Title :
Efficient Parallel Preconditioned Conjugate Gradient Solver on GPU for FE Modeling of Electromagnetic Fields in Highly Dissipative Media
Author :
Peixoto de Camargos, Ana Flavia ; Silva, Viviane Cristine ; Guichon, Jean-M ; Munier, Gerard
Author_Institution :
Escola Politec. da Univ. de Sao Paulo, Sao Paulo, Brazil
Abstract :
We present a performance analysis of a parallel implementation of preconditioned conjugate gradient solvers using graphic processing units with compute unified device architecture programming model. The solvers were optimized for the solution of sparse systems of equations arising from finite-element analysis of electromagnetic phenomena involved in the diffusion of underground currents in both steady state and under time-harmonic current excitation. We used both shifted incomplete Cholesky factorization and incomplete LU factorization as preconditioners. The results show a significant speedup using the graphics processing unit compared with a serial CPU implementation.
Keywords :
absorbing media; electromagnetic fields; finite element analysis; graphics processing units; matrix decomposition; Cholesky factorization; GPU; dissipative media; electromagnetic fields; electromagnetic phenomena; finite element analysis; graphic processing units; graphics processing unit; parallel preconditioned conjugate gradient solver; sparse systems; time-harmonic current excitation; underground currents; unified device architecture programming; Computer architecture; Convergence; Graphics processing units; Linear systems; Mathematical model; Silicon carbide; Sparse matrices; FEMs; graphic processing unit (GPU); linear systems; performance analysis;
Journal_Title :
Magnetics, IEEE Transactions on
DOI :
10.1109/TMAG.2013.2285091