Title :
Empirical Study for Communication Cost of Parallel Conjugate Gradient on a Star-Based Network
Author :
Ismail, Leila ; Shuaib, Khaled
Author_Institution :
Coll. of IT, United Arab Emirates Univ., Al-Ain, United Arab Emirates
Abstract :
Conjugate Gradient is an iterative linear solver that is used in many scientific and engineering applications to solve a system of linear equations. However, Conjugate Gradient generates a heavy load of computation and therefore it slows the performance of the applications using it. In this paper, we conduct an empirical cost study of a parallel CG on our star-based network. We evaluate the communication overhead involved by a parallel CG. In particular, we derive network parameters; the Maximum Transfer Unit (MTU), that can contribute to the optimization of communication cost and to the reduction of the waiting overhead of the parallel algorithm.
Keywords :
gradient methods; optimisation; parallel algorithms; communication cost; iterative linear solver; linear equations; maximum transfer unit; parallel algorithm; parallel conjugate gradient; star-based network; Analytical models; Character generation; Circuit analysis computing; Concurrent computing; Costs; Distributed computing; Equations; Matrix decomposition; Parallel algorithms; Sparse matrices; Conjugate Gradient; Cost Study; Grid Computing; Linear Solvers; Parallel Computing;
Conference_Titel :
Mathematical/Analytical Modelling and Computer Simulation (AMS), 2010 Fourth Asia International Conference on
Conference_Location :
Bornea
Print_ISBN :
978-1-4244-7196-6
DOI :
10.1109/AMS.2010.101