题目：From Localized Optimization to Generative Strategy: A New Paradigm of Human-Centric, AI-Augmented Automation for Sustainable Logistics and Design
时间：2026年5月26日 14:00-16:30
地点：350vip8888新葡的京集团 F310会议室
邀请人：郑美妹 副教授（工业工程与管理系）
Biography
Ka Man Lee is currently an Associate Professor in the Department of Industrial and Systems Engineering at The Hong Kong Polytechnic University. Her research interests include logistics and supply chain management, Industrial Internet of Things (IIoT), cyber-physical systems, data analytics, Industry 4.0, blockchain, digital twins, and reinforcement learning for optimization problems. She is the program leader of BSc(Hons) Enterprise Engineering with Management and BSc(Hons) Engineering Management with Data Analytics, as well as the scheme leader of Intelligent Supply Chain and Engineering Management. She serves as the Lab-in-Charge of the Cyber-Physical Systems Laboratory. She is the recipient of the Silver Medal at the 47th International Exhibition of Inventions of Geneva in 2019 and the Bronze Medal at the 49th International Exhibition of Inventions of Geneva in 2024, as well as the Outstanding Paper Award of the Emerald Network Awards in 2019. Currently, she serves as a Senior Editor of Industrial Management and Data Systems, an Associate Editor of IEEE Transactions on Consumer Electronics and Journal of Engineering Design, and a Guest Editor for several journals such as Advanced Engineering Informatics, IEEE Sensors, and Engineering Design. She is a Fellow of the Institute of Higher Education, a Senior Member of IEEE, and served as the Chairlady of the IET MIES Hong Kong Chapter from 2019 to 2020.
Abstract
This seminar presents a paradigm shift in the application of Artificial Intelligence (AI) within industrial systems. Moving beyond large-scale, data-hungry models, we propose a framework of "Strategic Lightweight AI"—integrating efficient, domain-specific Small Language Models (SLMs) and Generative AI to create human-centric, explainable, and sustainable cyber-physical systems. Drawing directly from the research of Dr. Carman LEE’s team, we will demonstrate how this paradigm simultaneously solves operational bottleneck. The seminar examines the next frontier in industrial engineering: creating symbiotic systems where specialized, lightweight AI handles adaptive coordination and generative tasks, freeing human experts to focus on higher-level strategy, exception management, and ethical governance. This seminar will introduce Retrieval-Augmented Generation (RAG) and fine-tuning of a foundational LLM on TRIZ contradiction matrices and eco-design case studies. This creates a system that, given a design problem, deeply embedded in the domain context, working in partnership with human intelligence.
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地址：上海市东川路800号350vip8888新葡的京集团闵行校区350vip8888新葡的京集团
邮编：200240
Email：sjtume@sjtu.edu.cn