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cs.LG2026
Realistic Curriculum Reinforcement Learning for Autonomous and Sustainable Marine Vessel Navigation
Zhang Xiaocai, Xiao Zhe, Liang Maohan +3
Sustainability is becoming increasingly critical in the maritime transport, encompassing both environmental and social impacts, such as Greenhouse Gas (GHG) emissions and navigatio…
cs.LG2024
Exploring Key Factors for Long-Term Vessel Incident Risk Prediction
Tianyi Chen, Hua Wang, Yutong Cai +2
Factor analysis acts a pivotal role in enhancing maritime safety. Most previous studies conduct factor analysis within the framework of incident-related label prediction, where the…
cs.LG2021
An Unsupervised Learning Method with Convolutional Auto-Encoder for Vessel Trajectory Similarity Computation
Maohan Liang, Ryan Wen Liu, Shichen Li +3
To achieve reliable mining results for massive vessel trajectories, one of the most important challenges is how to efficiently compute the similarities between different vessel tra…