Machine Learning, Multi Agent and Cyber Physical Systems - Proceedings of the 15th International Flins Conference (Flins 2022)

FLINS, an acronym originally for Fuzzy Logic and Intelligent Technologies in Nuclear Science, was inaugurated by Prof. Da Ruan of the Belgian Nuclear Research Center (SCK-CEN) in 1994 with the purpose of providing PhD and Postdoc researchers with a platform to present their research ideas in fuzzy logic and artificial intelligence. For more than 28 years, FLINS has been expanded to include research in both theoretical and practical development of computational intelligent systems.

With this successful conference series: FLINS1994 and FLINS1996 in Mol, FLINS1998 in Antwerp, FLINS2000 in Bruges, FLINS2002 in Gent, FLINS2004 in Blankenberge, FLINS2006 in Genova, FLINS2008 in Marid, FLINS2010 in Chengdu, FLINS2012 in Istanbul, FLINS2014 in Juan Pesoa, FLINS2016 in Roubaix, FLINS2018 in Belfast and FLINS2020 in Cologne, FLINS2022 was organized by Nankai University, and co-organized by Southwest Jiaotong University, University of Technology Sydney and Ecole Nationale Supérieure des Arts et Industries Textiles of University of Lille. This unique international research collaboration has provided researchers with a platform to share and exchange ideas on state-of-art development in machine learning, multi agent and cyber physical systems.

Following the wishes of Prof. Da Ruan, FLINS2022 offered an international platform that brought together mathematicians, computer scientists, and engineers who are actively involved in machine learning, intelligent systems, data analysis, knowledge engineering and their applications, to share their latest innovations and developments, exchange notes on the state-of-the-art research ideas, especially in the areas of industrial microgrids, intelligent wearable systems, sustainable development, logistics, supply chain and production optimization, evaluation systems and performance analysis, as well as risk and security management, that have now become part and parcel of Fuzzy Logic and Intelligent Technologies in Nuclear Science.

This FLINS2022 Proceedings has selected 78 conference papers that cover the following seven areas of interests:

1. Evolving Deep and Transfer Learning Models for Computer Vision and Medical Imaging,
2. Applications, Theories and New Trends for Networked Systems,
3. Intelligent wearable systems and computational techniques,
4. Decision making under uncertainty: emerging topics and applications,
5. Computational Techniques Based Intelligent Manufacturing Systems in Process Industry,
6. Computational Intelligence for Sustainability, and
7. Advances in Reasoning Based Rational Decision Making.

FLINS（模糊邏輯和核能科學中的智能技術）是由比利時核能研究中心（SCK-CEN）的Da Ruan教授於1994年創立的，旨在為博士和博士後研究人員提供一個平台，展示他們在模糊邏輯和人工智能方面的研究思想。28年來，FLINS已擴展到包括計算智能系統的理論和實際發展的研究。

FLINS系列國際會議自1994年的FLINS1994和FLINS1996在Mol舉辦，之後分別在Antwerp、Bruges、Gent、Blankenberge、Genova、Marid、Chengdu、Istanbul、Juan Pesoa、Roubaix、Belfast和Cologne舉辦。FLINS2022由南開大學主辦，西南交通大學、悉尼科技大學和里爾大學國家高級紡織藝術和工業學院共同協辦。這個獨特的國際研究合作為研究人員提供了一個平台，分享和交流機器學習、多智能體和物聯網系統的最新發展。

根據Da Ruan教授的願望，FLINS2022提供了一個國際平台，匯集了數學家、計算機科學家和工程師，他們積極參與機器學習、智能系統、數據分析、知識工程及其應用等領域，分享他們的最新創新和發展，交流最前沿的研究思想，特別是在工業微電網、智能可穿戴系統、可持續發展、物流、供應鏈和生產優化、評估系統和性能分析以及風險和安全管理等方面，這些已成為模糊邏輯和核能科學中的重要組成部分。

本次FLINS2022會議選擇了78篇會議論文，涵蓋以下七個感興趣的領域：

1. 演化深度學習和轉移學習模型在計算機視覺和醫學影像中的應用；
2. 網絡系統的應用、理論和新趨勢；
3. 智能可穿戴系統和計算技術；
4. 不確定性下的決策制定：新興主題和應用；
5. 基於計算技術的過程工業智能製造系統；
6. 可持續發展的計算智能；以及
7. 基於推理的理性決策的進展。

以上是FLINS2022會議的論文集。