PRM

Sample random configurations. Connect to k nearest if collision-free. Query: connect start/goal, run Dijkstra.

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RRT

Tree from start. Repeatedly: random sample, extend tree toward sample by δ. Reach goal.

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RRT*

RRT with rewiring: optimize path length in tree as new samples arrive. Asymptotically optimal.

Complexity

Depends on sample count. Empirically fast in high dimensions where grid-based planners fail.