Skip to contentScholarGate
LibraryBookshelfDeskReview StudioAssistant
Sign in
Variable Neighborhood Search/Evidence
Method evidence record

Variable Neighborhood Search

Variable Neighborhood Search (VNS) is a metaheuristic optimization framework introduced by Mladenović and Hansen in 1997. It escapes local optima by systematically switching among a predefined set of neighborhood structures — first perturbing the current solution (shaking) to reach a different region of the search space, then applying a local search within that region, and finally accepting the new solution only if it improves the incumbent. The method is flexible enough to handle combinatorial problems (routing, scheduling, graph problems) as well as continuous optimization, making it one of the most widely used neighborhood-based metaheuristics in operations research.

Sources recorded, not reviewed

Source record

Citations copied verbatim from the method’s source record. No claim-level verification is inferred from them.

Variable Neighborhood Search (VNS)
Taxonomic method record · process-pipeline / optimization
  • Mladenović, N. & Hansen, P. (1997). Variable Neighborhood Search. Computers & Operations Research, 24(11), 1097–1100. · DOI 10.1016/S0305-0548(97)00031-2
  • Hansen, P., Mladenović, N., Brimberg, J. & Pérez, J.A.M. (2019). Variable Neighborhood Search: Basics and Variants. EURO Journal on Computational Optimization, 7(1), 3–56. · DOI 10.1007/978-3-319-91086-4_3
Open full method

Curated claims

Claims persisted in the evidence ledger, each with its own assessment.

No curated claims yet

This view does not invent a claim assessment when the ledger has none.

Related methods

Generated from the method graph and shown as machine-suggested relations — no evidence claim is inferred.

Same method familyGenetic Algorithmmachine-suggested · Relational suggestion, not evidence.Same method familyHarmony Searchmachine-suggested · Relational suggestion, not evidence.Same method familySimulated Annealingmachine-suggested · Relational suggestion, not evidence.Same method familyTabu Searchmachine-suggested · Relational suggestion, not evidence.

Evidence status

Sources recorded, not reviewed

Bibliographic sources are present. Claim-level evidence review has not been performed.

Sources

2 recorded citations, copied from the method source record.

Actions

Open method page
ScholarGate

A content-first reference library for research methods — what each one is, how it works, and where it comes from.

Open data (CC-BY)

Explore

  • Library
  • Search the library…
  • Browse by field
  • Fields
  • Journey
  • Compare
  • Which method?

Reference

  • Subjects
  • Atlas
  • Glossary
  • Methodology
  • Philosophy

Your tools

  • Bookshelf
  • Desk
  • Chat

Company

  • About
  • Pricing
  • Contact
  • Suggest a method

Entries are compiled from published sources for reference. Verifying the accuracy and suitability of any information for your own use remains your responsibility.

© 2026 ScholarGate · A research-method reference library
  • Privacy
  • Cookies
  • Terms
  • Delete account