Data Infrastructure

Building a comprehensive industrial equipment lifecycle database for analysis.

A large industrial cylindrical machine wrapped in a turquoise covering is positioned in a spacious factory setting with high ceilings and overhead beams. The machinery has visible gears and is mounted on a sturdy base. Nearby on the floor, there is a blue motor and various pieces of metal equipment scattered around. The industrial environment is well-lit, with natural light coming from the windows above.
A large industrial cylindrical machine wrapped in a turquoise covering is positioned in a spacious factory setting with high ceilings and overhead beams. The machinery has visible gears and is mounted on a sturdy base. Nearby on the floor, there is a blue motor and various pieces of metal equipment scattered around. The industrial environment is well-lit, with natural light coming from the windows above.
Sensor Data Analysis

Multi-rate sensor data collection for critical equipment types.

A computer screen displaying a graphical interface with technical information, possibly related to manufacturing or machinery operation. The interface includes a diagram of an industrial machine, text in Cyrillic script, and various numerical data.
A computer screen displaying a graphical interface with technical information, possibly related to manufacturing or machinery operation. The interface includes a diagram of an industrial machine, text in Cyrillic script, and various numerical data.
Intelligent Systems

Developing a four-layer architecture for predictive maintenance strategies.

An industrial machine part painted in bright orange, featuring pipes, bolts, and connectors. The equipment is placed on a surface covered with small pebbles, with other mechanical components in the background.
An industrial machine part painted in bright orange, featuring pipes, bolts, and connectors. The equipment is placed on a surface covered with small pebbles, with other mechanical components in the background.
An intricate network of large red and orange industrial pipes and valves, along with metallic components. The system appears robust and well-constructed, with shadows and sunlight casting dynamic patterns on the surfaces. A pathway runs alongside, suggesting accessibility for maintenance.
An intricate network of large red and orange industrial pipes and valves, along with metallic components. The system appears robust and well-constructed, with shadows and sunlight casting dynamic patterns on the surfaces. A pathway runs alongside, suggesting accessibility for maintenance.
Validation Phase

Testing scenarios for wind turbine gearbox and CNC machines.

Expert Reports

Collecting expert diagnosis reports and repair records for insights.