Fox, M. and Long, D. and Porteous, J. (2005) Abstraction-based action ordering in planning. In: Proceedings of the International Joint Conferences on Artificial Intelligence (IJCAI-05). IJCAI.
Download (133kB) | Preview
Many planning problems contain collections of symmetric objects, actions and structures which render them difficult to solve efficiently. It has been shown that the detection and exploitation of symmetric structure in planning problems can dramatically reduce the size of the search space and the time taken to find a solution. We present the idea of using an abstraction of the problem domain to reveal symmetric structure and guide the navigation of the search space. We show that this is effective even in domains in which there is little accessible symmetric structure available for pruning. Proactive exploitation represents a flexible and powerfulalternative to the symmetry-breaking strategies exploited in earlier work in planning and CSPs. The notion of almost symmetry is defined and results are presented showing that proactive exploitation of almost symmetry can improve the performance of a heuristic forward search planner.
|Item type:||Book Section|
|Keywords:||planning, abstraction, navigation, searching, symmetry, information retrieval, Electronic computers. Computer science|
|Subjects:||Science > Mathematics > Electronic computers. Computer science|
|Department:||Faculty of Science > Computer and Information Sciences|
|Depositing user:||Professor Maria Fox|
|Date Deposited:||16 Mar 2007|
|Last modified:||01 Apr 2017 04:31|