Case Study: Detecting bearing lubrication issue in a compressor with DataMind AI™
By Razor Labs 5 min read SHARE At a coal mining site, DataMind AI™ identified abnormal vibration behavior in one of the site’s critical compressors – far above what was observed in comparable units. Rather than flagging a generic fault, the system leveraged AI-driven sensor fusion and comparative analytics to trace the issue to an […]
Case Study Snippet: Sensor Fusion Identifies Mechanical Degradation in Sinter Fan Before Failure
By Razor Labs 5 min read SHARE At a leading alloys production site, DataMind AI™ flagged early signs of mechanical degradation in a critical sinter fan – well before any traditional system raised concern. By analyzing subtle vibration behavior using sensor fusion and multi-signal inputs, the platform pinpointed a misaligned coupling and impeller imbalance caused […]
Case Study: DataMind AI™ Prevents Conveyor Motor Failure by Detecting Hidden Bearing Fluting
By Razor Labs 5 min read SHARE At a large coal mining operation, Razor Labs deployed DataMind AI™ to monitor multiple conveyor drives – critical components responsible for continuous material transport. Shortly after deployment, the system flagged early-stage deterioration in one of the motors. While traditional monitoring tools indicated a general bearing issue, they failed […]
Case Study Snippet: Early Detection of Bearing Failure in a Critical Pump Using DataMind AI™
By Razor Labs 5 min read SHARE At a large power plant, a critical high-performance pump motor began showing subtle vibration behavior that conventional systems failed to detect. DataMind AI™ identified the early signs of bearing degradation through advanced real-time analysis – before any alarms were triggered or damage occurred. The insights enabled the team […]
Case Study Snippet: Visual AI Detects Crusher Liner Wear and Prevents Production Risks
By Razor Labs 5 min read SHARE Discover how DataMind AI™ Visual AI Monitoring helped a ferroalloy site identify subtle material flow anomalies after the jaw crusher – well before visible failure signs appeared. Through continuous monitoring of size distribution trends, the system provided early, actionable insights that enabled proactive maintenance during planned downtime – […]
Case Study: DataMind AI™ Prevents Sinter Fan Failure by Detecting Lubrication Issues and Mechanical Looseness
By Razor Labs 5 min read SHARE DataMind AI™ was deployed at a chrome smelter to monitor critical assets, including sinter fans responsible for maintaining airflow and process stability during the sintering stage. Any failure in these fans can cause serious disruption to production. DataMind AI™ identified early signs of lubrication degradation and mechanical looseness […]
Case Study: Detecting a Critical Centrifuge Drum Imbalance with DataMind AI™
By Razor Labs 5 min read SHARE DataMind AI™ was installed at a major coal site to monitor critical equipment, including a high-speed centrifuge essential for material separation. Any failure or imbalance could disrupt production and lead to costly downtime. Following a routine stoppage, DataMind AI™ detected an abnormal increase in vibration levels, signaling a […]
Case Study: DataMind AI™ Identifies Gearbox Tooth Damage in Ball Mill and Ensures Operational Continuity
By Razor Labs 5 min read SHARE DataMind AI™ was installed at an iron ore mining site in Australia to monitor critical equipment, including the Ball Mill. The site had historically faced recurring gearbox failures, leading to costly unplanned downtime and safety risks. Shortly after installation, DataMind AI™ flagged the Ball Mill gearbox with an “Alarm” […]
Case Study: DataMind AI™ Detects Hidden Pump Issues and Prevents Costly Shutdowns
By Razor Labs 5 min read SHARE DataMind AI™ was installed at a coal mining site in Africa to monitor critical equipment, including slurry pumps. The site had historically relied on manual periodic vibration testing. Shortly after installation, DataMind AI™ flagged a pump with an “Alarm” status, raising concerns since manual vibration testing had not […]
Case Study: DataMind AI Detects Compressor Gearbox Deterioration Minimizing Shutdown Time
By Razor Labs 5 min read SHARE DataMind AI is a robust maintenance and diagnostic solution that offers automated failure detection, diagnosis, and prescriptive actions. Deployed at a vanadium ore production site, DataMind AI monitors multiple machines, including the compressor gearbox. The case study highlights how DataMind AI’s unique spectral trend, cleaned by operation mode […]
