Math Problem Statement

Find the shortest path from vertex A to vertex L, using a sequence of vertices.

Solution

To solve the problem of finding the shortest path from vertex A to vertex L in this weighted graph, we can apply Dijkstra's algorithm. I'll walk through the process based on the image provided:

Steps for Dijkstra’s Algorithm:

  1. Initialize Distances: Start at vertex A and set the distance to 0. Set the distance to all other vertices as infinity initially.
  2. Update Neighbors: For each vertex, update the distances to its neighboring vertices by adding the weight of the connecting edge.
  3. Choose the Smallest Distance: Move to the vertex with the smallest known distance and repeat the process until reaching vertex L.

Step-by-Step Application:

  1. Start at A:

    • Current known distances:
      A = 0 (starting point),
      D = 19,
      B = 18.
      Other vertices are still infinity.
  2. Move to B (smaller distance):

    • Update distances from B:
      E = 19 (B → E via edge 1),
      C = 24 (B → C via edge 6). Current known distances:
      A = 0,
      B = 18,
      D = 19,
      E = 19,
      C = 24.
  3. Move to D (smallest known distance):

    • Update distances from D:
      G = 36 (D → G via edge 17).
      No shorter paths found for other vertices. Current known distances:
      A = 0,
      B = 18,
      D = 19,
      E = 19,
      C = 24,
      G = 36.
  4. Move to E (next smallest):

    • Update distances from E:
      F = 33 (E → F via edge 14),
      H = 31 (E → H via edge 12).
      Current known distances:
      A = 0,
      B = 18,
      D = 19,
      E = 19,
      F = 33,
      C = 24,
      H = 31,
      G = 36.
  5. Move to C:

    • Update distances from C:
      F = 33 (C → F via edge 16).
      No shorter paths found for other vertices.
  6. Move to H:

    • Update distances from H:
      I = 61 (H → I via edge 30),
      K = 53 (H → K via edge 22).
      Current known distances:
      A = 0,
      B = 18,
      D = 19,
      E = 19,
      F = 33,
      C = 24,
      H = 31,
      K = 53,
      G = 36,
      I = 61.
  7. Move to F:

    • Update distances from F:
      I = 57 (F → I via edge 24),
      L = 59 (F → L via edge 26).
      Current known distances:
      A = 0,
      B = 18,
      D = 19,
      E = 19,
      F = 33,
      C = 24,
      H = 31,
      K = 53,
      G = 36,
      I = 57,
      L = 59.
  8. Move to L:
    You have reached the target vertex, L, with a shortest path of 59.

Shortest Path:

The shortest path from A to L is:
A → B → E → F → L.

Would you like more details on the steps, or any further clarification?

Related Questions:

  1. How does Dijkstra's algorithm work in graphs with negative weights?
  2. What is the difference between Dijkstra's and Bellman-Ford algorithms?
  3. Can Dijkstra’s algorithm be used for unweighted graphs?
  4. What are the time complexity considerations of Dijkstra's algorithm?
  5. How does A* (A-star) algorithm compare to Dijkstra’s in pathfinding?

Tip:

When using Dijkstra’s algorithm, always prioritize vertices with the smallest known distance at each step to ensure you find the shortest path efficiently.

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Math Problem Analysis

Mathematical Concepts

Graph Theory
Shortest Path Algorithms
Weighted Graphs

Formulas

Dijkstra's Algorithm

Theorems

Dijkstra's Shortest Path Theorem

Suitable Grade Level

Grades 10-12