Yc. Chang et Tf. Chan, PERFORMANCE MODELING FOR HIGH-ORDER FINITE-DIFFERENCE METHODS ON THE CONNECTION MACHINE CM-2, The international journal of supercomputer applications and high performance computing, 9(1), 1995, pp. 40-57
This paper is concerned with modeling the performance of high-order fi
nite-difference schemes for hyperbolic problems on the Connection Mach
ine CM-2. Specifically, we would like to determine whether the higher
communication cost of higher-order methods makes them less favorable i
n a parallel setting than in a sequential setting. Since most differen
ce methods are implemented using the cshift operator, we first derive
a timing model for it in CM-Fortran under the new slicewise compiler m
odel. This model is then used to predict the performance of the differ
ence methods with different orders applied to the 2D Burgers' equation
s. In addition, we study the effect of varying different machine perfo
rmance parameters, such as the communication time and floating-point o
peration time, as well as problem parameters such as mesh size. Our an
alysis and numerical results indicate that among high-order finite dif
ference methods, the fourth-order one is the most efficient method in
that it achieves a moderate error tolerance (a few percent) with]east
running time.