Math Problem Statement
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:
- Initialize Distances: Start at vertex A and set the distance to 0. Set the distance to all other vertices as infinity initially.
- Update Neighbors: For each vertex, update the distances to its neighboring vertices by adding the weight of the connecting edge.
- 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:
-
Start at A:
- Current known distances:
A = 0 (starting point),
D = 19,
B = 18.
Other vertices are still infinity.
- Current known distances:
-
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.
- Update distances from B:
-
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.
- Update distances from D:
-
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.
- Update distances from E:
-
Move to C:
- Update distances from C:
F = 33 (C → F via edge 16).
No shorter paths found for other vertices.
- Update distances from C:
-
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.
- Update distances from H:
-
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.
- Update distances from F:
-
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:
- How does Dijkstra's algorithm work in graphs with negative weights?
- What is the difference between Dijkstra's and Bellman-Ford algorithms?
- Can Dijkstra’s algorithm be used for unweighted graphs?
- What are the time complexity considerations of Dijkstra's algorithm?
- 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