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Visual Analysis of the Product Supply Chain in Smart Manufacturing and Industry 4.0
The Hong Kong University of Science and Technology Department of Computer Science and Engineering PhD Thesis Defence Title: "Visual Analysis of the Product Supply Chain in Smart Manufacturing and Industry 4.0" By Mr. Dong SUN Abstract The product supply chain often includes the purchase of raw materials, production, product distribution, and the sale of products. The exploration and analysis of the data in the product supply chain is important for evaluating the operation of the product supply chain, identifying potential problems, improving the supply chain, and adjusting the strategy for product supply in response to market changes However, challenges exist due to the huge amount of data, the complicated relationship between different components of the product supply chain, the increasing number and complexity of the machine learning models used, and the uncertainty of the market. Prior studies on visualizing the data in the product supply chain lack a detailed comparison of different algorithm outputs and do not show the reason for the difference between the outputs. What's more, the uncertainty of the market is not considered in these studies, which makes it difficult for users to adjust the product supply chain in case of market changes. In this thesis, I propose visual analytics approaches for exploring and diagnosing multiple stages of the product supply chain. Specifically, the approaches support the detailed comparison and selection of product demand forecasting models, enable the fast exploration and comparison of different production plans, allow a quick adjustment to a production plan in case of market changes, and help users to explore, inspect and diagnose the strategy for the multistage distribution of products. The effectiveness and usability of the proposed approaches are demonstrated by case studies with real-world datasets of the product supply chain and interviews with experts working on managing the product supply chain in large manufacturing companies. Date: Tuesday, 10 August 2021 Time: 10:00am - 12:00noon Zoom Meeting: https://hkust.zoom.us/j/3941396622 Chairperson: Prof. Shuhuai YAO (MAE) Committee Members: Prof. Ting Chuen PONG (Supervisor) Prof. Huamin QU (Supervisor) Prof. Siu Wing CHENG Prof. Xiaofang ZHOU Prof. Fugee TSUNG (IEDA) Prof. Jinwook SEO (Seoul National University) **** ALL are Welcome ****