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Consider a state space where the start state is a tuple ( 0 , 0 ) representing the position of a robot on a two
Consider a state space where the start state is a tuple representing the position of a robot on a twodimensional grid, and the successor function for state xy returns a set of possible successor states obtained by moving the robot one step in one of four directions: up down, left, or right. The robot can only move to a neighboring cell if that cell is not occupied by an obstacle. The obstacles are represented as a set of coordinates in the grid.
a Develop the representation of the state space and design an algorithm to generate the state space. ie return the possible successor states for a given state
b Compute the shortest path from the initial state to a goal state eg a target position on the grid using Beam Search with beamwidth two and Best First search. Compare both the approaches in terms their optimality, completeness, space and time complexities. Also, explain the suitability of Aalgorithm in the above case.
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