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Proceedings ArticleDOI

Chaff: engineering an efficient SAT solver

TLDR
The development of a new complete solver, Chaff, is described which achieves significant performance gains through careful engineering of all aspects of the search-especially a particularly efficient implementation of Boolean constraint propagation (BCP) and a novel low overhead decision strategy.
Abstract
Boolean satisfiability is probably the most studied of the combinatorial optimization/search problems. Significant effort has been devoted to trying to provide practical solutions to this problem for problem instances encountered in a range of applications in electronic design automation (EDA), as well as in artificial intelligence (AI). This study has culminated in the development of several SAT packages, both proprietary and in the public domain (e.g. GRASP, SATO) which find significant use in both research and industry. Most existing complete solvers are variants of the Davis-Putnam (DP) search algorithm. In this paper we describe the development of a new complete solver, Chaff which achieves significant performance gains through careful engineering of all aspects of the search-especially a particularly efficient implementation of Boolean constraint propagation (BCP) and a novel low overhead decision strategy. Chaff has been able to obtain one to two orders of magnitude performance improvement on difficult SAT benchmarks in comparison with other solvers (DP or otherwise), including GRASP and SATO.

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Journal ArticleDOI

FPGA-based hardware acceleration for Boolean satisfiability

TL;DR: It is shown that an order of magnitude improvement in runtime can be obtained over MiniSAT (the best-in-class software based approach) by using a Virtex-4 (XC4VFX140) FPGA device.
Book ChapterDOI

CirCUs: A satisfiability solver geared towards bounded model checking

TL;DR: CirCUs as mentioned in this paper is a satisfiability solver that works on a combination of And-Inverter-Graph, CNF clauses, and BDDs, and it has been designed to work well with bounded model checking.
Journal ArticleDOI

Quantifier Structure in Search-Based Procedures for QBFs

TL;DR: This paper shows that conversion to prenex form is not necessary: current search-based solvers can be naturally extended in order to handle nonprenex QBFs and to exploit the original quantifier structure.
Proceedings ArticleDOI

Managing don't cares in Boolean satisfiability

TL;DR: This work proposes algorithms that take into account the circuit don't care conditions thus enhancing the performance of Boolean satisfiability solvers, both statically and dynamically to reduce the search space and guide the decision making process.
Book ChapterDOI

A Compressed Breadth-First Search for Satisfiability

TL;DR: A variant of Breadth-First Search (BFS) based on the ability of Zero-Suppressed Binary Decision Diagrams (ZDDs) to compactly represent sparse or structured collections of subsets is introduced.
References
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Book

Computers and Intractability: A Guide to the Theory of NP-Completeness

TL;DR: The second edition of a quarterly column as discussed by the authors provides a continuing update to the list of problems (NP-complete and harder) presented by M. R. Garey and myself in our book "Computers and Intractability: A Guide to the Theory of NP-Completeness,” W. H. Freeman & Co., San Francisco, 1979.
Book

Genetic Algorithms

Journal ArticleDOI

Tabu Search—Part II

TL;DR: The elements of staged search and structured move sets are characterized, which bear on the issue of finiteness, and new dynamic strategies for managing tabu lists are introduced, allowing fuller exploitation of underlying evaluation functions.
Book ChapterDOI

Optimization and Approximation in Deterministic Sequencing and Scheduling: a Survey

TL;DR: In this article, the authors survey the state of the art with respect to optimization and approximation algorithms and interpret these in terms of computational complexity theory, and indicate some problems for future research and include a selective bibliography.
Book

A machine program for theorem-proving

TL;DR: The programming of a proof procedure is discussed in connection with trial runs and possible improvements.