Peer Review Publications

2017

  • Qu, J. and Deutsch, C.V., Geostatistical Simulation with a Trend Using Gaussian Mixture Models, Natural Resources Research, DOI: 10.1007/s11053-017-9354-3, August 2017, (17 pages)
  • Rezvandehy, M. and Deutsch, C.V., Horizontal Variogram Inference in Presence of Widely-Spaced Well Data, Accepted for publication in Petroleum Geoscience, May 2017, (17 pages)
  • Silva, D.S., Jewbali, A., Boisvert, J.B., Deutsch, C.V., Drill Hole Placement Subject To Constraints For Improved Resource Classification, Accepted for publication in CIM Bulletin, July 2017
  • Deutsch, C.V., All Realizations All the time, Accepted for publication in Handbook of Mathematical Geosciences: Fifty Years of IAMG, April 2017, (12 pages)
  • Hadavand, M. and Deutsch, C.V., Facies Proportion Uncertainty in Presence of a Trend, Accepted for publication in Journal of Petroleum Science and Engineering, March 2017, (23 pages)
  • DeBarros, G. and Deutsch, C.V., Optimal Ordering of Realizations for Visualization and Presentation, Accepted for publication in Computers & Geosciences, February 2017, (16 pages)
  • Rezvandehy, M. and Deutsch, C.V., Declustering Experimental Variograms by Global Estimation with Fourth Order Moments, SERRA: Stoch Environ Res Risk Assess, DOI: 10.1007/s00477-017-1388-x, February 2017, (17 pages)
  • Rezvandehy, M. and Deutsch, C.V., Geostatistical Modeling with Histogram Uncertainty: Confirmation of a Correct Approach, Natural Resources Research, DOI: 10.1007/s11053-016-9322-3, January 2017, (18 pages)
  • Boisvert, J.B., and Deutsch, C.V., Incorporating Big Data in Geostatistical Modeling for Making Bigger Decisions in the Face of Even Bigger Uncertainty, CSEG Recorder, January 2017, pp 16-24.

2016

  • Silva, D.A., and Deutsch, C.V., Modeling multiple geologic domains in mineral deposits with an implicit signed distance function approach, 2016 Transactions of the Society for Mining, Metallurgy & Exploration, Vol. 340 November 2016 (11 pages), pp 127-137.
  • Manchuk, J.G., Barnett, R.M., and Deutsch, C.V., Reproduction of Secondary Data in Projection Pursuit Transformation, Stochastic Environmental Research and Risk Assessment, November 2016, DOI 10.1007/s00477-016-1363-y (20 pages)
  • Silva, D. and Deutsch, C.V., Multivariate Data Imputation using Gaussian Mixture Models, Accepted for publication in Spatial Statistics, November 2016, (27 pages)
  • Barnett, R., Manchuk, J., Deutsch, C.V., The Projection Pursuit Multivariate Transform for Improved Continuous Variable Modeling, SPE Journal. SPE-184388-PA (in press; posted 20 October 2016). http://dx.doi.org/10.2118/184388-PA.
  • Hadavand, Mostafa and Deutsch, C.V., A Practical Methodology for Integration of 4D Seismic in Steam-Assisted-Gravity-Drainage Reservoir Characterization, SPE Journal. SPE-184390-PA
  • Silva, D. and Deutsch, C.V., Multiple Imputation Framework for Data Assignment in Truncated Pluri-Gaussian Simulation, SERRA, DOI 10.1007/s00477-016-1309-4 July 2016, (13 pages)
  • Zagayevskiy, Y. and Deutsch, C.V., Multivariate Geostatistical Grid-Free Simulation of Natural Phenomena, Mathematical Geosciences, DOI 10.1007/s11004-016-9656-8 (30 pages) June 2016, (27 pages)
  • Zagayevskiy, Y. and Deutsch, C.V., Application of Grid-Free Geostatistical Simulation to a Large Oil Sands Reservoir, SPE Reservoir Evaluation & Engineering-Formation Evaluation, April 2016, (15 pages)
  • Lajevardi, S. and Deutsch, C.V., A measure of facies mixing in data upscaling to account for information loss in estimation of petrophysical variables, Petroleum Geoscience, February 2016, (12 pages) doi:10.1144/petgeo2015-048
  • Zagayevskiy, Y. and Deutsch, C.V., Grid-free petroleum reservoir characterization with truncated pluri-Gaussian simulation: Hekla case study, Petroleum Geoscience, doi:10.1144/petgeo2015-078, Vol 22, pp. 241-256, June 2016, (16 pages)
  • Deutsch, J.L., Palmer, K., Deutsch, C.V., Szymanski, J., and Etsell, T.H., Spatial Modeling of Geometallurgical properties: Techniques and a Case Study, Natural Resources Research, DOI: 10.1007/s11053-015-9276-x, June 2016, (21 pages)
  • Zagayevskiy, Y. and Deutsch, C.V., Multivariate Grid-Free Geostatistical Simulation with Point or Block Scale Secondary Data, Stochastic Environmental Research and Risk Assessment, Vol 30, 2016, pp. 1613-1633, (21 pages)

2015

  • Lajevardi, S.L., Deutsch, C.V., Stochastic Regridding of Geological Models for Flow Simulation, Bulletin of Canadian Petroleum Geology, December 2015, v. 63, p. 374-392, doi:10.2113/gscpgbull.63.4.374
  • Manchuk, J., Garner, D., Deutsch, C.V., Advances in micromodeling using resistivity borehole images, Bulletin of Canadian Petroleum Geology, December 2015, v. 63, p. 333-344, doi:10.2113/gscpgbull.63.4.333
  • Manchuk, J., Garner, D., Deutsch, C.V., Estimation of permeability in the McMurray formation using high resolution data sources, Petrophysics, VOL. 56, NO. 2 (April 2015); PAGE 125�139
  • Zagayevskiy, Y. and Deutsch, C.V., Assimilation of Time-Lapse Temperature Observations and 4D-Seismic Data with the EnKF in SAGD Petroleum Reservoirs, Journal of Canadian Petroleum Technology, May, 2015, pp 164-182 (19 pages)
  • Khan, K.D., Deutsch, C.V., Practical Incorporation of Multivariate Parameter Uncertainty in Geostatistical Resource Modeling, Natural Resources Research, DOI: 10.1007/s11053-015-9267-y, May 2015, (20 pages)
  • Lajevardi, S., Babak, O., and Deutsch, C.V., Estimating Barrier Shale Extent and Optimizing Well Placement in Heavy Oil Reservoirs, Petroleum Geoscience, doi:10.1144/petgeo2013-039, February 2015, (11 pages)
  • Silva, D., Palmer, K., Deutsch, C.V., Spatial Modelling of Geologic Domains with Multiple Training Images: Application to the Red Dog Mine, Alaska, CIM Bulliten, May 2015 Vol 6, No. 3, (12 pages)
  • Manchuk, J., Stiefenhofer, J., Thurston, M., Deutsch, C.V., Framework for Resource Uncertainty Prediction and Data Valuation: An Application to Diamond Deposits, CIM Bulliten, May 2015 Vol 6, No. 3, (13 pages)
  • Dehdari, V., Deutsch, C.V., Optimizing Well Trajectories in SAGD Reservoir Development, Manuscript RE-0714-0010.R1 / SPE-174078-PA, SPE Reservoir Evaluation & Engineering-Reservoir Engineering, January 2015, (16 pages)
  • Barnett, R.M., Deutsch, C.V., Multivariate Imputation of Unequally Sampled Geological Variables, Mathematical Geosciences, January 2015, DOI 10.1007/s11004-014-9580-8 (27 pages)

2014

  • Manchuk, J.G., Babak, O., and Deutsch, C.V., Numerical modelling of mining selectivity for oil sands, CIM Bulliten, June, 2014, (12 pages)
  • Silva, D.A., and Deutsch, C.V., A Multiple Training Image Approach for Spatial Modeling of Geologic Domains, Mathematical Geosciences, May 2014, DOI: 10.1007/s11004-014-9543-0 (26 pages)
  • Zagayevskiy, Y. and Deutsch, C.V., A Methodology for Sensitivity Analysis Based on Regression: Applications to Handle Uncertainty in Natural Resources Characterization, Natural Resources Research, DOI 10.1007/s11053-014-9241-0, May, 2014, (37 pages)
  • Babak, O., P. Bergey, and Deutsch, C.V., Facies Trend Modeling for SAGD Application at Surmont, J. Petrol.Science and Engineering, April 2014 (51 pages)
  • Koushavand, B., Askari-Nasab, H., and Deutsch, C.V., A Mixed Integer Linear Programming Model for Long-term Mine Planning in the Presence of Grade Uncertainty and a Stockpile, International Journal of Mining Science and Technology, June 2014, (9 pages)
  • Minnitt, R.C.A., and Deutsch, C.V., Cokriging for Optimal Recoverable Reserve Estimates in Mining Operations, The Journal of the Southern African Institute of Mining and Metallurgy (SAIMM), Volume 114, March 2014, pp 189-203.
  • Deutsch, J.L., Szymanski, J. and Deutsch, C.V., Checks and measures of performance for kriging estimates, The Journal of the Southern African Institute of Mining and Metallurgy (SAIMM), Volume 114, March 2014, pp 223-230.
  • Barnett, R., Manchuk, J.G., and Deutsch, C.V., Projection Pursuit Multivariate Transform, Mathematical Geosciences, November 2013, DOI 10.1007/s11004-013-9497-7 (23 pages)
  • McKinley, J.M., Deutsch, C.V., Neufeld, C., Patton, M., Cooper, M., Young, M.E., Using geostatistical Bayesian Updating to integrate airborne radiometrics and soil geochemistry to improve mapping for mineral exploration, The Journal of the Southern African Institute of Mining and Metallurgy (SAIMM), Volume 114, August 2014, (12 pages)
  • Cuba, M.A., Boisvert, J.B., and Deutsch, C.V., Simulated Learning Model for Mineable Reserves Evaluation in Surface Mining Projects, SME Transactions, 2014, (25 pages)

2013

  • Cuba, M.A., and Boisvert, J.B. and Deutsch, C.V., Simulated Learning Model for Mineable Reserves Evaluation in Surface Mining Projects, SME Transactions, 2013, (8 pages)
  • Zagayevskiy, Y. and Deutsch, C.V., Impact Map for Assessment of New Delineation Well Locations, JCPT, November, 2013, 441-462 (22 pages)
  • Boisvert, J.B., Rossi, M.E., Ehlig, C., and Deutsch, C.V., Geometallurgical Modeling at Olympic Dam Mine, South Australia, Math Geosci (2013) 45:901�925, DOI 10.1007/s11004-013-9462-5 (25 pages)
  • Deutsch, C.V., Geostatistical Modeling of Geometallurgical Variables – Problems and Solutions, in AUSIMM, October, 2013, page 1-10.
  • Babak, O., Manchuk, J.G., and Deutsch, C.V., Accounting for Non-Exclusivity in Sequential Indicator Simulation of Categorical Variables, Computers & Geosciences (51), January, 2013, (10 pages)
  • Manchuk, J.M., and Deutsch, C.V., Optimization of drainage-area configurations to maximize recovery from SAGD operations, JCPT, 52(3), (10 pages)
  • Deutsch, J.L. and Deutsch, C.V., A Multidimensional Scaling Approach to Enforce Reproduction of Transition Probabilities in Truncated Plurigaussian Simulation, Stoch Environ Res Risk Assess, DOI 10.1007/s00477-013-0783-1, August 2013 (10 pages)
  • Machuca-Mory, D.F. and Deutsch, C.V., Non-stationary Geostatistical Modeling Based on Distance Weighted Statistics and Distributions, Mathematical Geosciences 45: 31-48, January, 2013, (18 pages)
  • Manchuk, J.M., Babak, O. and Deutsch, C.V., Geostatistical modeling of particle size distributions in the McMurray Formation, CIM Journal 4(2), May 2013 (15 pages)
  • Wilde, B.J. and Deutsch, C.V., A Methodology for Quantifying Uncertainty versus Data Spacing Applied to the Oil sands, CIM Journal, May 2013 (15 pages)
  • Deutsch, C.V. and Wilde, B.J., Modeling Multiple Coal Seams Using Signed Distance Functions and Global Kriging, International Journal of Coal Geology,112 (2013), pages 87-93
  • Deutsch, C.V., Multiple Scale Geologic Models for Heavy-Oil Reservoir Characterization, in F. J. Hein, D. Leckie, S. Larter, and J. Suter, eds., Heavy-oil and oil-sand petroleum systems in Alberta and beyond: AAPG Studies in Geology 64, p. 531 – 544.
  • Deutsch, C.V., Seven Paradigms of Data Integration in Reservoir Modeling, in Advances in Applied Geomodeling for Hydrocarbon Reservoirs – Closing the Gap, CBPG, February, 2013,page 3-12.

2012

  • Hassanpour, R.M., Pyrcz, M.J., and Deutsch, C.V., Improved Geostatistical Models of Inclined Heterolithic Strata for McMurray Formation, Alberta, Canada, AAPG Bulletin, June, 2012, (25 pages)
  • Dehdari, V., Oliver, D.S, and Deutsch, C.V., Comparing Three Popular Optimization Algorithms for Field Development Planning Using a Case Study, Journal of Petroleum Science and Engineering (JPSE), June, 2012, (14 pages)
  • Hong, S., and Deutsch, C.V., Factorial Kriging for Geologic Feature Identification and Extraction, accepted for publication in CBPG, February, 2012, (33 pages)
  • Li, Y. and Deutsch, C.V., Implementation of the iterative proportion fitting algorithm for geostatistical facies modelling, Natural Resources Research, March, 2012, (13 pages)
  • Manchuk, J.M., and Deutsch, C.V., Implementation Aspects of Sequential Gaussian Simulation on Irregular Points, Computational Geosciences, January, 2012, (15 pages)
  • Manchuk, J.M., Mlacnik, M. and Deutsch, C.V., Upscaling Permeability to Unstructured Grids using the Multipoint Flux Approximation, Petroleum Geoscience, June, 2011, (14 pages)

2011

  • Deutsch, J.L., Boisvert, J.B. and Deutsch, C.V., A New Dimension to Account for Data Error and Scale, SME Transactions, June, 2011, (8 pages)
  • Deutsch, J.L.. and Deutsch, C.V., Latin Hypercube Sampling with Multidimensional Uniformity, Journal of Statistical Planning and Inference, November, 2011, (13 pages)
  • Manchuk, J.M., and Deutsch, C.V., A Flexible Sequential Gaussian Simulation Program: USGSIM, accepted by Computers & Geosciences, August, 2011, (14 pages)
  • Niven, E.B. and Deutsch, C.V., Calculating a Robust Correlation Coefficient and Quantifying its Uncertainty, accepted for publication in Computers and Geosciences, February, 2011, (27 pages)
  • Deutsch, J.L., and Deutsch, C.V., Plotting and Checking the Bivariate Distributions of Multiple Gaussian Data”, Computers and Geosciences, January 2011, (8 pages).
  • Hosseini, A., Deutsch, C.V., Mendoza, C., and Biggar, K. Inverse Modeling for Characterization of Uncertainty in Transport Parameters under Uncertainty of Source Geometry in Heterogeneous Aquifers, Accepted for publication in Journal of Hydrology, HYDROL9629, December 2010, (42 pages).
  • Boisvert, J.B., and C.V. Deutsch, Programs for Kriging and Sequential Gaussian Simulation with Locally Varying Anisotropy Using Non-Euclidean Distances, Computers and Geosciences 37 (2011), 495-510
  • Boisvert, J.B., and C.V. Deutsch, Modeling Locally Varying Anisotropy of CO2 Emissions in the United States, Stochastic Environmental Research and Risk Assessment, Volume 25, pages 1077-1084.
  • Vanegas, Jose Walter, Luciane Cunha, and Clayton V. Deutsch, 2010, Proxy models for fast transfer of static uncertainty to reservoir performance uncertainty, in Y. Z. Ma and P. R. La Pointe, eds., Uncertainty analysis and reservoir modeling: AAPG Memoir 96, p. 203 – 215.

2010

  • Vanegas, Jose Walter, Luciane Cunha, and Clayton V. Deutsch, 2010, Proxy models for fast transfer of static uncertainty to reservoir performance uncertainty, in Y. Z. Ma and P. R. La Pointe, eds., Uncertainty analysis and reservoir modeling: AAPG Memoir 96, p. 1 – 12.
  • Deutsch, C.V., Multiple Scale Geological Models for Heavy Oil Reservoir Characterization, AAPG Memoir on Oil Sands, October 2010, 32 pages.
  • Deutsch, C.V., Estimation of Vertical Permeability in the McMurray Formation, JCPT, September 2010, 19 pages.
  • Boisvert, J.B., Pyrcz, M.J., and C.V. Deutsch, Multiple Point Metrics to Assess Categorical Variable Models, Natural Resources Research, 19(3), September 2010, 165-175, (11 pages)
  • Hassanpour, R.M., Manchuk, J.G., Leuangthong, O.L., and Deutsch, C.V., Calculation of Permeability Tensors for Unstructured Grid Blocks, Accepted by JCPT, August, 2010, (14 pages).
  • Burns, E., Bentley, L., Therrien, R., and Deutsch, C.V., Upscaling Facies Models to Preserve Connectivity of Designated Facies, Hydrogeology Journal, January 2010, : 1357-1373 DOI 10.1007/s10040-010-0607-z (17 pages). Editors Choice Award
  • Hong, Guo., and Deutsch, C.V., Fluvial Channel Size Determination with Indicator Variograms, Petroleum Geoscience, Vol 16, October, 2010, (11 pages)
  • Babak, O., and Deutsch, C.V., Improved Spatial Modeling by Merging Multiple Secondary Data for Intrinsic Collocated Cokriging, Journal of Petroleum Science and Engineering, September 2009 (7 pages)

2009

  • Hosseini, A.H., Deutsch, C.V., Biggar, K. and Mendoza, C.A., Probabilistic Data Integration for Characterization of Spatial Distribution of Residual LNAPL, Stochastic Environmental Research & Risk Assessment (SERRA_626), December 2009 (15 pages)
  • Manchuk, J.G., O. Leuangthong, and C.V. Deutsch, The Proportional Effect, Mathematical Geosciences, 41(7), October 2009, 799-816 (18 pages)
  • Zhang, X.K., Pyrcz, M.J., and Deutsch, C.V., Advances in Stochastic Surface Modeling of Deepwater Depositional Systems, Journal of Petroleum Science and Engineering 68, June 2009, (18 pages: 118-134)
  • Pyrcz, M., Boisvert, J., and Deutsch, C.V., ALLUVSIM: A Program for Event-based Stochastic Modeling of Fluvial Depositional Systems, Computers & Geosciences, September, 2008, (15 pages)
  • Babak, O., and Deutsch, C.V., An Intrinsic Model of Coregionalization that Solves Variance Inflation in Collocated Cokriging, Comptuers & Geosciences 35, 2009, pp. 603-614.
  • Boisvert, J.B., Manchuk, J.G., and C.V. Deutsch, Kriging and Simulation in the Presence of Locally Varying Anisotropy, Mathematical Geosciences, April, 2009, pp. 585-501.
  • Babak, O., Machuca-Mory, D.F., and Deutsch, C.V., Combined Sequential and Matrix Simulation of Multiple Variables with Correlation Matrix Reproduction, SERRA [SERRA_585], February, 2009, (20 pages)
  • Babak, O., and Deutsch, C.V., Improved Porosity and Permeability Modeling by Merging Multiple Secondary Data for Collocated Cokriging, Mathematical Geosciences, February 2008 (28 pages)
  • Babak, O., and Deutsch, C.V., Successive Kriging for Estimation and Simulation in a Finite Domain, TP-08-025.R1, Transactions of the SME, September, 2009, (29 pages)
  • Babak, O., and Deutsch, C.V., Accounting for Parameter Uncertainty in Reservoir Uncertainty Assessment: the Conditional Finite-Domain Approach, Natural Resources Research, Vol 18, No.1, 7-18, March 2009 (11 pages)

2008

  • Jun, Y., Akkutlu, I.Y., and Deutsch, C.V., Gas Adsorption/Diffusion in Bidisperse Coal Particles: Investigation for an Effective Diffusion Coefficient in Coalbeds. JCPT, 47(10), October 2008, 7 pages.
  • Babak, O., and Deutsch, C.V., Uncertainty as the Overlap of Alternate Conditional Distributions, Computational Geosciences, April, 2008 (10 pages)
  • Jia, X., Cunha, L.B., and Deutsch, C.V., Investigation of a Stochastic Optimization Method for Automatic History Matching of SAGD Processes. JCPT, September 2008, 8 pages.
  • Babak, O., and Deutsch, C.V., Reserves Uncertainty Calculation Accounting for Parameter Uncertainty, JCPT, 47(8), August, 2008, (9 pages)
  • Deutsch, C.V., and Lan, Z. The Beta Distribution for Categorical Variables at Different Scale, Forty Years of Progress in Geomathematics, Springer, January, 2008, (11 pages)
  • Manchuk, J.G., and Deutsch, C.V., Optimizing Stope Designs and Sequences in Underground Mines, SME Transactions, Vol. 324, 2008, pp 67-75.
  • Boisvert, J.B., Ortiz, J., and C.V. Deutsch, Local Recoverable Reserves Prediction with Block LU Simulation, accepted for publication in the International Journal of Mining and Mineral Engineering, March, 2008, (19 pages)
  • Machuca-Mory, D.F., Ortiz, J.M., and Deutsch, C.V., On the Challenge of Using Sequential Indicator Simulation for the Estimation of Recoverable Reserves, accepted for publication in International Journal of Mining, Reclamation and Environment, February, 2008, (13 pages)
  • Babak, O., and Deutsch, C.V., Statistical Approach to Inverse Distance Interpolation, SERRA_474, Stochastic Environmental Research & Risk Assessment, February, 2008, (11 pages)
  • Boisvert, J.B., Pyrcz, M.J., and Deutsch, C.V., Multiple Point Statistics for Training Image Selection, Natural Resources Research (paper NARR-D-07-00005), February, 2008 (9 pages)
  • Machuca-Mory, D.F., Babak, O., and Deutsch, C.V., Flexible Change of Support Model Suitable for a Wide Range of Mineralization Styles, Mining Engineering, February 2008 (10 pages)
  • Ren, W., C.V. Deutsch, D. Garner, T.J.Wheeler, J-F. Richy, E.Mus, Quantifying Resources for the Surmont Lease with 2D Mapping and Multivariate Statistics. SPE Reservoir Evaluation & Engineering, February 2008.
  • Boisvert, J.B., O. Leuangthong, J. M. Ortiz, and C. V. Deutsch, A Methodology to Construct Training Images for Vein Type Deposits, 34(5), Computers and Geosciences, May 2008, 491-502, (11 pages).
  • M. J. Pyrcz, J. B. Boisvert, C. V. Deutsch, A Library of Training Images for Fluvial and Deepwater Reservoirs and Associated Code, 34(5), Computers and geosciences, May 2008, 542-560, (19 pages)

2007

  • 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. accepted for publication in SPE Reservoir Engineering, August, 2007.
  • Khan, D.K, C.V. Deutsch, C.A. Mendoza, B.J. Rostron, Approximate sensitivity coefficients for integrating hydraulic head data into geological models, Journal of Hydrology 347, August 2007, pp 460-473 (14 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, SME Transactions Vol 322, December 2007, (11 pages)
  • Ren, W., Leuangthong, O., and Deutsch, C.V., Global Resource Uncertainty Using a Spatial/Multivariate Decomposition Approach, Canadian Journal of Petroleum Technology, Vol. 46, No. 11, November 2007, pp. 33-39
  • Ortiz, J.M., Lyster, S., and Deutsch, C.V., Scaling Multiple-Point Statistics to Different Univariate Proportions, Computers and Geosciences, 33, February 2007, pp. 191-201.
  • Deutsch, C.V., A Review of Geostatistical Approaches to Data Fusion, Subsurface Hydrology: Data Integration for Properties and Processes, Geophysical Monograph Series 171, American Geophysical Union, pages 7-18

2006

  • Pyrcz, M. J., E. Gringarten, P. Frykman, and C. V. Deutsch, 2006, 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: AAPG Computer Applications in Geology 5, p. 123-137.
  • 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. 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.
  • Srinivasan, S., and Deutsch, C.V., Data Sufficiency for Reservoir Development Decision-Making in Presence of Uncertainty, Journal of Canadian Petroleum Technology, 43 (3), March 2004, pp 52-60
  • 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, 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.
  • 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, Computers & Geosciences, Vol. 28, No. 1, January 2002, pp 21-31.

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, pp 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
  • 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
  • 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

  • Biondi,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

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