In-line acoustic-emission (AE) monitoring system for heavily loaded, low-speed roller bearings used by operators and maintenance teams in offshore heavy lifting, wind, FPSOs/turrets and infrastructure. Captures and analyzes high-frequency acoustic signatures to identify degradation mechanisms, track progression, and precisely locate bearing damage to enable predictable, substantiated maintenance.