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AnytimeWeightedAStar

Assignment for Dr. Hansen's Artificial Intelligence class (CSE 4633). Used listed algorithm to solve generated 8/15 square puzzles.

Description of Algorithim:

Unlike A*, Anytime Weighted A* continues to search for a solution even after the first solution is found. This entails Anytime Weighted A* requires more node expansions, and while this is true, Anytime Weighted A* can still find a solution path faster than its A* counterpart. Due to its use of a weighted heuristic, Anytime Weighted A* expands more distinct nodes compared to A*. Furthermore, a weighted heuristic is also inconsitent which implies when a node is expanded it is possible for its g-cost to be higher than optimal. Since A* is consistent, an expanded node cannot have a higher-than-optimal g-cost putting it at a greater disability when compared to Anytime Weighted A*. Anytime Weighted A*also employs the use of a lower-bound function and an upper bound on the solution cost. Used together, they prune the search space and locate the convergence to an ideal solution.

Built With

  • Pycharm - IDE used for creation and final testing

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