Memory-based heuristics for explicit state spaces

作者: Nathan R. Sturtevant , Ariel Felner , Neil Burch , Jonathan Schaeffer , Max Barrer

DOI:

关键词:

摘要: In many scenarios, quickly solving a relatively small search problem with an arbitrary start and goal state is important (e.g., GPS navigation). order to speed this process, we introduce new class of memory-based heuristics, called true distance that store distances between some pairs states in the original space can be used for heuristic any pair states. We provide number techniques using improving heuristics such most benefits all-pairs shortest-path computation gained less than 1% memory. Experimental results on domains show 6- 14 fold improvement compared traditional heuristics.

参考文章(9)
Yngvi Björnsson, Kári Halldórsson, Improved heuristics for optimal pathfinding on game maps national conference on artificial intelligence. pp. 9- 14 ,(2006)
Robert C. Holte, R. M. Zimmer, A. J. MacDonald, M. B. Perez, Hierarchical A *: searching abstraction hierarchies efficiently national conference on artificial intelligence. pp. 530- 535 ,(1996)
Uzi Zahavi, Ariel Felner, Robert C. Holte, Jonathan Schaeffer, Dual lookups in pattern databases international joint conference on artificial intelligence. pp. 103- 108 ,(2005)
Tristan Cazenave, Optimizations of data structures, heuristics and algorithms for path-finding on maps computational intelligence and games. pp. 27- 33 ,(2006) , 10.1109/CIG.2006.311677
Robert C. Holte, Ariel Felner, Jack Newton, Ram Meshulam, David Furcy, Maximizing over multiple pattern databases speeds up heuristic search Artificial Intelligence. ,vol. 170, pp. 1123- 1136 ,(2006) , 10.1016/J.ARTINT.2006.09.002
V. Bulitko, M. Lustrek, J. Schaeffer, Y. Bjornsson, S. Sigmundarson, Dynamic control in real-time heuristic search Journal of Artificial Intelligence Research. ,vol. 32, pp. 419- 452 ,(2008) , 10.1613/JAIR.2497
A. Felner, R. E. Korf, R. Meshulam, R. C. Holte, Compressed pattern databases Journal of Artificial Intelligence Research. ,vol. 30, pp. 213- 247 ,(2007) , 10.1613/JAIR.2241
Nathan Sturtevant, Michael Buro, Partial pathfinding using map abstraction and refinement national conference on artificial intelligence. pp. 1392- 1397 ,(2005)
Maxim Likhachev, Anthony Stentz, R* search national conference on artificial intelligence. pp. 344- 350 ,(2008)