Skip to main navigation Skip to search Skip to main content

Multi-objective rough surface reconstruction with texture inheritance: Coupling multi-scale primitives and tribological performance via NSGA-II

  • Yaqian Wang
  • , Liqin Wang*
  • , Maokuan Bao
  • , Ning Feng
  • , Jiqiang Wu*
  • , Jingjing Zhang
  • *Corresponding author for this work
  • Harbin Institute of Technology
  • AECC Harbin Bearing Corporation Ltd

Research output: Contribution to journalArticlepeer-review

Abstract

The microstructural features of ultra-precision bearing surfaces play a decisive role in lubrication performance and interfacial behavior, while conventional reconstruction methods struggle to simultaneously inherit precision machining textures and optimize tribological properties. This study proposes a texture-inheriting, multi-objective rough surface reconstruction method based on NSGA-II. Through multi-scale primitive regulation and adaptive parameter set constraints, the reconstructed surfaces inherit texture from the original and achieve substantial improvements in both film thickness ratio and average contact gap. Analysis using a surrogate–high-fidelity dual lubrication model indicates that primary primitive determines the upper limit of overall surface performance, whereas detail primitives govern stability and local responsiveness, with optimization efficacy relying on their synergistic interaction. Experimental comparisons demonstrate that the reconstructed surfaces achieve a friction coefficient matrix accuracy of over 92 % compared to real surfaces, confirming both the high reconstruction precision and effective texture inheritance capability of the proposed method.

Original languageEnglish
Article number111532
JournalTribology International
Volume216
DOIs
StatePublished - Apr 2026

Keywords

  • Multi-objective optimization
  • Multi-scale primitives
  • Rough surface reconstruction
  • Texture inheritance

Fingerprint

Dive into the research topics of 'Multi-objective rough surface reconstruction with texture inheritance: Coupling multi-scale primitives and tribological performance via NSGA-II'. Together they form a unique fingerprint.

Cite this