● Open Access

Multi-Scale Temporally Enhanced Bearing Fault Diagnosis under Variable-Load Conditions

Xinyu Chen, Maoxiang Jiang, Haihong Wang

Vol. 9, No. 1
Year 2026
Pages 110-120
Published 2026

Abstract

This paper proposes a multi-scale temporally enhanced approach for bearing fault diagnosis under variable-load conditions. The method integrates multi-scale feature extraction with temporal enhancement mechanisms to capture both fine-grained and long-range dependencies in vibration signals, enabling robust fault classification across diverse operating conditions.

Keywords:Bearing fault diagnosisMulti-scale analysisTemporal enhancementVariable-load conditionsVibration signals