The design of optimal planar systolic arrays for matrix multiplication

被引:18
作者
Milentijevic, IZ
Milovanovic, IZ
Milovanovic, EI
Stojcev, MK
机构
[1] Univ of Nis
关键词
matrix multiplication; data dependency; systolic arrays; mapping;
D O I
10.1016/S0898-1221(97)00028-X
中图分类号
O29 [应用数学];
学科分类号
070104 ;
摘要
The objective of this paper is to provide a systematic methodology for the design of space-time optimal pure planar systolic arrays for matrix multiplication. The procedure is based on data dependence approach. By the described procedure, we obtain ten different systolic arrays denoted as S-1 to S-10 classified into three classes according to interconnection patterns between the processing elements. Common properties of all systolic array designs are: each systolic array consists of n(2) processing elements, near-neighbour communications, and active execution time of 3n - 2 time units. Compared to designs found in the literature, our procedure always leads to systolic arrays with optimal number of processing elements. The improvement in space domain is not achieved at the cost of execution time or PEs complexity. We present mathematically- rigorous procedure which gives the exact ordering of input matrix elements at the beginning of the computation. Examples illustrating the methodology are shown.
引用
收藏
页码:17 / 35
页数:19
相关论文
共 21 条
[1]  
BARADA H, 1993, PARALLEL COMPUT, P33
[2]  
CAPPELLO RP, 1984, P SPIE S, V549, P75
[3]  
CHEN MC, 1985, P 2 INT S VLSI TECHN
[4]  
DELOSME JM, 1985, P 2 INT S VLSI TECHN, P268
[5]   SYSTOLIC ARRAYS - HOW TO CHOOSE THEM [J].
ESONU, MO ;
ALKHALILI, AJ ;
HARIRI, S ;
ALKHALILI, D .
IEE PROCEEDINGS-E COMPUTERS AND DIGITAL TECHNIQUES, 1992, 139 (03) :179-188
[6]  
FORTES JAB, 1983, THESIS U SO CAL LOS
[7]   NONLINEAR TRANSFORMATIONS OF THE MATRIX MULTIPLICATION ALGORITHM [J].
GUSEV, M ;
EVANS, DJ .
INTERNATIONAL JOURNAL OF COMPUTER MATHEMATICS, 1992, 45 (1-2) :1-21
[8]   ARRAY ARCHITECTURES FOR ITERATIVE ALGORITHMS [J].
JAGADISH, HV ;
RAO, SK ;
KAILATH, T .
PROCEEDINGS OF THE IEEE, 1987, 75 (09) :1304-1321
[9]  
KUNG SY, 1988, VLSI ARRAY PROCESSOR
[10]   A COMPARISON OF SYSTOLIC ARCHITECTURES FOR MATRIX MULTIPLICATION [J].
LEE, HB ;
GRONDIN, RO .
IEEE JOURNAL OF SOLID-STATE CIRCUITS, 1988, 23 (01) :285-289