Title :
Out-of-Core LU Decomposition on a Multiple-DSP Platform
Author :
Wang, Guanglei ; Monti, Antonello ; Quan, Gang
Author_Institution :
Univ. of South Carolina Columbia, Columbia
Abstract :
High performance LU decomposition is critical in simulating complex power systems the Virtual Test Bed (VTB) environment. In this paper, we study the parallel LU decomposition problem on the distributed computing platform. We developed a pipelined out-of-core algorithm to reduce the communication cost in the distributed system and implement the algorithm on a commercial multi-DSP board. We also optimized the program code based on the superscalar feature of the target platform to improve the efficiency of this algorithm. The experimental results show that our algorithm can lead to significant improvement over the original algorithm.
Keywords :
digital signal processing chips; matrix decomposition; parallel algorithms; pipeline processing; power system simulation; VTB; Virtual Test Bed; complex power systems simulation; distributed computing platform; distributed system; multiple-DSP platform; out-of-core LU decomposition; parallel LU decomposition problem; pipelined out-of-core algorithm; superscalar feature; Computational modeling; Costs; Digital signal processing; Distributed computing; Electronic equipment testing; Nonlinear equations; Power system modeling; Power system simulation; System testing; Transmission line matrix methods; LU Decomposition; matrix computation; out-of-core; parallel processing;
Conference_Titel :
Electric Ship Technologies Symposium, 2007. ESTS '07. IEEE
Conference_Location :
Arlington, VA
Print_ISBN :
1-4244-0947-0
Electronic_ISBN :
1-4244-0947-0
DOI :
10.1109/ESTS.2007.372098