PolyU Webinar on Advanced AI for Machine and Process Monitoring in Digital Manufacturing

The PolyU Webinar named “Advanced AI for Machine and Process Monitoring in Digital Manufacturing” was organized by ISE Depart., PolyU on 27^th Feb 2024. This seminar introduced the recent methodological advances of deep learning-based approaches in solving these problems for smart and sustainable manufacturing. Dr. Min Xia (Asso. Professor, Western University, Canada) was the guest speaker. He firstly introduced his background and Western University. 

Firstly, he briefed the AI, ML & DL as well as the history of AI and asked if Generative AI is the third wave.

Then he introduced some typical applications of machine learning in manufacturing. 

After that Dr. Mix Xia introduced his focused researches including i) Intelligent monitoring of complex machines; ii) Intelligent monitoring and optimization of advanced manufacturing processes; and iii) renewable energy prediction in smart grid.

Finally, he discussed some challenges in his researches such as massive unlabeled data, sensor fusion, lack of data and working condition variability, the degradation process, out-of-distribution data (OOD) and build scientific machine learning model.

Reference

ISE research seminar series - https://www.polyu.edu.hk/ise/news-and-events/event/2024/2/2024-02-27-ise-research-seminar-series/