Title :
Circuit simulation via matrix exponential method for stiffness handling and parallel processing
Author :
Weng, Shih-Hung ; Chen, Quan ; Wong, Ngai ; Cheng, Chung-Kuan
Author_Institution :
Dept. of CSE, Univ. of California San Diego, La Jolla, CA, USA
Abstract :
We propose an advanced matrix exponential method (MEXP) to handle the transient simulation of stiff circuits and enable parallel simulation. We analyze the rapid decaying of fast transition elements in Krylov subspace approximation of matrix exponential and leverage such scaling effect to leap larger steps in the later stage of time marching. Moreover, matrix-vector multiplication and restarting scheme in our method provide better scalability and parallelizability than implicit methods. The performance of ordinary MEXP can be improved up to 4.8 times for stiff cases, and the parallel implementation leads to another 11 times speedup. Our approach is demonstrated to be a viable tool for ultra-large circuit simulations (with 1.6M ~ 12M nodes) that are not feasible with existing implicit methods.
Keywords :
approximation theory; circuit simulation; matrix algebra; scaling circuits; Krylov subspace approximation; advanced matrix exponential method; fast transition elements; matrix-vector multiplication; parallel processing; parallel simulation; rapid decaying; restarting scheme; scaling effect; stiff circuits; stiffness handling; time marching; transient simulation; ultra-large circuit simulations; Circuit simulation; Eigenvalues and eigenfunctions; Graphics processing units; Interpolation; Sparse matrices; Vectors;
Conference_Titel :
Computer-Aided Design (ICCAD), 2012 IEEE/ACM International Conference on
Conference_Location :
San Jose, CA