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