Research Areas

Advanced Manufacturing Intelligence Laboratory focuses on three core research directions, dedicated to promoting the deep integration of industrial intelligence and advanced manufacturing

Intelligent Monitoring of Manufacturing Processes

Extracting critical information from high-dimensional, high-throughput manufacturing process streams, powered by industrial time-series large models for virtual metrology, anomaly monitoring, and process control — moving production lines from "post-hoc sampling inspection" to "online full inspection"

4 Research Projects

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Online Equipment Fault Diagnosis

Addressing the evolving physical characteristics and data-distribution drift across an asset's full lifecycle, lifelong learning and Bayesian deep learning together build a "diagnose–warn–predict-life" capability, deployed at General Motors, Taiyuan Heavy Industry, CITIC Dicastal, and other enterprises

6 Research Projects

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Real-Time Optimization of Production Operations

From "minute-scale recomputation" to "millisecond-scale real-time response": deep reinforcement learning and multi-objective optimization drive adaptive dynamic scheduling, closing the last mile from monitoring and diagnosis to actionable operational decisions

5 Research Projects

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30+

Research Projects

30+

Published Papers

100+

Invention Patents

10+

Industry Collaborations