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Analysis of the Probabilistic Roadmap Method

This summary is written to provide some analysis of the running time of PRM. The main objective is to show how probabilistic completeness can be proved for a given choice of planning problem, local planner and configuration generator. A PRM  planner is probabilistically complete if for any query, the probability of answering the query incorrectly after building a roadmap goes to zero as the number of milestones goes to infinity. In the following treatment, we analyze a simplified version of PRM  which tries all pairs of connections in the roadmap.





Andrew Ladd 2003-06-15