Deep learning-powered vessel traffic flow prediction with spatial-temporal attributes and similarity grouping

Yan Li, Maohan Liang, Huanhuan Li, Zaili Yang, Liang Du, Zhongshuo Chen

Abstract: Highlights•Multi-perspective systematic analysis of ship trajectory prediction research.•Comparative analysis of eleven methods to reveal their advantages and disadvantages.•Applicability of the eleven extracted methods under difficult circumstances.•New solutions to STP for future hybrid traffic of manned and unmanned ships.