AI-based Monitoring and Adaptive Control

Meeting & Discussion

This solution integrates low-noise vibration sensors with edge computing technology into a single module. Through envelope spectrum analysis and signal filtering techniques, it extracts effective sensing signals to establish a bearing operation health index, enabling real-time monitoring of spindle bearing conditions.
By analyzing signals from current, vibration, and non-contact sensors, a grinding process decision model is constructed to diagnose the grinding wheel condition in real time.
Spindle Condition Monitoring:Establishes a bearing health index based on signal characteristics to ensure machining quality.
Adaptive Control of the Grinding Spindle:Builds a grinding process decision-making model to diagnose the grinding wheel condition in real time, and adjusts grinding parameters through adaptive control to ensure overall process efficiency.
the system enables real-time assessment of spindle health.

TUNG PEI INDUSTRIAL CO., LTD.

Founded in 1966, Tung Pei Industrial Co., Ltd. specializes in the production and development of precision ball bearings and related components. "TPI" is used as a symbol of its bearing brand and corporate vitality. Tung Pei's bearings hold over 50% of the domestic market share, with domestic sales and exports each accounting for 50%. Exports reach 38 countries across Asia, Europe, America, and Oceania. Their products are used in industries including automotive, motorcycles, industrial and specialty motors, home appliances, bicycles, sports equipment, and the consumer electronics industry.