Predict Vessel Traffic with Weather Conditions Based on Multimodal Deep Learning

Vessel management calls for real-time traffic flow prediction, which is difficult under complex circumstances (incidents, weather, etc.). In this paper, a multimodal learning method named Prophet-and-GRU (P&G) considering weather conditions is proposed. This model can learn both features of the...

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Bibliographic Details
Main Authors: Hu Xiao, Yan Zhao, Hao Zhang
Format: Article
Language:English
Published: MDPI AG 2022-12-01
Series:Journal of Marine Science and Engineering
Subjects:
Online Access:https://www.mdpi.com/2077-1312/11/1/39