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Fig 1.

The flowchart of the provided algorithm.

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Table 1.

27 types of AIS message meanings.

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Table 1 Expand

Fig 2.

Schematic diagram of GCN structure.

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Fig 3.

Construction of Gated Recurrent Unit Neural Network.

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Fig 4.

T-GCN computation flow diagram.

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Fig 5.

The study of case study.

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Fig 6.

The trajectory interpolation of the ship (MMSI: 211377300).

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Fig 7.

The trajectory interpolation of the ship (MMSI: 229633000).

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Table 2.

The error of the predictive model.

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Table 2 Expand

Fig 8.

The parameters of different models.

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Table 3.

The error of the predictive model.

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Table 3 Expand

Fig 9.

The ship’s trajectory of study case.

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Fig 10.

The ship congestion heatmap.

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Fig 11.

Correlation validation and linear regression analysis between vessel density and Speed Performance Index.

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