Performance analysis of linearization schemes for modelling multi-phase flow in porous media

被引:1
作者
Abd, Abdul Salam [1 ]
Asif, Ali [1 ]
Abushaikha, Ahmad [1 ]
机构
[1] Hamad Bin Khalifa Univ, Qatar Fdn, Coll Sci & Engn, Div Sustainable Dev,Educ City, POB 34110, Doha, Qatar
关键词
Linearization; Nonlinear solvers; Reservoir simulation; Numerical analysis; OPERATOR-BASED LINEARIZATION; RESERVOIR SIMULATION;
D O I
10.1038/s41598-024-66628-3
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Reservoir simulation is crucial for understanding the flow response in underground reservoirs, and it significantly helps reduce uncertainties in geological characterization and optimize methodologies for field development strategies. However, providing efficient and accurate solutions for the strong heterogeneity remains challenging, as most of the discretization methods cannot handle this complexity. In this work, we perform a comprehensive assessment of various numerical linearization techniques employed in reservoir simulation, particularly focusing on the performance of the nonlinear solver for problem dealing with fluid flow in porous media. The primary linearization methods examined are finite difference central (FDC), finite forward difference (FDF), and operator-based linearization (OBL). These methods are rigorously analyzed and compared in terms of their accuracy, computational efficiency, and adaptability to changing reservoir conditions. The results demonstrate that each method has distinct strengths and limitations. The FDC method is more accurate particularly in complex simulations where strong heterogeneity are introduced but is generally slower in convergence. The OBL on the other hand, is more efficient and converges quickly, which makes it suitable for scenarios with limited computational resources and simple physics, while the FDF method provides a balanced combination of precision and computational speed, contingent upon careful step size management of the derivative estimations. This paper aims to guide the selection of appropriate linearization techniques for enhancing nonlinear solvers' accuracy and efficiency in reservoir simulation .
引用
收藏
页数:18
相关论文
共 41 条
[1]   Modeling the effects of capillary pressure with the presence of full tensor permeability and discrete fracture models using the mimetic finite difference method [J].
Abd, Abdul Salam ;
Zhang, Na ;
Abushaikha, Ahmad S. .
TRANSPORT IN POROUS MEDIA, 2021, 137 (03) :739-767
[2]  
Abou-Kassem JH, 2020, PETROLEUM RESERVOIR SIMULATION, 2 EDITION, P397, DOI 10.1016/B978-0-12-819150-7.00011-6
[3]  
Abushaikha A.S., 2017, Day 2 Tue, DOI [10.2118/182697-ms, DOI 10.2118/182697-MS]
[4]  
Abushaikha A. S., 2013, Numerical methods for modelling fluid flow in highly heterogeneous and fractured reservoirs
[5]   A fully implicit mimetic finite difference scheme for general purpose subsurface reservoir simulation with full tensor permeability [J].
Abushaikha, Ahmad S. ;
Terekhov, Kirill M. .
JOURNAL OF COMPUTATIONAL PHYSICS, 2020, 406
[6]   GENERAL-PURPOSE COMPOSITIONAL MODEL [J].
ACS, G ;
DOLESCHALL, S ;
FARKAS, E .
SOCIETY OF PETROLEUM ENGINEERS JOURNAL, 1985, 25 (04) :543-553
[7]  
Akram S., 2015, Int. J. Sci. Eng. Res, V6, P1748
[8]  
[Anonymous], 2013, Eclipse Technical Description
[9]  
[Anonymous], 2018, INTERSECT Technical Description
[10]  
Aziz K., 1979, PETROLEUM RESERVOIR