TY - JOUR
T1 - Preconditioning strategies for linear systems arising in tire design
AU - Sosonkina, Maria
AU - Melson, John T.
AU - Saad, Yousef
AU - Watson, Layne T.
PY - 2000
Y1 - 2000
N2 - This paper discusses the application of iterative methods for solving linear systems arising in static tire equilibrium computation. The heterogeneous material properties, nonlinear constraints, and a three dimensional finite element formulation make the linear systems arising in tire design difficult to solve by iterative methods. An analysis of the matrix characteristics helps understand this behaviour. This paper focuses on two preconditioning techniques: a variation of an incomplete LU factorization with threshold and a multilevel recursive solver. We propose to adapt these techniques in a number of ways to work for a class of realistic applications. In particular, it was found that these preconditioners improve convergence only when a rather large shift value is added to the matrix diagonal. A combination of other techniques such as filtering of small entries, pivoting in preconditioning, and a special way of defining levels for the multilevel recursive solver are shown to make these preconditioning strategies efficient for problems in tire design. We compare these techniques and assess their applicability when the linear system difficulty varies for the same class of problems.
AB - This paper discusses the application of iterative methods for solving linear systems arising in static tire equilibrium computation. The heterogeneous material properties, nonlinear constraints, and a three dimensional finite element formulation make the linear systems arising in tire design difficult to solve by iterative methods. An analysis of the matrix characteristics helps understand this behaviour. This paper focuses on two preconditioning techniques: a variation of an incomplete LU factorization with threshold and a multilevel recursive solver. We propose to adapt these techniques in a number of ways to work for a class of realistic applications. In particular, it was found that these preconditioners improve convergence only when a rather large shift value is added to the matrix diagonal. A combination of other techniques such as filtering of small entries, pivoting in preconditioning, and a special way of defining levels for the multilevel recursive solver are shown to make these preconditioning strategies efficient for problems in tire design. We compare these techniques and assess their applicability when the linear system difficulty varies for the same class of problems.
KW - Generalized minimum residual method
KW - Ill-conditioned linear systems
KW - Incomplete LU factorization
KW - Multilevel preconditioning
UR - http://www.scopus.com/inward/record.url?scp=0034363848&partnerID=8YFLogxK
UR - http://www.scopus.com/inward/citedby.url?scp=0034363848&partnerID=8YFLogxK
U2 - 10.1002/1099-1506(200010/12)7:7/8<743::aid-nla222>3.0.co;2-o
DO - 10.1002/1099-1506(200010/12)7:7/8<743::aid-nla222>3.0.co;2-o
M3 - Article
AN - SCOPUS:0034363848
SN - 1070-5325
VL - 7
SP - 743
EP - 757
JO - Numerical Linear Algebra with Applications
JF - Numerical Linear Algebra with Applications
IS - 7-8
ER -