Research

Industrial data science and artificial intelligence

Methods and systems for advanced manufacturing, Industrial Internet, automation, visualization, and decision support.

Connected manufacturing illustration01 · Connected systems

Advanced Manufacturing & Industrial Internet

Data analytics for manufacturing design, processes, and networks, including cybermanufacturing and Industrial Internet systems.

Industrial analytics illustration02 · Industrial analytics

Manufacturing Modeling, Monitoring & Control

Statistical and machine-learning methods for process modeling, quality prediction, monitoring, control, data fusion, and functional/spatio-temporal data.

Data quality illustration03 · Trustworthy AI

AI, Data Quality & Resilient Manufacturing

Data quality, resilient AI, high-quality data sharing and trading, privacy-preserving learning, and robust industrial AI systems.

Industrial robotics illustration04 · Automation

Industrial Robotics & Autonomous Systems

AI-guided domain adaptation, robotic anomaly detection, automation, and machine-learning pipelines for industrial systems.

Human AI illustration05 · Human-centered systems

Human–Machine Collaboration & Visualization

Human-machine collaboration, cognitive and adaptive visualization, visualization recommender systems, and human-guided AI.

Biomedical data illustration06 · Decision analytics

Biomedical & Decision Analytics

Data-driven modeling and decision support in organ transplantation, engineered tissues, and related biomedical systems.