Title :
Performance analysis and optimization of search and selection algorithms for highly parallel associative memories
Author :
Parhami, Behrooz
Author_Institution :
Dept. of Electr. & Comput. Eng., California Univ., Santa Barbara, CA, USA
Abstract :
Several useful associative memory (AM) algorithms deal with identifying extreme values (max or min) in a specified field of a selected subset of words. Previously proposed algorithms for such extreme-value searches are bit-sequential in nature, even when implemented on fully parallel AMs. We show how the multiple-bit search capability of a fully parallel AM can be used to advantage in reducing the expected search time for finding extreme values. The idea is to search for the all-ones pattern within subfields of the specified search field in lieu of, or prior to, examining bit slices one at a time. Optimal subfield length is determined for fixed-size and variable-size bit groupings and the corresponding reduction in search time is quantified. The results are extended to rank-based selection where the jth largest or smallest value in a given field of a selected subset of words is to be identified. Analyses point to significant reduction in the average number of search cycles
Keywords :
content-addressable storage; memory architecture; optimisation; parallel algorithms; performance evaluation; search problems; all-ones pattern; associative memory algorithms; bit slices; extreme values; fixed-size bit groupings; highly parallel associative memories; multiple-bit search capability; optimal subfield length; optimization; performance analysis; rank-based selection; search algorithms; search cycles; search time; selection algorithms; variable-size bit groupings; words; Acceleration; Arithmetic; Associative memory; Computer architecture; Focusing; Hardware; Information retrieval; Performance analysis; Pixel; Technological innovation;
Conference_Titel :
Modeling, Analysis, and Simulation of Computer and Telecommunication Systems, 1996. MASCOTS '96., Proceedings of the Fourth International Workshop on
Conference_Location :
San Jose, CA
Print_ISBN :
0-8186-7235-8
DOI :
10.1109/MASCOT.1996.501021