Comprehensive Failure Analysis of Roller Element Bearings Across Diverse Operating Conditions

The failure modes of rolling element bearings under various operating conditions, including as load, speed, temperature, and lubrication regimes, are reviewed in detail in this work. This study offers a thorough understanding of bearing dependability by examining important failure processes, such as fatigue, wear, corrosion, and brinelling, along with cutting-edge diagnostic methods, such as vibration analysis and AI- based predictive maintenance. The results shed light on mitigation tactics and emphasize how important condition monitoring is to reducing bearing failures in industrial settings.