Peer-Reviewed Publications:

2007

• Khan, D.K, Deutsch, C.V., and C.A. Mendoza. Approximate sensitivity coefficients for integrating hydraulic head data into geological models. Submitted to Journal of Hydrology (HYDROL5432)in September 2006, (20 pages)
• M. J. Pyrcz, C. V. Deutsch, J. B. Boisvert, A Library of Training Images for Fluvial and Deepwater Reservoirs and Associated Code, Submitted to Computers and geosciences, January 2007, (15 pages)
• Boisvert, J.B., O. Leuangthong, J. M. Ortiz, and C. V. Deutsch, A Methodology to Construct Training IMages for Vein Type Deposits, Submitted to Computers and Geosciences, January 2007, (10 pages)
• Deutsch, C.V. and S. D. Zanon, Direct Prediction of Reservoir Performance with Bayesian Updating, JCPT, February 2007, (10 pages)
• Deutsch, C.V., Leuangthong, O., and J.M. Ortiz, A Case for Geometric Criteria in Resources and Reserves Classification, Submitted to SME Transactions, October 2006, (18 pages)
• Ren, W., Leuangthong, O., and Deutsch, C.V., " Global Resource Uncertainty Using a Spatial/Multivariate Decomposition Approach, Canadian Journal of Petroleum Technology, March 2007, 10 pp.

2006

• Ortiz, J.M., Lyster, S., and Deutsch, C.V., " Scaling Multiple-Point Statistics to Different Univariate Proportions Computers and Geosciences, July 2006, 11 pp.
• Manchuk, J., Leuangthong, O., and Deutsch, C.V., " Direct Simulation with a Proportional Effect: the Lognormal Case, Mathematical Geology, Submitted May 2006, 24 pp.
• Deutsch, C.V., " A Sequential Indicator Simulation Program for Categorical Variables with Point and Block Data: BLOCKSIS, Computers and Geosciences, June 2006, 13 pp.
• 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 Bulletin, May 2006, 26 pp.
• Leuangthong, O., Hodson, T., Rolley, P. and Deutsch, C.V., " Multivariate Geostatistical Simulation at Red Dog Mine, Alaska, USA, CIM Bulletin, April 2006, 15 pp.
• Ren, W., McLennan, J.A., Leuangthong, O., and Deutsch, C.V., " Reservoir Characterization of McMurray Formation by 2-D Geostatistical Modeling, Natural Resources Research, March 2006, 7 pp.
• Deutsch, C.V., " What in the Reservoir is Geostatistics Good for?, Journal of Canadian Petroleum Technology, May 2006, 12 pp.
• Pyrcz, M.J. and Deutsch, C.V., " Semivariogram Models Based on Geometric Offsets, Mathematical Geology, Accepted, 2006, 15 pp.
• Pyrcz, M.J. and Deutsch, C.V., " Spatially Corrected Semivariogram Models, Mathematical Geology, Accepted, 2006, 17 pp.

2005

• Pyrcz, M. J., E. Gringarten, P. Frykman, and C. V. Deutsch, 2005, " Representative input parameters for geostatistical simulation, in T. C. Coburn, J. M. Yarus, and R. L. Chambers, eds., Stochastic modeling and geostatistics: Principles, methods, and case studies, Volume II, (15 pages)
• Pyrcz, M.J. Catuneanu, O. and Deutsch, C.V., " Stochastic Surface-based Modeling of Turbidite Lobes, AAPG Bulletin, 89(2), February 2005, pp. 177-191.
• Leuangthong, O., McLennan, J.A., and Deutsch, C.V., " Acceptable Ergodic Fluctuations and Simulation of Skewed Distributions., APCOM 2005: 32nd International Symposium on Computer Applications in the Minerals Industry, May 2005.
• Deutsch, C.V., " Practical Unfolding for Geostatistical Modeling of Vein-Type and Complex Tabular Mineral Deposits., APCOM 2005: 32nd International Symposium on Computer Applications in the Minerals Industry, May 2005.
• Larrondo, P. and Deutsch, C.V., " Accounting for Geological Boundaries in Geostatistical Modeling of Multiple Rock Types., Geostatistics Banff 2004, Vol 1, Leuangthong and Deutsch, editors, Springer, November 2005, pp 3-12.
• Manchuk, J, Leuangthong, O., and Deutsch, C.V., " Direct Geostatistical Simulation on Unstructured Grids., Geostatistics Banff 2004, Vol 1, Leuangthong and Deutsch, editors, Springer, November 2005, pp 85-94.
• Pyrcz, M., and Deutsch, C.V., " Conditioning Event-Based Fluvial Models., Geostatistics Banff 2004, Vol 1, Leuangthong and Deutsch, editors, Springer, November 2005, pp 135-144.
• Ren, W., Cunha, L.C., and Deutsch, C.V., " Preservation of Multiple Point Structure when Conditioning by Kriging, Geostatistics Banff 2004, Vol 2, Leuangthong and Deutsch, editors, Springer, November 2005, pp 643-652.
• Zhang, L., and Cunha, L.C., and Deutsch, C.V., " Local Updating of Reservoir Properties for Production Data Integration., Geostatistics Banff 2004, Vol 2, Leuangthong and Deutsch, editors, Springer, November 2005, pp 769-776.
• Ortiz, J.M., Oz, B., and Deutsch, C.V., " A Step by Step Guide to Bi-Gaussian Disjunctive Kriging., Geostatistics Banff 2004, Vol 2, Leuangthong and Deutsch, editors, Springer, November 2005, pp 1097-1102.

2004

• Leuangthong, O., McLennan, J.A., and Deutsch, C.V., " Minimum Acceptance Criteria for Geostatistical Realizations, Natural Resources Research, 13 (3), September 2004, pp 131-141
• Ortiz, J.M. and Deutsch, C.V., " Indicator Simulation Accounting for Multiple-Point Statistics, Math Geology, Volume 36, No.5, July 2004, pp 545-565.
• McLennan, J.A. and Deutsch, C.V., " Conditional Non-Bias of Geostatistical Simulation for Estimation of Recoverable Reserves, CIM Bulliten, Volume 97, No. 1080, May 2004.
• da Cruz, P.S., Horne, R.N. and C. V. Deutsch, "The Quality Map: A Tool for Reservoir Uncertainty Quantification and Decision Making, SPE Reservoir Evaluation & Engineering, 7(1), February 2004, pp 6-14.

2003

• Wen, X-H, Deutsch, C.V. and A. S. Cullick, " Inversion of Dynamic Production Data for Permeability: Fast Streamline-Based Computation of Sensitivity Coefficients of Fractional Flow Rate,Journal of Hydrology, Volume 281, Issue 4, October 2003, p. 296-312.
• Leuangthong, O., and Deutsch, C.V., "Stepwise Conditional Transformation for Simulation of Multiple Variables," Mathematical Geology, 35(2), February 2003, p. 155-173.
• Oz, B., Deutsch, C.V., Tran, T.T., Xie, Y.L., "A FORTRAN 90 Program for Direct Sequential Simulation with Histogram Reproduction ," Computers & Geosciences, 29(1), January 2003, p. 39-51.

2002

• Deutsch, C.V., "Geostatistics," in Academic Press Encyclopedia of Physical Science and Technology, Third Edition, Volume 6, pp 697-707.
• Faechner, T., Norrena, K., Thomas, A.G., and Deutsch, C.V., "A Risk Qualified Approach to Calculate Locally Varying Herbicide Application Rates," European Weed Research Society, Weed Research, December, 2002, 42, pp 476-485.
• Deutsch, C.V., and T. T. Tran, "FLUVSIM: A Program for Object-Based Stochastic Modelling of Fluvial Depositional Systems," Computers & Geosciences, 28(3), May 2002, p. 525-535 (see http://www.iamg.org/ for code)
• Oz, B. and Deutsch, C.V., "Size Scaling of Cross-Correlation between Multiple Variables," Natural Resources Research, 11(1), March 2002, pp 1-18.
• Frykman, P. and Deutsch, C.V., "Practical Application of Geostatistical Scaling Laws for Data Integration," Petrophysics, 43(3), p.153-171
• Ortiz, J. and Deutsch, C.V., "Calculation of Uncertainty in the Variogram," Mathematical Geology, 34(2), February 2002, p. 169-183.
• Wen, X-H, Deutsch, C.V. and A. S. Cullick, "Construction of Geostatistical Aquifer Models Integrating Dynamic Flow and Tracer Data Using Inverse Technique," Journal of Hydrology, Vol. 255, Issue 1-4, 2 January 2002, pp 151-168.
• Oz, B., Deutsch, C.V., and Frykman, P., "A Visual Basic Program for Histogram and Variogram Scaling," accepted for publication in Computers & Geosciences, Vol. 28, No. 1, January 2002, pp 21-31. (see http://www.iamg.org/ for code)

2001

• Deutsch, C.V., Xie, Y., and Cullick, A.S., " Rule Induction Algorithm for Geological and Petrophysical Data," in Wong, P.M., Aminzadeh, F. and Nikravesh, M. (eds.) Soft Computing for Reservoir Characterization and Modeling, Studies in Fuzziness and Soft Computing, Vol. 80, Physica-Verlag, Heidelberg. October 2001, ISBN 3-7908-1421-0, 588 pp
• Pyrcz, M.P., and Deutsch, C.V., " Two Artifacts of Probability Field Simulation," Math Geology, Vol. 33, No. 7, September 2001, pp 775-799.

2000

• Deutsch, C. V.  and E. Gringarten, Accounting for Multiple-Point Continuity in Geostatistical Modeling, GEOSTATS 2000, Geostatistical Congress, Cape Town, South Africa, April 2000
• Lyall, G. and C. V. Deutsch, Geostatistical Modeling of Multiple Variables in Presence of Complex Trends and Mineralogical Constraints, GEOSTATS 2000, Geostatistical Congress, Cape Town, South Africa, April 2000
• Norrena, K. and C. V. Deutsch, Using the Critical Temperature to Improve the Speed of Geostatistical Applications of Simulated Annealing, GEOSTATS 2000, Geostatistical Congress, Cape Town, South Africa, April 2000
• Xie, Y., C. V. Deutsch, and A. S. Cullick, Surface-Geometry and Trend Modeling for Integration of Stratigraphic Data in Reservoir Models, GEOSTATS 2000, Geostatistical Congress, Cape Town, South Africa, April 2000
• Gringarten, E. and Deutsch, C.V., "Variogram Interpretation and Modeling," Mathematical Geology, Vol. 33, No. 4, May 2001, pp. 507-534.
• Deutsch, C.V., Magri, E., and Norrena, K. "Optimal Grade Control Using Geostatistics and Economics: Methodology and Examples," SME Transactions, Vol. 308, February 2000, pp 43-52..
• Deutsch, C.V. and X-H Wen, "Integrating Large Scale Soft Data with Simulated Annealing and Probability Constraints," Mathematical Geology, Vol. 32, No. 1, January 2000, pp. 49-67 .
• Faechner, T., Pyrcz, M., and Deutsch, C.V., "Prediction of Yield Response to Soil Remediation,"  Geoderma, Elsevier, 97(2000) 21-38.

1999

• Kupfersberger, H., and Deutsch, C.V., "Ranking Stochastic Realizations for Improved Aquifer Response Uncertainty Assessment," Journal of Hydrology, 223(1999), pp 54-65.
• Wen, X.H., Capilla, J.E., Deutsch, C.V., Gomez-Hernandez, J.J., and Cullick, A.S., A Program to Create Permeability Fields that Honor Single-Phase Flow Rate and Pressure Data, Computers & Geosciences, Vol. 25, No. 3, 1999, pp 217-230 (see http://www.iamg.org/ for code)
• Kyriakidis, P.C., Deutsch, C.V., and Grant, M. L., "Calculation of the Normal Scores Variogram for Truncated Gaussian Simulation: Theory and FORTRAN Code," Computers & Geosciences, Vol. 25, No. 2, 1999, pp 161-169 (see http://www.iamg.org/ for code)
• Cullick, A. S., Deutsch, C.V., and Wen, X-H., "Facies Proportion Maps Derived from Well Production Data," In Situ, Vol. 23, No. 3, 1999, pp 189-221
• Aziz, K., Arbabi, S., and Deutsch, C.V., "Why is it so difficult to predict the performance of non-conventional wells?", JCPT, 38(10), October, 1999, pp 37-45.
• Kupfersberger, H., and Deutsch, C.V., "Methodology for Integrating Analogue Geologic Data in 3-D Variogram Modeling," AAPG Bulletin, Vol. 83., No., 8, August 1999, pp 1262-1278.
• Deutsch, C.V., "Reservoir Modeling with Publicly Available Software," Computers & Geosciences, Volume 25, 1999, pp 355-363

1998

• Biondo, B., Mavko,G., Mokerji,T., Rickett, J., Lumley, D.,  Deutsch,C.V., Guneso,R., Theile, M., " Reservoir Monitoring: A Multidiciplinary Feasibility Study", The Leading Edge, Oct.1998, pp. 1404-1414
• Wen, Xian-Huan, Deutsch, C.V., and Cullick., A. S., "High Resolution Reservoir Models Integrating Multiple-Well Production Data", SPE Journal, December 1998, pp. 344-355. 
• Kupfersberger, H., Deutsch, C.V., and Journel, A.G. "Deriving Constraints on Small-Scale Variograms due to Variograms of Large-Scale Data," Mathematical Geology, Vol. 30, No. 7, 1998, pp. 837-852. 
• Deutsch, C.V. and X-H Wen, "An Improved Perturbation Mechanism for Simulated Annealing Simulation," Vol. 30, No. 7, Mathematical Geology, 1998, p 801-816.
• Deutsch, C.V., "Cleaning Categorical Variable (Lithofacies) Realizations with Maximum A-Posteriori Selection," Computers & Geosciences, 24(6), 1998, p 551-562.
• Deutsch, C.V., "FORTRAN Programs for Calculating Connectivity of 3-D Numerical Models and for Ranking Multiple Realizations," Computers & Geosciences, v.24, no.1, pp. 69-76 1998 (see http://www.iamg.org/ for code)

1997/1996

• Deutsch, C.V., "Petroleum Exploration," in McGraw-Hill Yearbook of Science and Technology
• Deutsch, C.V., " Constrained Modeling of Histograms and Cross Plots with Simulated Annealing," Technometrics, Vol. 38, No. 3, 1996, pp. 266-274
• Deutsch, C.V., "Correcting Negative Weights in Ordinary Kriging," Computers & Geosciences, Vol. 22, No. 7, 1996, pp. 765-773
• Deutsch, C.V. and Meehan, D.N., " Geostatistical Techniques for Improved Reservoir Management: Methodology," Harts Petroleum Engineer International, pages 21-27, March 1996
• Journel, A.G. and Deutsch, C.V., " Rank Order Geostatistics: A Proposal for a Unique Coding and Common Processing of Diverse Data," Geostatistics Wollongong '96, Vol 1, Baafi and Schofield, editors, Kluwer Academic Publishers, September 1996, pp 174-187.
• Deutsch, C.V., "Direct Assessment of Local Accuracy and Precision," Geostatistics Wollongong '96, Vol 1, Baafi and Schofield, editors, Kluwer Academic Publishers, September 1996, pp 115-125.
• Hewett, T.A. and Deutsch, C.V., " Challenges in Reservoir Forecasting," Math Geology, Vol. 28, No. 7, 1996, pp. 829-842.
• Deutsch, C.V. and Wang, L., " Hierarchical Object-Based Stochastic Modeling of Fluvial Reservoirs", Math Geology, Vol. 28, No. 7, 1996, pp. 857-880

1995/1994

• Deutsch, C.V. and Journel, A.G., "Integrating Well Test-Derived Effective Absolute Permeabilities in Geostatistical Reservoir Modeling," Chapter12 in Stochastic Modeling and Geostatistics: Principles, Methods and Case Studies, AAPG Computer Applications in Geology, No 3, edited J.M. Yarus and R.L. Chambers, 1995, (pages 131-142), 380 pages 
• Deutsch, C.V., "Kriging with Strings of Data," Mathematical Geology, Vol. 26, No. 5, November 1994, pp. 623-638 
• Deutsch, C.V. and Journel, A.G., "The Application of Simulated Annealing to Stochastic Reservoir Modeling," SPE Advanced Technology Series, Vol. 2, No. 2, April 1994 
• Deutsch, C.V. and Cockerham, P.W., "Practical Considerations in the Application of Simulated Annealing to Stochastic Simulation," Mathematical Geology, Vol. 26, No. 1, January 1994, pp. 67-82 

1993/earlier

• Deutsch, C.V., "The Place of Algorithmically-Defined Random Function Models," in Proceedings of the Geostatistics for the Next Century Conference (Montreal, Canada, June 2-5, 1993), Publ. Kluwer Academic Publishers, Boston, 1993, pp. 422-435 
• Journel, A.G. and Deutsch, C.V., "Entropy and Spatial Disorder,'' Mathematical Geology, Vol. 25, No. 3, May 1993, pp. 329-355 
• Deutsch, C.V., "Kriging in a Finite Domain,'' Mathematical Geology, Vol. 25, No. 1, January 1993, pp. 41-52 
• Deutsch, C.V., "Conditioning Reservoir Models to Well Test Information,'' in Proceedings of the 4th International Geostatistics Congress (Troia, Portugal, Sept. 13-18, 1992), Publ. Kluwer Academic Publishers, Boston, 1993, pp. 505-518  
• Deutsch, C.V., "A FORTRAN 77 Subroutine for Determining the Fractional Area of Rectangular Grid Blocks Within a Polygon," Computers and Geosciences, Vol. 16, No. 3, May 1990, pp. 379-384 
• Deutsch, C.V., "Mineral Inventory Estimation in Vein Type Gold Deposits: Case Study on the Eastmain Deposit," CIM Bulletin, Vol. 82, No 930, October 1989, pp. 62-67 
• Deutsch, C.V., "Calculating Effective Absolute Permeability in Sandstone/Shale Sequences," SPE Formation Evaluation, September 1989, pp. 343-348  
• Deutsch, C.V., "DECLUS: A FORTRAN 77 Program to Determine Optimum Spatial Declustering Weights," Computers and Geosciences, Vol. 15, No. 3, May 1989, pp. 325-332