Predictive Maintenance
Solution 04
Predictive Maintenance
Redefining Equipment Lifecycle Management
For hidden mechanical fatigue and early failures during industrial equipment operation, using multi-modal sensors to collect real-time equipment status data and AI algorithms to precisely predict equipment degradation trends, transforming reactive maintenance into proactive defense.
Why
Equipment failure downtime is one of the most costly events in industrial production. Maxta deploys industrial vertical models that deeply understand equipment physics, moving beyond simple threshold alarms to capture fault features through deep learning that humans cannot detect, truly achieving "preventive medicine" for equipment.
Vertical Model Driven
Multi-modal Data Fusion & Weak Feature Early Warning
On the sensing end, the system breaks through single-sensor limitations, fusing high-precision microphones, magnetic flux, ultrasound, and current/voltage multi-modal high-frequency data; on the computing end, embedded AI and cloud models collaborate to automatically strip complex industrial background noise and precisely capture early weak mechanical fatigue features. This achieves high health rate, high utilization, high safety while maintaining low energy consumption, low maintenance costs, and low lifecycle costs.
Motor Full Lifecycle Predictive Maintenance
Industry Pain Point
Manual inspection faces harsh high-temperature, high-dust environments with huge workloads prone to missed or false inspections. Critical motor sudden failures cause massive economic losses.
System Benefit
Key Equipment Multi-dimensional Monitoring Model
Industry Pain Point
Single sensors cannot fully characterize complex equipment health. Hidden mechanical fatigue and early fault features are only passively discovered after severe deterioration.
System Benefit
Manufacturing Equipment Lifetime Prediction Model
Industry Pain Point
Sudden failures of complex automated equipment directly paralyze entire production lines. Human experience cannot quantify core component fatigue and remaining useful life (RUL).
System Benefit
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Whether it's intelligent manufacturing quality control, predictive maintenance, smart scheduling, or industrial energy optimization, Maxta delivers complete industry AI solutions validated in production environments, built on MaxtaOS + MaxModel.