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Key Topics
  • Graduate Programming Assignment Help
  • Implementation of A* Algorithm for Finding Path
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  • Thorough Coverage of All Topics in Our Graduate Programming Assignment Help Service
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Implementation of A* Algorithm for Finding Path

import heapq def a_star_algorithm(start, goal, graph): open_set = [] heapq.heappush(open_set, (0, start)) came_from = {} g_score = {node: float('inf') for node in graph} g_score[start] = 0 f_score = {node: float('inf') for node in graph} f_score[start] = heuristic(start, goal) while open_set: current = heapq.heappop(open_set)[1] if current == goal: return reconstruct_path(came_from, current) for neighbor in graph[current]: tentative_g_score = g_score[current] + graph[current][neighbor] if tentative_g_score < g_score[neighbor]: came_from[neighbor] = current g_score[neighbor] = tentative_g_score f_score[neighbor] = g_score[neighbor] + heuristic(neighbor, goal) if neighbor not in [i[1] for i in open_set]: heapq.heappush(open_set, (f_score[neighbor], neighbor)) return None def heuristic(a, b): # Placeholder heuristic function; use appropriate heuristic for your problem return abs(a - b) def reconstruct_path(came_from, current): total_path = [current] while current in came_from: current = came_from[current] total_path.append(current)

The A* algorithm is a popular path finding and graph traversal technique used in graduate-level programming assignments, particularly in fields such as artificial intelligence and game development. This algorithm efficiently finds the shortest path from a start node to a goal node by combining aspects of Dijkstra’s Algorithm and Greedy Best-First Search.

Implementing the A* algorithm allows students to grasp important concepts such as heuristic functions, priority queues, and graph traversal strategies. This deepens their understanding of how algorithms can be optimized for real-world problems.

Knowledge of the A* algorithm prepares students for careers in fields like robotics, game development, and navigation systems, where efficient path finding and decision-making are crucial.

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