A* Search Calculator

Enter a start node, end node, and heuristic description to illustrate the A* search algorithm.

Inputs

How to use

Enter a start node, end node, and heuristic description. The calculator returns an example path and cost for demonstration purposes.

Methodology

All calculations are strictly based on the A* Search Algorithm as outlined in authoritative graph theory resources. See the citations section for the primary reference.

Glossary of Terms

  • Start Node: The initial point in the pathfinding process.
  • End Node: The destination point in the pathfinding process.
  • Heuristic Function: A function that estimates the cost to reach the goal from a given node.
  • Path: The sequence of nodes from start to end.
  • Cost: The total cost associated with the path.

Frequently Asked Questions (FAQ)

What is the A* Search Algorithm?

The A* Search Algorithm is a popular pathfinding and graph traversal algorithm used to find the most efficient path between nodes in a graph.

How does the heuristic function influence the algorithm?

The heuristic function estimates the cost to reach the goal from a node, guiding the algorithm in selecting the most promising path.

Can A* handle graphs with varying edge weights?

Yes, A* can handle graphs with varying edge weights by incorporating these weights into the cost calculations.

Is A* guaranteed to find the shortest path?

Yes, if the heuristic function is admissible and consistent, A* is guaranteed to find the shortest path.

What are some applications of the A* Search Algorithm?

A* is widely used in AI for games, robotics, and network routing to find optimal paths efficiently.

Full original guide (expanded)

The A* cost function is defined in the formulas section below and is the basis for the example results displayed by this tool.

Formulas

A* evaluation function:

\[ f(n) = g(n) + h(n) \]
  • $f(n)$: Total estimated cost of the path through node $n$
  • $g(n)$: Cost from the start node to node $n$
  • $h(n)$: Heuristic estimate from $n$ to the goal
Citations

Sources (authoritative):

Changelog
Changelog
Version: 0.1.0-draft
Last code update: 2026-01-19
0.1.0-draft · 2026-01-19
  • Initial audit spec draft generated from HTML extraction (review required).
  • Verify formulas match the calculator engine and convert any text-only formulas to LaTeX.
  • Confirm sources are authoritative and relevant to the calculator methodology.
Verified by Ugo Candido on 2026-01-19
Last Updated: 2026-01-19
Version 0.1.0-draft