Vita Albert C

VITA ALBERT C. REYNOLDS

PROFESSIONAL POSITIONS

Research Professor of Petroleum Engineering and Mathematics, The Univer- sity of Tulsa, Tulsa, Oklahoma. 2016–present. McMan Chair in Petroleum Engineering, The University of Tulsa, Tulsa, Okla- homa, 2003–2016. Professor of Petroleum Engineering and Mathematics, The University of Tulsa, Tulsa, Oklahoma, 1985–present. Chairman, Department of Petroleum Engineering, The University of Tulsa, Tulsa, Oklahoma, 1990–1992. Director of TU Petroleum Reservoir Exploitation Projects, The University of Tulsa, Tulsa, Oklahoma, 1990–present. Associate Graduate Dean and Associate Director of Research, The University of Tulsa, Tulsa, Oklahoma, 1986–1990. Associate Professor of Petroleum Engineering and Mathematics, The Univer- sity of Tulsa, Tulsa, Oklahoma, 1980–1985. Associate Professor of Mathematics, The University of Tulsa, Tulsa, Oklahoma, 1976–1980. Assistant Professor of Mathematics, The University of Tulsa, Tulsa, Oklahoma, 1970–1976.

EDUCATION

BA Mathematics University of New Hampshire, Durham, NH, 1964–1966 MS Mathematics Case Institute of Technology, Cleveland, OH, 1966–1968 PhD Mathematics Case Western Reserve University, Cleveland, OH, 1968–1970

PROFESSIONAL MEMBERSHIPS

Society of Petroleum Engineers. European Association of Geoscientists and Engineers. International Association of Mathematical Geology. Society for Industrial and Applied Mathematics. Albert C. Reynolds 2

MAJOR HONORS

Phi Beta Kappa National Honor Society, 1966. Phi Kappa Phi National Honor Society, 1966. Society of Petroleum Engineers Distinguished Achievement Award for Petroleum Engineering Faculty, 1983. Society of Petroleum Engineers Distinguished Member, 1999. Society of Petroleum Engineers Reservoir Description and Dynamics Award, 2003. McMan Chair in Petroleum Engineering, 2003. Society of Petroleum Engineers Formation Evaluation Award, 2005. Society of Petroleum Engineers Outstanding Technical Editor, 2008. Chevron/University of Tulsa Fellowship, 2013. Society of Petroleum Engineers John Franklin Carll Award, 2013. Society of Petroleum Engineers Honorary Member, 2014. Chevron/University of Tulsa Fellowship, 2015. Society of Petroleum Engineers Outstanding Technical Editor Award, 2015. Chevron/University of Tulsa Fellowship, 2016. Society of Petroleum Engineers Outstanding Technical Editor Award, 2017.

BOOKS

R. Burden, D. Faires and A. Reynolds: Numerical Analysis, Prindle, Webber and Schmidt, Inc., Boston, Massachusetts (ix + 579 pages) 1978.

D. Oliver, A. Reynolds and N. Liu: Inverse Theory for Petroleum Reservoir Character- ization and History Matching, (ix + 360 pages) Cambridge University Press, May 2008.

BOOK Chapters

C´ıntia Machado and Albert C. Reynolds: “Application of the Method of Matched Asymptotic Expansions to Solve a Non-Linear Pseudo-Parabolic Equation: The Sat- uration Convection-Dispersion Equation” Chapter 7 of Perturbation Methods with Applications in Science and Engineering, published by InTechOpen ( 117-139.

Reynolds, Albert C., He, Nanqun and Oliver Dean S.: “Reducing Uncertainty in Geo- statistical Description With Well-Testing Pressure Data,” in Recent Advances in Reservoir Characterization, AAPG Memoir 71, eds. R. Schatzinger and J. Jordan (1999) Albert C. Reynolds 3

REFEREED TECHNICAL PAPERS

Zhenyu Guo and Albert C. Reynolds: “Robust Life-Cycle Production Optimization with an SVR Proxy,” SPE Journal, accepted for publication May 2018.

C´ıntia Machado and Albert C. Reynolds: “Application of the Method of Matched Asymptotic Expansions to Solve a Non-Linear Pseudo-Parabolic Equation: The Sat- uration Convection-Dispersion Equation” accepted for Perturbation Methods, published by InTech.

Bailian Chen and Albert C. Reynolds: “CO2 Water-Alternating-Gas Injection for En- hanced Oil Recovery: Optimal Well Controls and Half-Cycle Lengths,” Computers and Chemical Engineering, Computers and Chemical Engineering (2018) 44-56.

Zhenyu Guo and Albert C. Reynolds: “Waterﬂooding Optimization with the INSIM- FT Data-Driven Model,” Computational Geosciences, Vol. 22, Issue 3 (June 2018) 745-761.

C´ıntia G. Machado and Albert C. Reynolds: “Approximate Semi-Analytical Solution for Injection-Falloﬀ-Production Well Test: An Analytical Tool for the In-situ Estimation of Relative Permeability Curves,” Transport in Porous Media (Jan. 2018), Vol. 11, issue 1, 207-231.

C´ıntia G. Machado, Mohammadreza M. Firoozabad and Albert C. Reynolds: “CO2 Eﬀects on Wellbore Pressure Response during Injection-Falloﬀ Test,” SPE Journal, Vol. 23, issue 3, (June 2018) 919-936, doi:10.2118/185824-PA.

Ranran Lu, Fahim Forouzanfar and Albert C. Reynolds: “An Eﬃcient Adaptive Al- gorithm for Robust Control Optimization using StoSAG,” Journal of Petroleum Sci- ence and Engineering, Vol. 159, 314-330 (Nov. 2017), doi:10.1016/j.petrol.2017.09.002.

Javad Rafiee and Albert C. Reynolds: “Theoretical and Efficient Practical Procedures for the Generation of Inflation Factors for ES-MDA,” Inverse Problems, Vol. 33, No. 11, 28 pages (Oct. 2017).

Reza Mohammadnia, Albert C. Reynolds and Fahim Forouzanfar: “Monotonicity Con- ditions for MPFA Methods for a Numerical Well Testing Reservoir Simulator,” Jour- nal of Petroleum Science and Engineering, Vol. 158, 707-728 (Sept. 2017), doi: 10.1016/j.petrol.2017.08.047.

Zhenyu Guo and Albert C. Reynolds and Hui Zhao: “A Physics-Based Data-Driven Model for History-Matching, Prediction and Characterization of Waterﬂooding Per- formance,” SPE Journal, Vol. 23, Issue 2, 367-395 (April 2018) doi:10.2118/182660- PA. Albert C. Reynolds 4

Bailian Chen, Jincong He, Xian-Huan Wen, Wen Chen and Albert C. Reynolds: “Un- certainty Quantiﬁcation and Value of Information Assessment using Proxies and Markov Chain Monte Carlo for a Pilot Project,” Journal of Petroleum Science and Engineering, Vol. 157 (August 2017), 328-339.

Bailian Chen, Rahul M. Fonseca, Olwijn Leeuwenburgh and Albert C. Reynolds: “Mini- mizing the Risk in the Robust Life-Cycle Production Optimization using Stochastic Simplex Approximate Gradient,” Journal of Petroleum Science and Engineering, Vol. 153, 331-344, 2017.

Yang Zhang, Ranran Lu, Fahim Forouzanfar and Albert C. Reynolds: “Well Placement and Control Optimization for WAG/SAG Processes using Ensemble-based Meth- ods,” Computers & Chemical Engineering, Vol. 49, 193-209, June 2017.

Xin Liu and Albert C. Reynolds: “Robust Gradient-Based Multiobjective Optimiza- tion for the Generation of Well Controls to Maximize the Net-Present-Value of Pro- duction Under Geological Uncertainty,” Mathematical Geosciences, Vol. 49, Issue 3 (April 2017) 361-394.

Rahul M. Fonseca, Bailian Chen, Jan Dirk Jansen and Albert C. Reynolds: “A Stochas- tic Simplex Approximate Gradient (StoSAG) for Optimization Under Uncertainty,” International Journal for Numerical Methods in Engineering, Vol. 109, No. 13, 1756-1176, March 2017.

Bailian Chen and Albert C. Reynolds: “Optimal Control of ICV’s and Well Operating Conditions for the Water-Alternating-Gas Process,” Journal of Petroleum Science and Engineering, Vol. 149, 623-640, January 2017.

Yu Zhao, Fahim Forouzanfar and Albert C. Reynolds: “Assisted History Matching for Multi-facies Channelized Reservoir Using ES-MDA with Common Basis DCT” Computational Geosciences, Online (Dec. 2016).

Hui Zhao, Zhijiang Kang, Xiansong Zhang, Haitao Sun, Lin Cao and Albert C. Reynolds: “A Physics-Based Data-Driven Numerical Model for Reservoir History Matching and Prediction with a Field Application,” SPE Journal Vol. 21, No. 6 (Dec. 2016) 2175-2194. Duc H. Le, Alexandre A. Emerick and Albert C. Reynolds: “An Adaptive Ensemble Smoother with Multiple Data Assimilation for Assisted History Matching,” SPE Journal Vol. 21, No. 6 (Dec. 2016) 2195-2207. Xin Liu and Albert C. Reynolds: “Augmented Lagrangian Method for Maximizing Expectation and Minimizing Risk for Optimal Well Control Problems with Nonlinear Constraints,” SPE Journal, Vol. 21, Issue 5 (Oct. 2016) 1830-1842. Albert C. Reynolds 5

Xin Liu and Albert C. Reynolds: “Gradient-Based Multiobjective Optimization for Maximizing Expectation and Minimizing Uncertainty or Risk with Application to Optimal Well Control Problems with only Bound Constraints,” SPE Journal, Vol. 21, Issue 5 (Oct. 2016) 1813-1829. Rahul M. Fonseca, Albert C. Reynolds and Jan Dirk Jansen, “Generation of a Pareto Front for a Bi-objective Water Flooding Optimization Problem using Approximate Ensemble Gradients,” Journal of Petroleum Science and Engineering, Vol. 147, 249-260 (2016). DOI: 10.1016/j.petrol.2016.06.009.

Xin Liu and Albert C. Reynolds: “Gradient-Based Multiobjective Optimization with Application to Waterﬂooding Optimization,” Computational Geosciences Vol. 20, No. 3, 677-693 (June 2016), Special Issue: “Selected contributions from the 14th European Conference on the Mathematics of Oil Recovery (ECMOR XIV).”

Hui Zhao, Ying Li, Shjuyue Cui, Genhua Shang, Albert C. Reynolds, Zhenyu Guo, and Huazhou A. Li: “History Matching and Production Optimization of Water Flooding Based on a Data-Driven Interwell Numerical Simulation Model,” Journal of Natural Gas Science & Engineering (2016) vol. 31, 48-66(2016).

Xin Liu and Albert C. Reynolds: “A Multiobjective Steepest Descent Method with Applications to Optimal Well Control,” Computational Geosciences, Vol. 20, Issue 2, April 2016, 355-374. Fahim Forouzanfar, Walter Poquioma and Albert C. Reynolds: “Simultaneous and Se- quential Estimation of Optimal Placement and Controls of Wells With a Covariance Matrix Adaptation Algorithm,” SPE Journal (April 2016) 501-521.

Bailian Chen and Albert C. Reynolds: “Ensemble-Based Optimization of the Water- Alternating-Gas Injection Process,” SPE Journal (June 2016), 786-798.

Diego F. Oliveira, Albert C. Reynolds and Jan Dirk Jansen: An Improved Multiscale Method for Life-Cycle Production Optimization, Computational Geosciences (Dec. 2015) Vol. 19, No. 6, 1139-1157.

Diego F. Oliveira and Albert C. Reynolds: “Hierarchical Multiscale Methods for Life- Cycle Production Optimization: A Field Case Study,” paper SPE 173273, SPE Journal (Oct. 2015), Vol. 18, No. 5, 896-907. Xia Yan and Albert C. Reynolds: “An Optimization Algorithm Based on Combining Finite-Diﬀerence Approximations and Stochastic Gradients,” SPE Journal (Oct. 2014) Vol. 15, Issue 5, 873 - 890.

D. F. Oliveira and A. C. Reynolds: “An Adaptive Hierarchical Algorithm for Estimation of Optimal Well Controls,” SPE Journal (Oct. 2014) Vol. 15, Issue 5, 909-930. Albert C. Reynolds 6

Duc H. Le and Albert C. Reynolds: “Optimal Choice of a Surveillance Operation Using Information Theory,” Computational Geosciences, Special Issue on: Selected Con- tributions from the 13th European Conference on the Mathematics of Oil Recovery (ECMOR XIII) (August 2014), Vol. 18, No. 3-4, 505-518.

Duc H. Le and Albert C. Reynolds: “Estimation of Mutual Information and Conditional Entropy for Surveillance Optimization,” SPE Journal, (August 2014), Vol. 19, No. 4, 648-651.

Forouzanfar, Fahim and Reynolds, Albert C.: “Joint Optimization of Number of Wells, Well Locations and Controls Using A Gradient-Based Algorithm,” Chemical Engi- neering Research and Design, Vol. 92 (July, 2014), 1315-1328.

Forouzanfar Fahim, Ernesto Della Rossa, Roberta Russo and Albert C. Reynolds: “Life- Cycle Optimization of an Oil Field with an Adjoint-Based Gradient Approach,” Journal of Petroleum Science and Engineering, Vol. 112 (2013) 351-358.

Do, Sy and Reynolds, Albert C.: “Theoretical Connections Between Optimization Al- gorithms Based on an Approximate Gradient,” Computational Geosciences, Vol. 17, Issue 6 (Dec. 2013), 959-973.

Zhao, Hui, Chen, Chaohui, Do, Sy, Oliveira, Diego, Li, Gaoming and Reynolds, Albert C.: “Maximization of a Dynamic Quadratic Interpolation Model for Production Optimization,” SPE Journal (Dec. 2013), 1012-1025.

Emerick, Alexandre A. and Reynolds, Albert C.: “Ensemble Smoother with Multiple Data Assimilations,” Computers and & Geosciences Vol. 55, 3-15, 2013. (Special issue of Computers & Geosciences on Ensemble Kalman Filter for Data Assimila- tion.)

Forouzanfar, Fahim and Reynolds, Albert C.: “Well-Placement Optimization Using a Derivative-Free Method,” Journal of Petroleum Science and Engineering, Vol 109 (Sept. 2013) 96-116.

Zhao, Hui, Li, Gaoming, Reynolds, Albert C. and Yao, Jun: “Large Scale History Matching with Quadratic Interpolation Models,” Computational Geosciences, Vol. 17, No. 1, (2013), 117-138.

Emerick, Alexandre A. and Reynolds, Albert C.: “Investigation of the Sampling Perfor- mance of Ensemble-Based Methods with a Simple Reservoir Model,” Computational Geosciences, Vol. 17, No. 2 (2013) 325-350.

Chaohui Chen and Gaoming Li and Albert C. Reynolds, “Robust Constrained Opti- mization of Short and Long-Term NPV for Closed-Loop Reservoir Management,” Albert C. Reynolds 7

SPE Journal, Vol. 17, No. 3 (Sept. 2012), 849-864.

Emerick, A.A. and Reynolds, A.C.: ”History Matching Time-Lapse Seismic Data Using the Ensemble Kalman Filter With Multiple Data Assimilations,” Computational Geosciences, Vol. 16, No. 3 (2012) 639-659.

Forouzanfar, F., Reynolds, A.C. and Li, G: ”Optimization of the Well Locations and Completions for Vertical and Horizontal Wells using a Derivative-Free Optimization Algorithm,” Journal of Petroleum Science and Engineering, Vol. 86-87 (May 2012) 272-288.

Emerick, Alexandre A. and Reynolds, Albert C.: “Combining the Ensemble Kalman Filter with Markov Chain Monte Carlo for Improved History Matching and Uncer- tainty Characterization,” paper SPE-141336, SPE Journal Vol. 17, No. 2 (June 2012), 418-440.

Emerick A. A. and Reynolds, A. C.: “History Matching a Field Case Using the En- semble Kalman Filter with Covariance Localization,” SPE Reservoir Evaluation & Engineering, (August 2011), 443-452.

Li, Gaoming and Reynolds, A. C.: “Uncertainty Quantiﬁcation of Reservoir Perfor- mance Predictions Using a Stochastic Optimization Algorithm,” in Computational Geosciences, Vol. 15, No. 3 (June 2011) 451-462.

Han, Mei, Li, Gaoming and Reynolds, A. C.: “Application of EM Algorithms for Seismic Facies Classiﬁcation,” Computational Geosciences, Vol. 15, No. 3 (June 2011) 421- 429.

Emerick, A. and Reynolds, A. C.: “Combining Sensitivities and Prior Information for Covariance Localization in the Ensemble Kalman Filter for Petroleum Reservoir Applications,” Computational Geosciences, Vol. 15, No. 2 (March 2011) 251-269.

Tavakoli, R. and Reynolds, A. C.: “Monte Carlo Simulation of Permeability Fields and Reservoir Performance Predictions With SVD Parameterization in RML compared With EnKF,” Computational Geosciences, Vol. 15, No. 1 (January, 2011) 99-116.

Zhang, Kai, Li, Gaoming Li, Reynolds, A. C., Zhang, Liming and Yao, Jun: “Optimal Well Placement Using an Adjoint Gradient,” Journal of Petroleum Science and Engineering, vol. 73, issues 3-4 (Sept. 2010) 220-226.

Chen, Chaohui, Wang, Yudou, Li, Gaoming and Reynolds, A. C.: “Closed-Loop Reser- voir Management on the Brugge Test Case,” Computational Geosciences, Vol. 14, No. 4 (Sept. 2010) 691-703. Albert C. Reynolds 8

Tavakoli, R. and Reynolds, A. C.: “History Matching With Parameterization Based on the SVD of a Dimensionless Sensitivity Matrix,” SPE Journal (June 2010) 495-508. Li, Gaoming, Han, Mei, Banerjee, R. and Reynolds, A. C.: “Integration of Well Test Pressure Data Into Heterogenous Geological Reservoir Models,” SPE Reservoir Eval- uation & Engineering (June 2010), 496-508. Peters, E., Arts, R.J., Brouwer, G.K., Geel, C.R., Cullick, S., Lorentzen R.J., Chen, Y., Dunlop, K. N. B., Vossepoel, F., Xu, R., Sarma, P., Alhutali, A.H., and Reynolds, A. C.: “Results of The Brugge Benchmark Study For Flooding Optimization And History Matching,” SPE Reservoir Evaluation & Engineering (June 2010) 391-405. Wang, Y., Li, G. and Reynolds, A. C.: “Estimation of Depths of Fluid Contacts and Relative Permeability Curves by History Matching Using Iterative Ensemble Kalman Smoothers,” SPE Journal (June 2010) 509-525. Eydinov, D. Gao, G., Li, G. and Reynolds, A.C.: “Simultaneous Estimation of Rela- tive Permeability and Porosity/Permeability Fields by History Matching Production Data,” Canadian Journal of Petroleum Technology (Dec. 2009) 13-25. Boughrara, A. A. and Reynolds, A. C.: “Analysis of Injection/Falloff Data From Hori- zontal Wells,” SPE Journal (Dec. 2009) 721-736. Aanonsen, S. I., Nævdal, G., Oliver, D. S., Reynolds, A. C. and Vallès,B.: “Ensemble Kalman Filter in Reservoir Engineering - A Review,” SPE Journal (Sept. 2009) 393-412. Wang, C., Li, G. and Reynolds, A. C.: “Production Optimization in the Context of Closed-Loop Reservoir Management,” SPE Journal (Sept. 2009) 506-523. Li, G. and Reynolds, A. C.: “Iterative Ensemble Kalman Filters for Data Assimilation,” SPE Journal (Sept. 2009) 496-505. Zhao, Yong and Reynolds, A. C.: “Estimation and Removal of Tidal Effects From Pressure Data,” SPE Journal (March 2009) 144-152. Chen, Shi, Li, Gaoming, Peres, Alvaro and Reynolds, A. C.: “A Well Test for In-Situ Determination of Relative-Permeability Curves,” Reservoir Evaluation & Engineer- ing, (February 2008) 95-107 Zhao, Y., Li, G. and Reynolds, A. C.: “Characterization of the Measurement Error in Time-Lapse Seismic Data and Production Data With an EM Algorithm,” Oil & Gas Science and Technology - Revue de l’IFP, Vol. 62, No. 2 (2007) 181-193. Zafari, Mohammad and Reynolds, A. C.: “Assessing the Uncertainty in Reservoir De- scription and Performance Predictions with the Ensemble Kalman Filter,” SPE Albert C. Reynolds 9

Journal (September 2007) 382–391.

Gao, Guohua, Li, Gaoming and Reynolds, A. C.: ”A Stochastic Algorithm for Auto- matic History Matching,” SPE Journal (June 2007) 196-208.

Boughrara, A. A., Peres, A. M. M., Chen, S., Machado, A. A. V. and Reynolds, A. C.: ”Approximate Analytical Solutions for the Pressure Response at a Water Injection Well,” SPE Journal (March 2007), 19–34.

Gao, Guohua, Zafari, Mohammad and Reynolds, A. C.: “Quantifying Uncertainty for the PUNQ-S3 Problem in a Bayesian Setting With RML and EnKF,” SPE Journal (Dec. 2006), 506–515.

Peres, A. M. M., Boughrara, A. A., and Reynolds, A. C.: “Rate Superposition for Gen- erating Pressure Falloﬀ Solutions for Vertical and Horizontal Wells,” SPE Journal (Sept. 2006) 364–374.

Gao, Guohua and Reynolds, A. C.: ”An Improved Implementation of the LBFGS Al- gorithm for Automatic History Matching,” paper SPE-90058, SPE Journal (March 2006) 5–17.

Zhang, F., Skjervheim, J. A., Reynolds, A. C. and Oliver, D. S.: ”Automatic History Matching in a Bayesian Framework, Example Applications,” SPE Reservoir Evalu- ation and Engineering (June 2005) 214-223.

Reynolds, A. C., Li, R. and Oliver, D. S.: ”Estimation of Relative and Absolute Perme- ability by History Matching of Three-Phase Flow Production Data,” J. Canadian Pet. Tech. (March, 2004) 37-46.

Li, R., Reynolds, A. C. and Oliver, D. S.: ”History Matching of Three-Phase Production Flow Production Data,” SPE Journal (Dec. 2003) 328-340.

Peres, A. M. M. and Reynolds, A. C.: ”Theory and Analysis of Injectivity Tests on Horizontal Wells,” SPE Journal, (June 2003) 147-159.

Li, R., Reynolds, A. C. and Oliver, D. S.: ”Sensitivity Coeﬃcients for Three-Phase Flow History Matching,” J. Canadian Pet. Tech., Vol. 42, No. 1 (April 2003) 70-77.

Zhang, F., Reynolds, A. C. and Oliver, D. S.: ”The Impact of Upscaling Errors on Conditioning a Stochastic Channel to Pressure Data,” SPE Journal (March 2003) 13-21.

Zhang, F., Reynolds, A. C. and Oliver, D. S.: ”Conditioning a Stochastic Channel to Pressure Data: Generation of an Initial Guess for the Levenberg-Marquardt Algo- rithm,” Mathematical Geology, Vol. 35, No. 1 (Jan. 2003) 67-88. Albert C. Reynolds 10

Onur, M. and Reynolds, A. C.: ”Nonlinear Regression: the Information Content of Pressure and Pressure Derivative Data,” SPE Journal Vol. 7, No. 3 (September 2002) 243-249.

Zhang, F., Reynolds, A. C. and Oliver, D. S.: ”Evaluation of the Reduction in Uncer- tainty Obtained by Conditioning a Stochastic Channel to Multiwell Pressure Data,” Mathematical Geology, Vol. 34, No. 6 (August 2002) 715-742

Abacioglu, Y., D. S. Oliver, and A. C. Reynolds, Eﬃcient history-matching using sub- space vectors, Computational Geosciences, 5, 151–172, 2001. Oliver, D. S., A. C. Reynolds, Z. Bi, and Y. Abacioglu, Integration of production data into reservoir models, Petroleum Geoscience, 7(SUPP), S65–S73, 2001. He, N., D. S. Oliver, and A. C. Reynolds, Conditioning stochastic reservoir models to well-test data, SPE Reservoir Evaluation & Eng., 3(1), 74–79, 2000. Bi, Zhuoxin, D. S. Oliver, and A. C. Reynolds, Conditioning 3D stochastic channels to pressure data, Soc. Petrol. Eng. J., 5(4), 474–484, 2000. Reynolds, A.C., He, N. and Oliver D.S.: Reducing Uncertainty in Geostatistical De- scription With Well-Testing Pressure Data, in Recent Advances in Reservoir Char- acterization, AAPG Memoir 71, eds. R. Schatzinger and J. Jordan (1999) 149-162. Wu, Z., Reynolds, A. C. and Oliver, D. S.: Conditioning Geostatistical Model to Two- Phase Production Data, SPE Journal (June 1999) 142-155. Banerjee, R., Thompson, L. G. and Reynolds, A. C.: Injection/Falloﬀ Testing in Het- erogeneous Reservoirs, paper SPE 38721, SPE Reservoir Evaluation & Eng. (Dec. 1998) 519-527. Bonet-Cunha, L., Oliver, D.S., Redner, R.A. and Reynolds, A.C.: Hybrid Markov Chain Monte Carlo Method for Generating Permeability Fields Conditioned to Multiwell Pressure Data and Prior Information, SPE Journal (Sept. 1998) 261-271. Onur, M. and Reynolds, A.C.: Numerical Laplace Transformation of Sampled Data for Well-Test Analysis, SPE Reservoir Evaluation & Eng. (June 1998) 268-276. He, N., Reynolds, A. C. and Oliver D. S.: Three-Dimensional Reservoir Description From Multiwell Pressure Data and Prior Information, SPE Journal (Sept. 1997) 312-327. Thompson, L. G. and Reynolds, A. C.: Pressure Transient Analysis for Gas Condensate Reservoirs, In Situ , Vol. 21, No. 2 (1997) 101-144. Thompson, L. G. and Reynolds, A. C.: Well Testing for Radially Heterogeneous Reser- voirs Under Single and Multiphase Flow Conditions, SPE Formation Evaluation (March 1997) 57-64. Oliver, D. S., Cunha, L. B. and Reynolds, A. C.: Markov Chain Monte Carlo Methods Albert C. Reynolds 11

for Conditioning a Permeability Field to Pressure Data, Mathematical Geology , Vol. 29, No. 1 (1997) 61-91. Reynolds, A. C., He, N., Chu, L. and Oliver, D. S.: Reparameterization Techniques for Generating Reservoir Descriptions Conditioned to Variograms and Well-Test Pressure Data, Soc. Pet. Eng. J. (Dec. 1996) 413-426. Carvalo, R., Redner, R. A., Thompson, L. G. and Reynolds, A. C.: Simple Procedures for Imposing Constraints for Nonlinear Least Squares Optimization, Soc. Pet. Eng. J. (Dec. 1996) 395-402. Xiao, J., Fuentes-N., F. Alhanati, F. J., and Reynolds, A. C.: Modeling and Analyz- ing Pressure Buildup Data Affected by Phase Redistribution in the Wellbore, SPE Advanced Technology Series, Vol. 4 (May 1996) 28-37. Hatzignatiou, D. G. and Reynolds, A. C.: Determination of Effective or Relative Per- meability Curves from Well Tests, paper SPE 20537, Soc.Pet Eng. J. (March 1996) 69-82. Chu, L. Reynolds, A. C. and Oliver, D. S.: Computation of Sensitivity Coefficients for Conditioning the Permeability Field to Well-Test Pressure Data, In Situ, 19(2), 1995, 179-223. Hatzingnatiou, D. G., Peres, A. M. M., and Reynolds, A. C.: Effect of Wellbore Storage on the Analysis of Multiphase Flow Pressure Data, SPE Formation Evaluation (Sept. 1994) 219-227. Hatzingnatiou, D. G., Peres, A. M. M., and Reynolds, A. C.: Supplement to SPE 19841, Effect of Wellbore Storage on the Analysis of Multiphase Flow Pressure Data, paper SPE 29096 (Sept.1994) available from SPE Book Order Department, Richardson, TX. Feitosa, G. S., Chu, L., Thompson, L. G., and Reynolds, A. C.: Determination of Perme- ability Distributions From Well-Test Pressure Data, Journal Petroleum Technology (July 1994) 607-615. Ding, W. and Reynolds, A. C.: Computation of Pseudoskin Factor for a Restricted- Entry Well, SPE Formation Evaluation (March 1994) 9-14. Peres, A. M. M., Onur M., and Reynolds, A. C.: A New General Pressure Analysis Procedure for Slug Tests, SPE Formation Evaluation (Dec. 1993) 292-298. Onur, M., Peres, A. M. M., and Reynolds, A. C.: New Well Testing Pressure Functions With Applications, SPE Formation Evaluation (June 1993) 135-144. Onur, M., Peres, A. M. M., and Reynolds, A. C.: Supplement to SPE 19514, New Well Testing Pressure Functions with Applications, paper SPE 26214, available from SPE Book Order Dept. (June 1993) Richardson, TX. Albert C. Reynolds 12

Onur, M., Serra, K. V., and Reynolds, A. C.: Analysis of Pressure Buildup Data Obtained at a Well Located in a Multiwell System, SPE Formation Evaluation (March 1991) 101-110. Onur, M., Serra, K. V., and Reynolds, A. C.: Supplement to SPE 18123, Analysis of Pressure Buildup Data From a Well in a Multiwell System, paper SPE 22211, available from SPE Book Order Dept., March 1991. Peres, A. M. M., Macias-Chapa, L., Serra, K. V., and Reynolds, A. C.: Well-Conditioning Effects on Bubblepoint Pressure of Fluid Samples From Solution-Gas Drive Reser- voirs, SPE Formation Evaluation (December 1990) 389-398. Peres, A. M. M., Macias-Chapa, L. Serra, K. V., and Reynolds, A. C.: Supplement to SPE 18530, Well-Conditioning Effects on Bubblepoint Pressure of Fluid Samples from Solution-Gas Drive Reservoirs, paper SPE 21478, available from SPE Book Order Dept., December 1990. Peres, A. M. M., Serra, K. V., and Reynolds, A. C.: Towards a Unified Theory of Well Testing for Nonlinear Radial Flow Problems, SPE Formation Evaluation (June 1990) 151-160. Peres, A. M. M., Serra, K. V., and Reynolds, A. C.: Supplement to Towards a Unified Theory of Well Testing for Nonlinear-Radial-Flow Problems with Application to In- terference Tests, paper SPE 20402, available from the SPE Book Order Department (June 1990). Ding, W., Onur, M., and Reynolds, A. C.: Analysis of Gas Well Late-Time Pressure and Rate Data, Journal of Petroleum Science and Engineering, 4 (1990) 293-307. Serra, K. V., Peres, A. M. M., and Reynolds, A. C.: Well Test Analysis for Solution-Gas Drive Reservoirs - Part I: Determination of Relative and Absolute Permeabilities, SPE Formation Evaluation (June 1990) 124-132. Serra, K. V., Peres, A. M. M., and Reynolds, A. C.: Well Test Analysis for Solution- Gas Drive Reservoirs - Part II: Buildup Analysis, SPE Formation Evaluation (June 1990) 133-140. Serra, K. V., Peres, A. M. M., and Reynolds, A. C.: Supplement to Well Test Analysis for Solution-Gas-Drive Reservoirs: Part II - Buildup Analysis, paper SPE 20376, available from the SPE Book Order Department (June 1990). Serra, K. V., Peres, A. M. M., and Reynolds, A. C.: Well Test Analysis for Solution-Gas Drive Reservoirs - Part III: A Unified Treatment of the Pressure Squared Method, SPE Formation Evaluation (June 1990) 141-150. Serra, K. V., Peres, A. M. M., and Reynolds, A. C.: Supplement to Well Test Analysis for Solution-Gas-Drive Reservoirs: Part III - A Unified Treatment of the Pressure Albert C. Reynolds 13

Squared Method. paper SPE 20309, available from the SPE Book Order Department (June 1990). Onur, M. and Reynolds, A. C.: Interference Testing of a Two-Layer Commingled Reser- voirs, SPE Formation Evaluation (December 1989) 595-603. Onur, M. and Reynolds, A. C.: SPE 20016 Supplement to SPE 15132, Interference Testing of a Two-Layer Commingled Reservoir, (December 1989) available from SPE Book Order Department. Onur, M., Yeh, N., and Reynolds, A. C.: New Applications of the Pressure Derivative in Well Test Analysis, SPE Formation Evaluation (September 1989) 429-437. Peres, A. M. M., Onur, M., and Reynolds, A. C.: A New Analysis Procedure for Determining Aquifer Properties From Slug Test Data, Water Resources Research (July 1989) 1591-1602. Yeh, N. and Reynolds, A. C.: Computation of the Pseudoskin Factor Caused by a Restricted-Entry Well Completed in a Multilayer Reservoir, SPE Formation Evalu- ation, (June 1989) 253-263. Yeh, N. and Reynolds, A. C.: Supplement to SPE 15793, Computation of the Pseudoskin Factor Caused by a Restricted-Entry Well Completed in a Multilayer Reservoir, paper SPE 19515, available from SPE Book Order Department (June 1989). Yeh, N. and Reynolds, A. C.: Analysis of Pressure Data from a Restricted-Entry Well in a Multilayered Reservoir, SPE Formation Evaluation, (March 1989) 81-89. Onur, M. and Reynolds, A. C.: A New Approach for Constructing Derivative Type Curves for Well Test Analysis, SPE Formation Evaluation (March 1989) 81-89. Reynolds, A. C., Bratvold, R., and Ding, W.: Semilog Analysis of Gas Well Drawdown and Buildup Data, SPE Formation Evaluation (December 1987) 657-670. Camacho-V, R., Raghavan, R., and Reynolds, A. C.: Response of Well Producing Layers Reservoirs: Unequal Fracture Length, SPE Formation Evaluation, (March 1987) 9-28. Thompson, L. G. and Reynolds, A. C.: Analysis of Variable-Rate Well Test Pressure Data Using Duhamel’s Principle, SPE Formation Evaluation (October 1986) 453- 469. Thompson, L. G., Jones, J., and Reynolds, A. C.: Analysis of Pressure Buildup Data Inﬂuenced by Wellbore Phase Redistribution Eﬀects, SPE Formation Evaluation (October 1986) 435-452. Chu, W. C., Reynolds, A. C., and Raghavan, R.: Pressure Transient Analysis of Two- Phase Flow Problems, SPE Formation Evaluation (April 1986) 151-164. Bennett, C. O., Raghavan, R., and Reynolds, A. C.: Analysis of Finite-Conductivity Albert C. Reynolds 14

Fractures Intercepting Multilayer Reservoirs, SPE Formation Evaluation (June 1986) 259-274. Bennett, C. O., Reynolds, A. C., Raghavan, R., and Elbel, J.: Performance of Finite Conductivity Vertically Fractured Wells in Single-Layer Reservoirs, SPE Formation Evaluation (August 1986) 399-412. Bennett, C. O., Camacho-V, R., Reynolds, A. C., and Raghavan, R.: Approximate Solutions for Fractured Wells Producing Layered Reservoirs, Society of Petroleum Engineers Journal (October 1985) 729-742. Chen, C. C., Serra, K. V., Reynolds, A. C., and Raghavan, R.: Pressure Transient Analysis Methods for Bounded Naturally Fractured Reservoirs, Society of Petroleum Engineers Journal (June 1985) 451-464. Prijambodo, R., Raghavan, R., and Reynolds, A. C.: Well Test Analysis for Wells Pro- ducing Layered Reservoirs with Crossflow, Society of Petroleum Engineers Journal (June 1985) 451-464. Reynolds, A. C., Chang W. L., Yeh, N., and Raghavan, R.: The Wellbore Pressure Response in Naturally Fractured Reservoirs, Journal of Petroleum Technology (May 1985) 908-920. Chen, C. C., Yeh, N., Raghavan, R., and Reynolds, A. C.: Pressure Response at Ob- servation Wells in Fractured Reservoirs, Society of Petroleum Engineers Journal (December 1984) 628-638. Reynolds, A. C., Chen, J. C., and Raghavan, R.: Pseudoskin Factor Due to Partial Penetration, Journal of Petroleum Technology (December 1984) 2197-2210. Chu, W. C., Reynolds, A. C., and Raghavan, R.: On the Analysis of Well Test Data Influenced by Wellbore Storage, Skin and Bottom Water Drive, Journal of Petroleum Technology (November 1984) 1991-2001. Serra, K. V., Reynolds, A. C., and Raghavan, R.: New Pressure Transient Analysis Methods for Naturally Fractured Reservoirs, Journal of Petroleum Technology (De- cember 1983) 2271-2283. Bennett, C. O., Rosato, N. D., Reynolds, A. C., and Raghavan, R.: Influence of Fracture Heterogeneity and Wing Length on the Response of Vertically Fractured Wells, Society of Petroleum Engineers Journal (April 1983) 219-230. Rosato, D. N., Bennett, C. O., Reynolds, A. C., and Raghavan, R.: Analysis of Short- Time Buildup Data for Finite-Conductivity Fractures, Journal of Petroleum Tech- nology (October 1982) 2413-2422. Raghavan, R., Reynolds, A. C., and Meng, H.: Analysis of Pressure Buildup Data Following a Short Flow Period, Journal of Petroleum Technology (April 1982) 904- Albert C. Reynolds 15

916. Bennett, C. O., Reynolds, A. C.,and Raghavan, R.: Analysis of Pressure Data From Ver- tically Fractured Injection Wells, Society of Petroleum Engineers Journal (February 1981) 5-19. Reynolds, A. C.: Boundary Conditions for the Numerical Solution of Wave Propagation Problems, Geophysics, 23 (1978) 1099-1110. Thomas, G. W., Keys, R. G., and Reynolds, A. C.: The Computation of Leaky Aquifer Functions, Journal of Hydrology, 36 (1978) 173-178. Reynolds, A. C.: On a Crank-Nicolson Scheme for Nonlinear Parabolic Equations, Rocky Mountain Journal of Mathematics, The Rocky Mountain Consortium, 5 (1975) 611- 622. Reynolds, A. C.: Asymptotic Behavior of Solutions of Nonlinear Parabolic Equations, Journal of Diﬀerential Equations , 12 (1972) 256-261. Reynolds, A. C.: Convergent Finite Diﬀerence Schemes for Nonlinear Parabolic Equa- tions, SIAM Journal of Numerical Analysis, 9 (1972) 522-532. Albert C. Reynolds 16

Proceedings Publications NOT published as Journal Articles

J. He, A. C. Reynolds, S. Tanaka, X. Wen and J. Kamath, “Calibrating Global Uncer- tainty to Local Data: Is the Learning Being Over-Generalized,” paper SPE 191480, presented at the 2018 SPE-ATCE, Dallas, TX.

Ranran Lu, Fahim Forouzanfar and Albert C. Reynolds: “Generation of a Proposal Distribution for Eﬃcient MCMC Characterization of. Uncertainty in Reservoir De- scription and Forecasting,” paper SPE 182705, SPE Reservoir Simulation Confer- ence, Montgomery, TX, USA, 20-22 February, 2017.

Xin Li and Albert C. Reynolds: “Generation of a Proposal Distribution for Eﬃcient MCMC Characterization of Uncertainty in Reservoir Description and Forecasting,” paper SPE 182684, SPE Reservoir Simulation Conference, Montgomery, TX, USA, 20-22 February, 2017.

Duc H. Le, Rami Younis and Albert C. Reynolds: “A History Matching Procedure for Non-Gaussian Facies Based on ES-MDA,” paper SPE 173233, Proceedings of the SPE Reservoir Simulation Symposium, Houston, Texas, USA, 23-25 February 2015. Fahim Forouzanfar, Adolfo P. Pires and Albert C. Reynolds: “Formulation of a Tran- sient Multi-Phase Thermal Compositional Wellbore Model and its Coupling with a Thermal Compositional Reservoir Simulator,” paper SPE 174749, Proceedings of the SPE ATCE, Houston, Texas, USA, 28-30 Sept. 2015.

Fahim Forouzanfar, Adolfo P. Pires and Albert C. Reynolds: “Correlation of Pure Water Saturation Properties by Equations of State Using the Association Concept,” paper SPE 169082, Proceedings of the SPE Improved Oil Recovery Symposium, Tulsa, OK, USA, 12-16 April 2014.

Alexandre A. Emerick and Albert C. Reynolds: “History-Matching Production and Seismic Data in a Real Field Case Using the Ensemble Smoother With Multiple Data Assimilation,” paper SPE-163645, Proceedings of the 2013 Reservoir Simulation Symposium, Woodlands, TX, Feb. 2013.

Do, Sy, Forouzanfar, Fahim, and Reynolds, Albert C.: “Estimation of Optimal Well Controls Using the Augmented Lagrangian Function with Approximate Derivatives,” Proceedings of the International Federation of Automatic Control Workshop on Au- tomatic Control in Oﬀshore Oil and Gas Production (ACOOG 2012), Trondheim, Norway, May 31-June 01, 2012

Emilio J. R. Coutinho, Alexandre A. Emerick, Gaoming Li, and A. C. Reynolds, “Con- ditioning Multi-layered Geologic Models to Well Test and Production Logging Data Albert C. Reynolds 17

Using the Ensemble Kalman Filter”, paper SPE 134542, Proceedings of 2010 SPE Annual Technical Conference and Exhibition to be held in Florence, Tuscany, Italy, 20-22 September 2010. Gaurav Seth, Albert C. Reynolds and Jagan Mahadevan, “Numerical Model for Inter- pretation of Distributed Temperature Sensor Data during Hydraulic Fracturing”, paper SPE 135603, Proceedings of 2010 SPE Annual Technical Conference and Ex- hibition to be held in Florence, Tuscany, Italy, 20-22 September 2010. Fahim Forouzanfar, Gaoming Li and A. C. Reynolds, “A Two-Stage Well Placement Optimization Method based on the Adjoint Gradient”, paper SPE 135304, Proceed- ings of 2010 SPE Annual Technical Conference and Exhibition, Florence, Tuscany, Italy, 20-22 September 2010. Emerick, Alexandre A. and Reynolds, Albert C.: “EnKF-MCMC,” paper SPE 131375, Proceedings of the SPE EUROPEC/EAGE Annual Conference and Exhibition, Barcelona, Spain, 14-17 June 2010. Zhao, Y., Reynolds, A. C. and Li, G.: “Generating Facies Maps by Assimilating Pro- duction Data and Seismic Data With the Ensemble Kalman Filter,” Proceedings of 2008 SPE Improved Oil Recovery Symposium (April 2008). Thulin, K., Li, G., Aanonsen, S. I. and Reynolds, A. C.: “Estimation of Initial Fluid Contacts by Assimilation of Production Data With EnKF, SPE-109975, Proceedings of the 2007 SPE Annual Technical Conference and Exhibition. Wang, C., Li, G. and Reynolds, A. C.: “Optimal Well Placement for Production Op- timization,” SPE-111154, Proceeding of the 2007 SPE Eastern Regional Meeting, Oct. 2007. Reynolds, A. C., Zafari, M. and Li, G..: Iterative Forms of the Ensemble Kalman Filter, Proceedings 10th European Conference on the Mathematics of Oil Recovery, Amsterdam, Sept. 2006. Zhao, Y., Li, G. and Reynolds A. C.: Characterizing Data Measurement Errors with the EM Algorithm, Proceedings 10th European Conference on the Mathematics of Oil Recovery, Amsterdam, Sept. 2006. Reynolds, A. C., Zafari, Mohammad, and Li, Gaoming: “The Ensemble Kalman Filter and SPSA,” SIAM Geoscience Conference (June 2005) Avignon (presentation, only abstract published). Gao, Guohua, Zafari, Mohammad and Reynolds, A. C.: ”The Tengiz Field History Matching Problem Revisited,” paper SPE-90896, Proceedings of the 2004 SPE An- nual Technical Conference and Exhibition, Sept. 2004, Houston. Albert C. Reynolds 18

Zhang, F., Skjervheim, J. A. and Reynolds, A. C.: ”An Automatic History Matching Example,” Proceedings of the EAGE 65th Conf. and Exhib., Stavanger Norway, June 2003.

Zhang, F. and A. C. Reynolds, Optimization algorithms for automatic history matching of production data, Proceedings 8th European Conference on the Mathematics of Oil Recovery, Sept. 2002. Abacioglu, Y., Reynolds, A. C. and Oliver, D. S.: Estimating Heterogeneous Anisotropic Permeability Fields From Multiwell Interference Tests: A Field Example, paper SPE 38654, Proceedings of the 1997 SPE Annual Technical Conference and Exhibition, San Antonio, Oct. 5-8. Oliver, D. S., He, N. and Reynolds, A. C.: Conditioning Permeability Fields to Pres- sure Data, Proceedings of the 5th European Conference on the Mathematics of Oil Recovery, Leoben, Sept. 3-6, 1996. Chu, L., Reynolds, A. C. and Oliver, D. S.: Reservoir Description From Static and Well-Test Data Using Efficient Gradient Methods, paper SPE 29999, Proceedings of 1995 SPE International Meeting in Beijing. He, N. and Reynolds, A. C.: Estimation of Porosity in Thin-Layered Reservoirs by Seismic Inversion, (Extended Abstract) Proceedings of 1995 SEG Annual Meeting, Oct. 8-13, 1022-1024. Chu, L., Reynolds, A. C. and Oliver, D. S.: Computation of Sensitivity Coefficients With Application to the Integration of Static and Well-Test Data, Proceedings of the Eclipse International Forum, Milano, Sept. 6-9, 1994. Feitosa, G. S., Chu, L., Thompson, L. G., and Reynolds, A. C.: Determination of Reservoir Permeability Distribution From Pressure Buildup Data, paper SPE 26047, Proceedings of the 1993 SPE Annual Technical Conference and Exhibition, Houston, Texas, October 3-6, 1993. Chu, L. and Reynolds, A. C.: Analysis of Pressure Data From Heterogeneous Reser- voirs: Wellbore Storage and Skin Effects, paper SPE 26047, Proceedings of the 1994 Western Regional Meeting, Long Beach, CA March 23-25. Roadifer, R. D. and Reynolds, A. C.: Estimation of the Pseudoskin Factor Caused by a Restricted-Entry Well Under Multiphase Flow Conditions, paper SPE 26052, Proceedings of the 1993 Western Regional Meeting, Anchorage, Alaska, May 26-28, 1993. Xiao, J. J. and Reynolds, A. C.: A Pseudopressure-Pseudotime Transformation for the Analysis of Gas Well Closed Chamber Tests, paper SPE 25879, Proceedings of the 1993 SPE Rocky Mountain Regional/Low Permeability Meeting, Denver, CO, April Albert C. Reynolds 19

12-14, 1993. Onur, M., Satman, A., and Reynolds, A. C.: New Type Curves for Analyzing the Transition Time Data From Naturally Fractured Reservoirs, paper SPE 25873, Pro- ceedings of the 1993 SPE Rocky Mountain Regional/Low Permeability Meeting, Denver, CO, April 12-14, 1993. Thompson, L. G., Niu, J. G., and Reynolds, A. C.: Well Testing for Gas Condensate Reservoirs, paper SPE 25371, Proceedings of the 1993 SPE Asia Pacific Oil & Gas Conference and Exhibition, Singapore, Feb. 8-10, 1993. Carvalho, R. S., Redner, R. A., Thompson, L. G., and Reynolds, A. C.: Robust Pro- cedures for Parameter Estimation by Automated Type-Curve Matching, paper SPE 24732, Proceedings of 1992 SPE Annual Technical Conference and Exhibition, Wash- ington, D.C., October 4-7, 1992. Hatzignatiou, D. G. and Reynolds, A. C.: Estimation of Effective Permeabilities for Heterogeneous Reservoirs, paper SPE 24061, Proceedings of the 1992 SPE Western Regional Meeting, Bakersfield, March 30-April 1, 1993. Xiao, J. and Reynolds, A. C.: New Methods for the Analysis of Closed Chamber Tests, paper SPE 24059 Proceedings of the 1992 SPE Western Regional Meeting, Bakers- field, March 30-April 1, 1993. Guehria, F. M., Thompson, L. G., and Reynolds, A. C.: A Robust Algorithm for Determining Hydrocarbon PVT Properties Using a Generalized EOS, Proceedings of the Petroleum Society of CIM/SPE International Technical Meeting, June 10-13, 1990, Calgary. Peres, A. M. M., Onur, M., and Reynolds, A. C.: New Methods for the Analysis of Drillstem Test Data, paper SPE 19843, Proceedings of the 1989 SPE Annual Fall Meeting, San Antonio, Oct. 8-11, 1991. Ding, W., Onur, M., and Reynolds, A. C.: Analysis of Well-Testing Data from a Restricted-Entry Well, paper SPE 18877, Proceedings of the 1989 SPE Production Operations Symposium, Oklahoma City, OK. Iskander, R., McKinley, J., and Reynolds, A. C.: Minimizing Feedback Gains in Multi- Input, Multi-Output Systems, Proceedings of the 18th Midwest Symposium on Cir- cuits and Systems, (1979) 640-644. Verma, V., Reynolds, A. C., and Thomas, G. W.: A Theoretical Investigation of For- ward Combustion in a One-Dimensional System, paper SPE 7526, 1978 SPE ATCE. Bangia, V., Bennett, C. O., Reynolds, A. C., Raghavan, R., and Thomas, G. W.: Alternating Direction Collocation Methods for Simulating Reservoir Performance, paper SPE 7414, 1978 SPE Annual Fall Meeting. Albert C. Reynolds 20

Keys, R. G. and Reynolds, A. C.: On the Solution of Linear Parabolic Problems by Boundary Value Techniques, Proceedings of the AICA International Symposium on Computer Methods for Partial Diﬀerential Equations , (1975) 86-89. Albert C. Reynolds 21

RESEARCH FUNDING, PI, 2000-present

“University of Tulsa Petroleum Reservoir Exploitation Projects,” funded by oil industry ﬁrms, 2002–2018 funding: $3,557,100.

“Development of a Coupled Reservoir/Wellbore Compositional Simulator for Injection and Production Testing of Reservoirs Containing Complex Multicomponent Fluids,” funded by Petrobras, 2012-2016, $1,804,027. .

“Optimal Well Placement,” funded by Schlumberger Oilﬁeld Services, 2011, $40,000.

“Data Assimilation with the Ensemble Kalman Filter,” funded by Chevron Energy Technology Company, $190,000, 2007-2009.

“SWPM History Matching,” funded by Schlumberger Oilﬁeld Services, 2007-2008, $70,000.

“Data Integration for the Generation of High Resolution Reservoir Models,” funded by U.S. Dept. of Energy, 2004–2008, $752,000.

Mapping of Reservoir Properties and Facies by Automatic History Matching; funded by U.S. DOE, $577,000, 2000–2003.

RESEARCH FUNDING, Co-PI, 2000-present

“Interpreting Wellbore Temperature Proﬁles for Injection Proﬁling and Fracture Diag- nostics,” funded by Shell Exploration and Production Company, 2009-2011, $318,710 (PI: Jagan Mahadevan).

“Development of a Wellbore Thermal Compositional Model Coupled with a Thermal Compositional Simulator for the Analysis of Well Test Data by History Matching,” 2018-2019, $297,885 (PI: Rami Younis).

SPE PROFESSIONAL SERVICE ACTIVITIES

Member of SPE Carll, Lucas & Uren Awards Subcommittee, 1918 to present.

Co-chaired History Matching session at the Fifteenth European Conference on the Math- ematics of Oil Recovery (ECMOR XV) Amsterdam, August 29-Sept. 1, 2016.

Cochair of session “Modeling Unconventional Resources” at 2015 Reservoir Simulation Symposium.

Cochair of session “History Matching I” at ECMOR XIV, Catania, Sicily, Sept. 2014.

Associate Editor of SPE Journal, 2012-2015.

Co-chair of Session “Optimization and Reservoir Management,” 2011 SPE Reservoir Simulation Symposium. Albert C. Reynolds 22

Co-chair of Session “History Matching and Optimization II,” 2013 SPE Reservoir Sim- ulation Symposium.

Member of Program Committee for 2009, 2011, 2013 and 2015 SPE Reservoir Simulation Symposium.

Member of SPE Formation Evaluation Award Committee, 1996-99, 2007-10, 2013-2015, Chairman: 1999 and 2015.

Associate Editor for the SPE Journal, 2012-2015.

Technical Editor for SPE Reservoir Evaluation and Engineering, 2007-2010.

SPE Technical Editor: May 1983-June 1985, June 1989-October 1992.

SPE Technical Editor, 2004-2013.

Co-Chairperson, SPE Applied Technology Workshop, Closed Loop Reservoir Manage- ment, Brugge, 2008.

Member of Steering Committee for SPE ATW, “ History Matching: New Developments and Best Practices,” Co-Chaired Session: “Assisted History Matching/Inverse Mod- eling,” Houston, Oct. 2006.

Technical Session Co-Chairman: New Techniques in Data Measurement and Analysis, 2006 SPE ATCE, Sept. 2006.

SPE Reservoir Monitoring Committee, member 2004-2007.

Technical Session Co-Chairman: Innovations in Reservoir Monitoring and Mapping of Flow, 2005 SPE ATCE.

Program Committee Chair for 2006 SPE Improved Oil Recovery Symposium.

Member SPE Formation Evaluation Award Committee, Oct. 1996-1999, (Chairman, 1999).

SPE Technical Editor: May 1983-June 1985, June 1989-October 1992.

SPE Technical Editor, 2004-2013.

Member of SPE Program Committee, for Annual Technical Conference and Exhibition 1993-94.

Member of SPE Pressure Transient Testing Technical Committee, October 1991- Octo- ber 1994, Chairman 1993-94.

Member of SPE Well Testing Monograph Group for review of Bourdet/Gringarten Monograph on Well Testing, 1993 - 1995. Albert C. Reynolds 23

Technical Session Co-Chairman, Integration of Geoscience and Well Testing, 1994 SPE Annual Technical Conference and Exhibition.

Technical Session Co-Chairman, Well Testing Application and Models, 1993 SPE An- nual Technical Conference and Exhibition.

Judge for B.S. Division of 1993 SPE International Student Paper Contest, Houston, Texas, October 3-6.

Judge for Ph.D. Division of 1993 SPE Western Regional Student Paper Contest, An- chorage, AK, May 26-28.

Moderator for Ph.D. Division of 1993 SPE Rocky Mountain/Mid-Continent Regional Student Paper Contest, Tulsa, OK.

Advances in Well Testing, two day course taught by invitation of the Brazilian Section of SPE, Rio de Janeiro, Sept. 1989.

Technical Session Co-Chairman, Testing of Fractured Wells and Reservoirs, 1992 SPE Annual Technical Conference and Exhibition.

Member of SPE Well Testing Committee for the Selection of Papers to be presented at the SPE Annual Fall Meeting, 1981, 1982.

Discussion Leader, SPE Continuing Education Course, Pressure Drawdown and Buildup Analysis, May 1984.

Technical Session Co-Chairman: Analysis of Fractured Systems, 1981 SPE Annual Fall Meeting.

OTHER PROFESSIONAL SERVICE AND INVITED TALKS

Occasional reviewer for Mathematical Geosciences, Computational Geosciences, Journal of Petroleum Science and Engineering, SPE Journal, SPE Reservoir Evaluation and Engineering, IEEE Transactions on Automatic Control, Geophysical Prospecting, Journal of Hydrology, Journal of the Brazilian Society of Mechanical Sciences and Engineering, Advances in Water Resources, Geoscience Data Journal, Computers & Chemical Engineering, Journal of Computational Physics, Journal of Geophysics and Engineering, International Journal of Applied and Computational Mathematics, PLOS ONE, Royal Society Proceedings A and Industrial & Engineering Chemistry, Oil & Gas Science and Technology-Revue d’IFP Energies nouvelle.

Invited Keynote Talk: “Optimization for Field Development and Management,” EAGE/TNO Workshop on OLYMPUS Field Development Optimization, 7 Sept. 2018, Barcelona, Spain. Albert C. Reynolds 24

Invited Talk: “An Eﬃcient Robust Ensemble Smoother with Multiple Data Assimila- tions,” mini-symposium talk at the SIAM Conference on Mathematical and Com- putational Issues in the Geosciences, 11-14 September 2017, Erlangan, Germany.

Chaired three sessions at Workshop III, Data Assimilation, Uncertainty Reduction and Optimization for Subsurface Flow of UCLA’s IPAM program on Computational Is- sues in Oil Field Applications, Los Angeles, May 2017.

Invited Talk: “Combining Data Assimilation with Markov Chain Monte Carlo for Un- certainty Quantiﬁcation,” presented at at Workshop III, Data Assimilation, Un- certainty Reduction and Optimization for Subsurface Flow within UCLA’s IPAM program on Computational Issues in Oil Field Applications, Los Angeles, May 2017.

Invited Talk: “Assisted History Matching,” overview/tutorial talk presented at the UCLA’s IPAM program on Computational Issues in Oil Field Applications, Los Angeles, March 2017.

Invited Talk: “History Matching, Prediction and Reservoir Characterization with a Data Driven Model,” TNO Reservoir Management Optimization Workshop, Utrecht, The Netherlands, 2 Sept. 2016.

Member of Organizing Committee for 2017 UCLA IPAM Program Computational Is- sues in Oil Field Applications Workshop 3: Data assimilation, uncertainty reduction, and optimization for subsurface ﬂow.

Member of SPE Peer-Reviewed Journals Workgroup, 2015.

Associate Editor of In Situ, 1992-2000.

Associate Editor of SPE Journal, 2012-2016.

Associate Editor Computational Geosciences 2013-present.

AIME Rossiter Raymond Memorial Award Committee, Member 1991, Chairman 1992. (The award recognizes the best paper published in a journal of one of the four AIME professional societies and written by a member under 33 years of age.)

Chaired session on Inverse Methods and Discretization, European Conference on the Mathematics of Oil Recovery, Freiberg, Germany, Sept. 2002.

Invited Talk: “Ensemble-Based Methods for Assisted History Matching and Life Cyle Production Optimization,” University of Wyoming Graduate Seminar (Oct. 30, 2015).

Invited Talk: “Gradient-Based Multi-Objective Optimization,” Conference on Integral Methods in Science and Engineering, University of Tulsa, August 2015. Albert C. Reynolds 25

Invited Talk: “Calibration and Prediction with a Physics-Based Data-Driven Model,” SIAM Geosciences Conference, Stanford University, June 2015.

Invited Talk: “Gradient-Based Multi-Objective Optimization] Multi-Objective Opti- mization with Nonlinear Constraints with Application to Optimal Well Control Un- der Geological Uncertainty,” SIAM Geosciences Conference, Stanford University, June 2015.

Invited Talk: “Data Assimilation with Ensemble-Based Methods,” Technical University of Delft SPE Student Chapter, 17 February 2015.

Invited Talk: “Multiobjective Optimization with Application to Optimal Well Control,” CIPR/University of Bergen, 12 February 2015.

Invited Talk: “My Decade-Long Journey Through the Field of Ensemble-Based Data Assimilation,” Ninth Workshop on the Ensemble Kalman Filter, Bergen, June 2014.

Invited Talk: “Adaptive Ensemble Smoother with Multiple Data Assimilation for As- sisted History Matching and Uncertainty Quantiﬁcation,” EAGE Integrated Reser- voir Modeling Conference, Dubai, Nov. 2014.

Invited Talk: “Assisted History Matching, Uncertainty Quantiﬁcation Water Flooding Optimization and Multiobjective Optimization,” Schlumberger Technology Center (Sept. 2013) Abingdon, United Kingdom.

Invited Talk: “ES-MDA for Assisted History Matching and Uncertainty Quantiﬁcation,” Schlumberger Technology Center (Sept. 2013) Abingdon, United Kingdom.

Invited Talk: “Assisted History Matching, Uncertainty Quantiﬁcation Water Flood- ing Optimization and Multiobjective Optimization,” Statoil, (Sept. 2013), Bergen, Norway.

Invited Talk: “ES-MDA for Assisted History Matching and Uncertainty Quantiﬁcation,” Fifteenth Annual Conference of the International Association for Mathematical Geo- sciences (Sept. 2013) Madrid, Spain.

Invited Talk: “Assisted History Matching, Uncertainty Quantiﬁcation and Water Flood- ing Optimization with Field Applications,” Eni (Sept. 2013) Milan, Italy.

Invited Talk: “Multiscale Optimization with Application to Optimal Well Control,” Oil and Gas Production Optimization Conference organized by Petrobras, Rio De Janeiro, Brazil, May 2013.

Invited Talk: “Assisted History Matching,” Chevron Lunch and Learn, Houston Texas, November 2012. Albert C. Reynolds 26

Invited Talk: “Ensemble Based Assisted History Matching, ES-MDA vs. EnKF,” Shell Lunch and Learn, Houston Texas, March 2013.

Invited Talk: “Assisted History Matching in a Bayesian Framework,” Corporate Strate- gic Reseach of ExxonMobil, Annandale, NJ, April 2013.

Invited Talk: “ES-MDA as a Replacement for EnKF for Data Assimilation and Uncer- tainty Quantiﬁcation,” presented at SPE/SIAM Conference on Mathematical Meth- ods in Fluid Dynamics and Simulation of Giant Oil and Gas Reservoirs Conference, Istanbul, Turkey, Sept. 3-5, 2012.

Invited Talk: “Estimation of Optimal Well Controls Using the Augmented Lagrangian Function with Approximate Derivatives,” International Federation of Automatic Control Workshop on Automatic Control in Oﬀshore Oil and Gas Production (ACOOG 2012), Trondheim, Norway, May 31-June 01, 2012

Invited Talk: “Issues Related to Building a Robust Compositional Reservoir Simulator with Automatic History Matching Capability ,” Petrobras, Rio de Janeiro, Brazil, March 2012.

Invited Talk: “Application of the Ensemble Kalman Filter to History Matching,” Uni- versidade Estadual do Norte Fluminense, Macae, Brazil, January 2011.

Invited Talk: “Application of the Ensemble Kalman Filter to History Matching,” Grad- uate Seminar, Texas A&M University, November 2010.

Invited Talk: “SPSA and Other Non-Adjoint-Based Optimization Algorithms for Au- tomatic History Matching,” EngOpt 2010, Second International Conference on En- gineering Optimization 2010, Lisbon, Portugal, Sept. 2010.

Invited Talk: “Conditioning Numerical Models for Large Scale Evolutionary Systems to Dynamic Data for Prediction and Uncertainty Quantiﬁcation With Applications to Petroleum Reservoir Characterization,” The eleventh international conference on Integral Methods in Science and Engineering, Brighton England, July 2010.

Invited Talk: “Localization Mitigates Sampling Error but Is the Data Match Good Enough for Bayes,” Fifth International EnKF Workshop, Bergen, Norway, May, 2010.

Invited Talk: “Comments on Covariance Localization with Application to the Brugge Closed-Loop Test Case,” CENPES (Research Center of Petrobras), Rio de Janeiro, Brazil, April 2010.

Invited Talk: “Failings and Fixes of EnKF for Nonlinear Dynamics,” Fourth Interna- tional EnKF Workshop, Bergen, Norway, June 2009. Albert C. Reynolds 27

Invited Talk: “The Ensemble Kalman Filter for History Matching,” Istanbul Technical University, Istanbul, Turkey, May 2009.

Invited Talk: “An Ideal Parameterization for Bayesian Data Integration,” Shell Inter- national, The Hague, The Netherlands, January 2009.

Invited Talk: “An Ideal Parameterization for Bayesian Data Integration,” Technical University of Delft, Delft, The Netherlands, January 2009.

Invited Talk: “Ensemble Kalman Filter for Data Assimilation with Application to His- tory Matching,” Institute for Computational Engineering and Sciences, U. of Texas at Austin, December 2008.

Invited Talk: “Integrating Production and Seismic Data into Gaussian and Pluri- Gaussian Models with EnKF(S),” 2008 Workshop on the Ensemble Kalman Filter, Voss, Norway.

Invited Talk: TUPREP Research on History Matching and Closed-Loop Reservoir Man- agement, Occidental Petroleum, May 2008.

Invited Talk: The Ensemble Kalman Filter for Data Assimilation and Closed-Loop Reservoir Management, ConocoPhillips, June 2007.

Invited Talk: “EnKF for Data Assimilation and Closed-Loop Reservoir Management,” Louisiana State University, Oct. 2007.

Invited Talk: EnKF for Nonlinear Non-Gaussian Problems, Workshop on the Ensemble Kalman Filter sponsored by CIPR and IRIS, Bergen, Norway, June, 2007.

Invited Talk: The Ensemble Kalman Filter for Data Assimilation and Closed-Loop Reservoir Management, ConocoPhillips, June 2007.

Invited Talk: “Combining the Ensemble Kalman Filter with the Gauss-Newton Method,” Workshop on the Ensemble Kalman Filter sponsored by CIPR and IRIS, Voss, Nor- way, June, 2006

Invited Talk: “The Ensemble Kalman Filter for the Continuous Updating of Reser- voir Models: Theoretical Remarks and Computational Experiments,” Chevron, San Ramon, March 2006.

Invited Presentation: “Automatic History Matching, SPE Bartlesville Section, May 2003.

Invited Talk: TUPREP Research on Pressure Transient Analysis and Automatic History Matching, University of Bergen, June 2003.

Invited Talk: Injection/Falloﬀ Testing, Stavanger University, June 2003. Albert C. Reynolds 28

Invited Talk: Automatic History Matching of Production Data, Conference on Inte- grated Reservoir Characterisation and Modeling, sponsored by IQPC, 23-24 July 2002, London (talk presented by co-author, Fengjun Zhang). Invited Tutorial Lecture: Automatic History Matching, University of Southern Califor- nia, April 2002. Invited Seminar: Well Testing under Multiphase Flow Conditions, U. of Southern Cal- ifornia, April 2002. Invited Lecture: New Results in Automatic History Matching and Well Test Analysis, BP, June 2001. Invited Presentation: “Conditioning Stochastic Channels to Pressure Data, SPE Ap- plied Technology Workshop, History Matching, Applied Techniques, Feb. 28-March 3, 2000, University of Cambridge. Invited Presentation: Conditioning Geostatistical Models to Production Data by Au- tomatic History Matching, SIAM Geoscience Conference, March 24-27, 1999, San Antonio. Invited Presentation and Discussion Leader: Conditioning Reservoir Models to Produc- tion Data, SPE Forum: Impact of Pore-Scale to Well-Test-Scale Data Relationships, July 12-17, 1998, Breckinridge, CO. Invited Lecture: Applications of Inverse Problem Theory to Reservoir Characterization, Mobil Technology Company, Dec. 1997. Invited Lecture: Analysis of Radial Flow Pressure Data From Heterogeneous Multiphase Flow Systems, presented at the Pressure Transient Well Testing Seminar of the Reservoir Engineering Study Group of the Dallas SPE Section, June 1994. Invited Lecture: Analysis of Well-Test Pressure From Gas Condensate Reservoirs, presented at Mobil Exploration and Producing Technology Center, March 1994. Invited Lecture: New Theory for Drawdown and Buildup Testing of Gas Condensate Reservoirs, presented at Mobil Exploration and Producing Technical Center, Oct. 21, 1994. Invited Lecture: Application of Inverse Problem Theory to the Determination of Reser- voir Description, presented at Mobil Exploration and Producing Technical Center, Oct. 21, 1994. Invited Lecture: Analysis of Pressure Data Conditioned to Spatial Statistics, presented at Statoil-Saga-Norsk Hydro workshop on The Use of Well Test Information in Stochastic Modeling, Oslo, Sept. 5-6, 1994. Albert C. Reynolds 29

Invited Lecture: Pressure Transient Analysis for Heterogeneous Systems, BDM Seminar Series, July 1994.

Invited Lecture: Computation of Sensitivity Coeﬃcients With Applications to the Inte- gration of Static and Well-Test Pressure Data, presented at the Eclipse International Forum, Milan, Sept. 6-10, 1994.

Invited Lecture: Well Testing for Heterogeneous Reservoirs, presented at Pennsylvania State University, Petroleum Engineering and Natural Gas Section, Oct. 28, 1993

Invited Lecture: New Techniques for the Analysis of Slug and Drillstem Test Data, presented at University of Texas at Austin, Department of Petroleum Engineering, Nov. 19, 1990.

Invited Lecture: Analysis of Well Test Data Under Multiphase Flow Conditions, presented at the University of Campinas and at the Petrobras Research Center, Septem- ber 1989.

Invited Lecture: New Derivative Type Curves for Well Test Analysis, presented at the University of Oklahoma, Department of Petroleum Engineering, March 1987.

Invited Lecture: Analytical and Approximate Analytical Solutions of Initial-Boundary- Value Problems of Interest in Well Testing, 1986 Texas-Oklahoma SIAM Sectional Meeting, Feb. 1986.

Invited Lecture: Well Testing Research Methodology, SOHIO Distinguished Speaker Series, Jan. 1984.

UNIVERSITY OF TULSA, UNIVERSITY AND COLLEGE SERVICE ACTIVITIES

Faculty Senate, 2004-2006.

Faculty Aﬀairs Committee of Faculty Senate, 2004-2006.

Activities for Tulsa Chapter of Phi Beta Kappa: Historian, 1988-1990. Member Exec- utive Committee, 1988-1991. Audit Committee, 1992-94. Member Committee on Selection of Alumni/ae and Honorary Members, 2009. Committee on Members in Course, 2001, 2002, 2003, 2011.

Member of University of Tulsa Graduate Council, 1980-1982, 1985-1986, 2001-2003.

Member of University of Tulsa College Committee on Rank and Continuing Appoint- ments, 1977-1979, 1982-1984, 1985-1988, 1990-1994.

Associate Dean of the Graduate School and Associate Director of Research, September 1986-1990. Albert C. Reynolds 30

Presidents Blue Ribbon Committee for Program Review, University of Tulsa, 1990-91. University of Tulsa Representative to Geoscience Institute for Oil and Gas Recovery Research, 1988-1993. University of Tulsa representative for National Center for Supercomputing Applications University Aﬃliates Program, 1987-1989. Awards Selection Committee for the Outstanding Junior Researcher Award, College of Engineering and Applied Sciences, University of Tulsa, 1992. Member of the Subcommittee of the University of Tulsa Graduate Council for the Selection of Doctoral Faculty, 1980-1982, 1985. Appeals Committee of the University of Tulsa Graduate Council, 1977-1980. University Library Committee, 1972-1975. University Traﬃc Policies Committee, 1972-1976. Untenured Faculty Representative to the Engineering College Tenure Committee, 1974. Engineering College Library Committee, 1974-1979.

UNIVERSITY OF TULSA, DEPARTMENT SERVICE ACTIVITIES

Director of University of Tulsa Petroleum Reservoir Exploitation Projects, 1990-2013. Member of the Undergraduate Curriculum Committee, 2009-2013. Advisor of all MEN petroleum engineering graduate students, 2011-2013. Member of Search Committee for four new faculty members, 2011, 2012, 2013. Petroleum Engineering Graduate Seminar Coordinator, Spring 1992, Spring 1994, Fall 2006, 2007. Directed the research of 36 Ph.D. students and 27 Masters students. Have served on the Research Advisory Committee for over 60 other graduate students. Petroleum Engineering Department Chairman, 1990-1992. Graduate Program Coordinator (Advisor) , 1985, 1995-2004. Chairman of Petroleum Engineering Department Review Committee for the following people: L. G. Thompson (1992), O. Shoham (1993), Z. Schmidt (1993). Petroleum Engineering Department Graduate Committee, Chairman, 1991 - 1994. Chairman of Petroleum Engineering Department Committee for Developing Policies and Procedures Governing Research Associates, 1994. Albert C. Reynolds 31

Chairman of Petroleum Engineering Department Self-Study Committee related to 1998 Graduate School internal review of petroleum engineering graduate programs.

Member Search Committee for Drilling Engineering Faculty Member, 2001-2002.

Member Search Committee for Petroleum Engineering Department Chairman, 2001- 2002.

Member Search Committee for Petroleum Engineering Faculty Members, 2002-2003.

Member of Committee for Developing Ph.D. Program in Computer Science, 1987.

Mathematics Curriculum Committee, 1973-1980.

Faculty Sponsor of the University of Tulsa Mathematics Club, 1973-1977.

Lectures to Tulsa High School Math Clubs, 1971-1978.