Investigation of uncertainty in CO2 reservoir models: A sensitivity analysis of relative permeability parameter values

被引:41
作者
Yoshida, Nozomu [1 ,2 ]
Levine, Jonathan S. [3 ]
Stauffer, Philip H. [1 ]
机构
[1] Los Alamos Natl Lab, Div Earth & Environm Sci, Los Alamos, NM 87545 USA
[2] Texas A&M Univ, Dept Petr Engn, College Stn, TX 77843 USA
[3] US DOE, Natl Energy Technol Lab, Pittsburgh, PA 15236 USA
关键词
Carbon sequestration; Reservoir modeling; Relative permeability; Sensitivity analysis; IN-SITU CONDITIONS; PORE SCALE; BRINE; STORAGE; INJECTIVITY; WETTABILITY; SANDSTONE; STABILITY; CO2/BRINE; PRESSURE;
D O I
10.1016/j.ijggc.2016.03.008
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
Numerical reservoir models of CO2 injection in saline formations rely on parameterization of laboratory measured pore-scale processes. We performed a parameter sensitivity study and Monte Carlo simulations to determine the normalized change in total CO2 injected using the finite element heat and mass-transfer code (FEHM) numerical reservoir simulator. Experimentally measured relative permeability parameter values were used to generate distribution functions for parameter sampling. The parameter sensitivity study analyzed five different levels for each of the relative permeability model parameters. All but one of the parameters changed the CO2 injectivity by <10%, less than the geostatistical uncertainty that applies to all large subsurface systems due to natural geophysical variability and inherently small sample sizes. The exception was the end-point CO2 relative permeability, k(r,CO2)(0) the maximum attainable effective CO2 permeability during CO2 invasion, which changed CO2 injectivity by as much as 80%. Similarly, Monte Carlo simulation using 1000 realizations of relative permeability parameters showed no relationship between CO2 injectivity and any of the parameters but k(r,CO2)(0), which had a very strong (R-2 = 0.9685) power law relationship with total CO2 injected. Model sensitivity to k(r,CO2)(0), points to the importance of accurate core flood and wettability measurements. (C) 2016 Elsevier Ltd. All rights reserved.
引用
收藏
页码:161 / 178
页数:18
相关论文
共 49 条
[1]   WETTABILITY LITERATURE SURVEY .5. THE EFFECTS OF WETTABILITY ON RELATIVE PERMEABILITY [J].
ANDERSON, WG .
JOURNAL OF PETROLEUM TECHNOLOGY, 1987, 39 (11) :1453-1468
[2]   Effects of in-situ conditions on relative permeability characteristics of CO2-brine systems [J].
Bachu, Stefan ;
Bennion, Brant .
ENVIRONMENTAL GEOLOGY, 2008, 54 (08) :1707-1722
[3]   Drainage and imbibition CO2/brine relative permeability curves at in situ conditions for sandstone formations in western Canada [J].
Bachu, Stefan .
GHGT-11, 2013, 37 :4428-4436
[4]   Interfacial Tension between CO2, Freshwater, and Brine in the Range of Pressure from (2 to 27) MPa, Temperature from (20 to 125) °C, and Water Salinity from (0 to 334 000) mg.L-1 [J].
Bachu, Stefan ;
Bennion, D. Brant .
JOURNAL OF CHEMICAL AND ENGINEERING DATA, 2009, 54 (03) :765-775
[5]   Convergence assessment of numerical Monte Carlo simulations in groundwater hydrology [J].
Ballio, F ;
Guadagnini, A .
WATER RESOURCES RESEARCH, 2004, 40 (04) :W046031-W046035
[6]  
Bennion B., 2005, SPE ANN TECHNICAL C
[7]  
Bennion D. B., 2010, SPE ANN TECHN C EXH
[8]  
Bennion D. B., 2006, SPE ANN TECHN C EXH
[9]   Drainage and imbibition relative permeability relationships for supercritical CO2/brine and H2S/brine systems in intergranular sandstone, carbonate, shale, and anhydrite rocks [J].
Bennion, D. Brant ;
Bachu, Stefan .
SPE RESERVOIR EVALUATION & ENGINEERING, 2008, 11 (03) :487-496
[10]   Stability of CO2-brine immiscible displacement [J].
Berg, S. ;
Ott, H. .
INTERNATIONAL JOURNAL OF GREENHOUSE GAS CONTROL, 2012, 11 :188-203