DocumentCode
1225833
Title
Exact and Approximate Algorithms for the Optimization of Area and Delay in Multiple Constant Multiplications
Author
Aksoy, Levent ; Costa, Eduardo da ; Flores, Paulo ; Monteiro, José
Author_Institution
Div. of Circuits & Syst., Istanbul Tech. Univ., Istanbul
Volume
27
Issue
6
fYear
2008
fDate
6/1/2008 12:00:00 AM
Firstpage
1013
Lastpage
1026
Abstract
The main contribution of this paper is an exact common subexpression elimination algorithm for the optimum sharing of partial terms in multiple constant multiplications (MCMs). We model this problem as a Boolean network that covers all possible partial terms that may be used to generate the set of coefficients in the MCM instance. We cast this problem into a 0-1 integer linear programming (ILP) by requiring that the single output of this network is asserted while minimizing the number of gates representing operations in the MCM implementation that evaluate to one. A satisfiability (SAT)-based 0-1 ILP solver is used to obtain the exact solution. We argue that for many real problems, the size of the problem is within the capabilities of current SAT solvers. Because performance is often a primary design parameter, we describe how this algorithm can be modified to target the minimum area solution under a user-specified delay constraint. Additionally, we propose an approximate algorithm based on the exact approach with extremely competitive results. We have applied these algorithms on the design of digital filters and present a comprehensive set of results that evaluate ours and existing approximation schemes against exact solutions under different number representations and using different SAT solvers.
Keywords
approximation theory; digital filters; integer programming; linear programming; Boolean network; approximate algorithms; digital filters; integer linear programming problem; multiple constant multiplications; subexpression elimination algorithm; user-specified delay constraint; Algorithm design and analysis; Approximation algorithms; Constraint optimization; Delay; Digital filters; Digital signal processing; Fast Fourier transforms; Finite impulse response filter; Integer linear programming; Signal processing algorithms; Canonical signed digit (CSD); common subexpression elimination (CSE); delay constraints; minimal signed digit (MSD); multiple constant multiplications (MCMs); pseudo-Boolean optimization (PBO);
fLanguage
English
Journal_Title
Computer-Aided Design of Integrated Circuits and Systems, IEEE Transactions on
Publisher
ieee
ISSN
0278-0070
Type
jour
DOI
10.1109/TCAD.2008.923242
Filename
4526735
Link To Document