limits Subject to Geostatistical, Economic, and Equipment Constraints, SME Meeting, Denver, Colorado, February 27-28, 2001

2000

• Gringarten, E., Frykman, P., and Deutsch, C.V., Determination of Reliable Histogram and Variogram Parameters for Geostatistical Modeling, AAPG Hedberg Symposium, Applied Reservoir Characterization Using Geostatistics, December 3-6, 2000, The Woodlands, Texas.
• Leuangthong, O, Deutsch, C.V., Haas, A.G., and Shtuka, A.G., Multivariate Conditional Stepwise Transformation for Improved Reservoir Modeling, SPE Annual Technical Conference and Exhibition, Dallas, Texas, October 1-4, 2000
• Schwedersky-Neto, G., Marcella Maria de Melo Cortez, M., and Deutsch, C.V., Facies Modeling Accounting for the Precision and Scale of Seismic Data: Application to Albacora Field, SEG Meeting, Calgary, 2000
• Gringarten, E. and Deutsch, C.V., "Methodology for Variogram Interpretation and Modeling for Improved Reservoir Characterization," Offshore Technology Conference, Houston, Texas, May 1-4, 2000
• Dembicki, E.A., Yeung, K.C., and Deutsch, C.V., Application of 3-D Geostatistical Models to Characterize and Simulate an Oil Sands Reservoir using the Steam Assisted Gravity Drainage (SAGD) recovery process in northeastern Alberta, Canada, AAPG/SPE Conference, California, June 2000.
• Faechner, T., Hall., L., and Deutsch, C.V., Multiscale Statistical Analysis of Weeds, Poster Presentation, Weed Science Society of America, Toronto, Ontario, February, 2000.
• Norris, B., Deutsch, C.V., and Leckie, D., Deterministic Geological Control on a 3-Dimensional Geostatistical Reservoir Model of the Lower Cretaceous S1A Marine Sandstone, Upper Qishn Formation, Heijah Field, Yemen, GeoCanada 2000, Calgary, Alberta, June 2000.

1999

• Frykman,P, Deutsch,C.V.,Gepstatistical Scaling Laws Applied to Core and Log Data SPE 56822, SPE Annual Technical Conference and Exhibition, Houston, Texas October 3-6 1999
• Gringarten, E. and Deutsch, C.V., "Methodology for Variogram Interpretation and Modeling for Improved Petroleum Reservoir Characterization," SPE 56654, presented at 1999 SPE ATCE, October 3-6, 1999, Houston, TX
• Shmaryan, L. and Deutsch, C.V., "Object-Based Modeling of Fluvial/Deepwater Reservoirs with Fast Data Conditioning: Methodology and Case Studies," SPE 56821, presented at 1999 SPE ATCE, October 3-6, 1999, Houston, TX
• Cruz, P.S., Horne, R.N. and C. V. Deutsch, "The Quality Map: A Tool for Reservoir Uncertainty Quantification and Decision Making," presented at 1999 SPE ATCE, October 3-6, 1999, Houston, TX
• Deutsch, C.V., and Beardow, A. P., "Optimal Drillhole Spacing for Oil Sands Delineation," CIM Annual Meeting, Calgary, Alberta, May, 1999
• Deutsch, C.V., "KEYNOTE TALK: The Pros and Cons of Algorithms used in Stochastic Modeling," EAGE/SPE International Symposium on Petroleum Geostatistics, Toulouse, France, April 20-23, 1999
• Gringarten, E. and Deutsch, C.V., "Methodology for Improved Variogram Interpretation and Modeling for Petroleum Reservoir Characterization," EAGE/SPE International Symposium on Petroleum Geostatistics, Toulouse, France, April 20-23, 1999
• Shmaryan, L. and Deutsch, C.V., "Object-Based Modeling of Fluvial/Deepwater Reservoirs with Fast Data Conditioning: Methodology and Case Studies," EAGE/SPE International Symposium on Petroleum Geostatistics, Toulouse, France, April 20-23, 1999
• Tran, T.T. and Deutsch, C.V., "Developments in Object-Based Modeling: Object Parameterization and Data Conditioning," EAGE/SPE International Symposium on Petroleum Geostatistics, Toulouse, France, April 20-23, 1999
• Deutsch, C.V., Magri, E., and Norrena, K. "Optimal Grade Control Using Geostatistics and Economics: Methodology and Examples," SME Annual Meeting, Denver, March, 1999.

1998

• Wen, X-H, Deutsch, C.V. and A. S. Cullick, "Integrating Pressure and Fractional Flow Rate Data in Reservoir Modeling with a Fast Streamline- Based Inverse Method," presented at 1998 SPE ATCE, September 27-30, 1998, New Orleans, Louisiana
• Frykman, P. and Deutsch, C.V., "Model-based Declustering for Deriving Representative Distributions Prior to Conditional Simulations," presented at the Second IMA Conference on Modelling Permeable Rocks, March 23-25, 1998, Churchhill College, Cambridge

1997/1996

• Wen, Xian-Huan, Deutsch, C.V., and Cullick., A. S., "High Resolution Reservoir Models Integrating Multiple-Well Production Data", SPE Paper 38728 prepared for the 1997 SPE Annual Technical Conference and Exhibition held in San Antonio, Texas, U.S.A., 5-8 October 1997
• Hirsch, L.M., Deutsch, C. V., and Cockerham, P.W., "Optimal Sampling Strategies for Variogram Inference of Synthetic Outcrops," Poster H22A-21 Presented at the Fall Meeting of AGU, December 15-19, 1996.
• Frykman, P., and Deutsch, C.V., "Reservoir Modelling of the Dan Field Accounting for Areal Trends and Scaling of Petrophysical Properties," Prepared for the Fifth North Sea Chalk Symposium, Reims, France, 7-9 October 1996
• Aziz, K., Arbabi, S., and Deutsch, C.V., "Why is it so difficult to predict the performance of non-conventional wells?", SPE Paper 37048 prepared for the 1996 International Conference on Horizontal Well Technology held in Calgary, Canada, 18-20 November 1996
• Deutsch, C.V., Srinivasan, S. and Mo., Y., "Geostatistical Reservoir Modeling Accounting for the Scale and Precision of Seismic Data", SPE Paper 36497 prepared for the 1996 SPE Annual Technical Conference and Exhibition held in Denver, Colorado, U.S.A., 6-9 October 1996
• Deutsch, C.V. and Wang, L., "Hierarchical Object-Based Geostatistical Modeling of Fluvial Reservoirs", SPE Paper 36514 prepared for the 1996 SPE Annual Technical Conference and Exhibition held in Denver, Colorado, U.S.A., 6-9 October 1996
• Deutsch, C.V. and Srinivasan, S., "Improved Reservoir Management Through Ranking Stochastic Reservoir Models", SPE Paper 35411 presented at the SPE/DOE Tenth Symposium on Improved Oil Recovery, Tulsa, OK., 21-24 April 1996

1995/earlier

• Benkendorfer, J.P., Deutsch, C.V., LaCroix, P.D., Landis, L.H., Al-Askar, Y.A., Al-AbdulKarim, A.A., "Integrated Reservoir Modeling a Major Arabian Carbonate Reservoir," paper SPE 29869 presented at the 1995 Middle East Oil Show & Conference, Bahrain, March 11-14, 1995
• Deutsch, C.V. and Cockerham, P.W., "Geostatistical Modeling of Permeability with Annealing Cosimulation (ACS), paper SPE 28413 presented at the 1994 SPE Annual Technical Conference and Exhibition, New Orleans, September, 1994
• Deutsch, C.V. and Lewis, R.W, "Advances in the Practical Implementation of Indicator Geostatistics," in Proceedings of the 23rd APCOM Symposium (Tucson, AZ, April 7-11, 1992), Publ. SME/AIME, New York, 1992, pp. 169-179
• Deutsch,C.V.,Estimating Block Effective Permeability with Geostatistics and Power Avgeraging,SPE 15991, July 1986
• Journel A.G., C.V. Deutsch, and A.J. Desbarats, "Power Averaging for Effective Permeability in Heterogeneous Media," paper SPE 15128 presented at the 1986 SPE California Regional Meeting, Oakland, April 2-4

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