Coatings, Год журнала: 2025, Номер 15(6), С. 660 - 660

Опубликована: Май 30, 2025

The multiscale coupling characteristics of the kinematic interface behavior mechanical transmission systems are core factors affecting system accuracy and lifetime. In this paper, we propose an innovative framework to achieve modeling from surface topographic parameters system-level dynamics response through four stages: microscopic regulation, mesoscopic wear modeling, macroscopic gap evolution, vibration prediction. Through active design laser-textured surfaces gradient coatings, contact stress distribution can be regulated keep extension; combined with physical model joint simulation technology, dynamic feedback mechanism wear–gap–vibration is revealed. Aiming at challenges data scarcity complexity, integrate enhancement migration learning techniques construct a hybrid mechanism–data-driven life prediction model. This paper breaks limitations traditional isolated analysis provides theoretical support for optimization intelligent operation maintenance high-precision systems.

Язык: Английский