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Depth-limited search

As explained in Optimization Algorithms: AI techniques for design, planning, and control problems

A depth-first search variant that stops expanding a branch after a specified maximum depth.

Depth-limited search (DLS) is a depth-first search variant that stops expanding a branch after a predetermined maximum depth. It prevents DFS from following an unbounded branch indefinitely. section 3.3.2 section 3.6

Use the depth limit to control the main trade-offs:

  • Set a maximum depth and stop expanding any branch that reaches it. section 3.3.2
  • Retain DFS’s low-memory behavior, while accepting that a solution beyond the limit will not be found. section 3.3.2 section 3.6
  • Choose the bound with the search space in mind; iterative deepening search increases it repeatedly when the goal depth is unknown. section 3.6

Search depth in path planning

A vehicle path-planning search can follow DFS branches and trace a route after reaching the goal; a depth limit constrains how far any branch may be explored. section 3.3.2

How Optimization Algorithms: AI techniques for design, planning, and control problems covers it

How deep it goes
Defines the depth bound and its termination effect, but does not detail a separate implementation or tuning procedure.
Examples
Situates constrained search alongside vehicle path planning and 8-puzzle examples developed for depth-first search.
What it assumes
Assumes graph-search and depth-first-search concepts while defining DLS as their depth-constrained form.
What you can do after
Evaluate when a depth bound can prevent unbounded exploration while preserving depth-first search’s low-memory advantage.
How it connects
Connects depth-first search with iterative deepening search, breadth-first search, Dijkstra’s algorithm, uniform-cost search, and bidirectional search.

Related concepts

This explainer was generated by Manning's knowledge graph from the text of Optimization Algorithms: AI techniques for design, planning, and control problems. The section links point to the parts of the book it draws on.