Federated learning for green shipping optimization and management

• Main Authors: Wang, Haoqing, Yan, Ran, Au, Man Ho, Wang, Shuaian, Jin, Yong Jimmy
• Other Authors: School of Civil and Environmental Engineering
• Format: Article
• Language: English
• Published: 2023
• Subjects: Engineering::Civil engineering; Federated Learning; Machine Learning
• Online Access: https://hdl.handle.net/10356/170317
• Institution: Nanyang Technological University

Many shipping companies are unwilling to share their raw data because of data privacy concerns. However, certain problems in the maritime industry become much more solvable or manageable if data are shared—for instance, the problem of reducing ship fuel consumption and thus emissions. In this study,...