Title :
Power grid simulation using matrix exponential method with rational Krylov subspaces
Author :
Hao Zhuang ; Shih-Hung Weng ; Chung-kuan Cheng
Author_Institution :
Dept. of Comput. Sci. & Eng., Univ. of California, San Diego, La Jolla, CA, USA
Abstract :
One well-adopted power grid simulation methodology is to factorize matrix once and perform only backward/forward substitution with a deliberately chosen step size along the simulation. Since the required simulation time is usually long for the power grid design, the costly factorization is amortized. However, such fixed step size cannot exploit larger step size for the low frequency response in the power grid to speedup the simulation. In this work, we utilize the matrix exponential method with the rational Krylov subspace approximation to enable adaptive step size in the power grid simulation. The kernel operation in our method only demands one factorization and backward/forward substitutions. Moreover, the rational Krylov subspace approximation can relax the stiffness constraint of the previous works [12][13]. The cheap computation of adaptivity in our method could exploit the long low-frequency response in a power grid and significantly accelerate the simulation. The experimental results show that our method achieves up to 18X speedup over the trapezoidal method with fixed step size.
Keywords :
VLSI; approximation theory; integrated circuit design; matrix decomposition; power grids; VLSI design; adaptive step size; backward-forward substitution; low frequency response; matrix exponential method; matrix factorization; power grid design; power grid simulation methodology; rational Krylov subspace approximation; Adaptation models; Approximation methods; Computational modeling; Design automation; Eigenvalues and eigenfunctions; Power grids; Vectors;
Conference_Titel :
ASIC (ASICON), 2013 IEEE 10th International Conference on
Conference_Location :
Shenzhen
Print_ISBN :
978-1-4673-6415-7
DOI :
10.1109/ASICON.2013.6811937