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P. Heiselberg

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#machine learning Preprint Sep 2026

TempTPI: Informer-Based trajectory prediction for maritime vessels

Experimental results demonstrate that TempTPI consistently outperforms existing methods across prediction windows of 1 to 5 hours, and achieves a 55% improvement in Mean Squared Error (MSE) at a 5-hour horizon, offering a robust solution for long-range maritime situational awareness.

Kevin Ferneding, Veronika Lietavcova, Aleksandra M. Blachowiak et al. · 0 citations

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