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Physical Sciences and Mathematics Commons

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University of New Hampshire

Computer Science

2010

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Full-Text Articles in Physical Sciences and Mathematics

Best-First Heuristic Search For Multicore Machines, Ethan Burns, Sofia N. Lemons, Wheeler Ruml, Rong Zhou Dec 2010

Best-First Heuristic Search For Multicore Machines, Ethan Burns, Sofia N. Lemons, Wheeler Ruml, Rong Zhou

Computer Science

To harness modern multicore processors, it is imperative to develop parallel versions of fundamental algorithms. In this paper, we compare different approaches to parallel best-first search in a shared-memory setting. We present a new method, PBNF, that uses abstraction to partition the state space and to detect duplicate states without requiring frequent locking. PBNF allows speculative expansions when necessary to keep threads busy. We identify and fix potential livelock conditions in our approach, proving its correctness using temporal logic. Our approach is general, allowing it to extend easily to suboptimal and anytime heuristic search. In an empirical comparison on STRIPS …