Expert Systems with Applications, Год журнала: 2025, Номер 284, С. 127885 - 127885
Опубликована: Май 7, 2025
Язык: Английский
Expert Systems with Applications, Год журнала: 2025, Номер 284, С. 127885 - 127885
Опубликована: Май 7, 2025
Язык: Английский
Engineering Applications of Artificial Intelligence, Год журнала: 2024, Номер 135, С. 108696 - 108696
Опубликована: Июнь 7, 2024
Язык: Английский
Процитировано
12Reliability Engineering & System Safety, Год журнала: 2025, Номер unknown, С. 111118 - 111118
Опубликована: Апрель 1, 2025
Процитировано
1Ocean Engineering, Год журнала: 2024, Номер 311, С. 118927 - 118927
Опубликована: Авг. 19, 2024
Ship Time Headway (STH) is the time interval between two consecutive ships arriving in same water area. It serves as a crucial indicator for visually measuring probability of ship congestion and frequency passage busy waterways. Accurately predicting STH effective maritime traffic management. In this paper, we propose deep learning method aimed at simultaneously multiple areas (multi-STH). This integrates Variational Mode Decomposition (VMD) algorithm with Spatial-Temporal Attention Graph Convolution Network (STAGCN) to deeply capture complex spatial-temporal features STHs each areas. sequences were obtained from Automatic Identification System (AIS) reach, ensuring that these remained numerically continuous on timeline. The VMD was employed decompose into multi-feature inputs STAGCN, training model conjunction inland waterway network patterns variation Extensive experiments demonstrate proposed prediction surpasses accuracy robustness other existing methods, exhibiting excellent performance various multi-STH study accounts inherent correlation waterways, substantially improving efficiency compared single-waterway prediction. may have potential provide useful support be practical significance enhancing safety waterways navigation.
Язык: Английский
Процитировано
5Ocean Engineering, Год журнала: 2025, Номер 319, С. 120276 - 120276
Опубликована: Янв. 2, 2025
Язык: Английский
Процитировано
0Expert Systems with Applications, Год журнала: 2025, Номер 284, С. 127885 - 127885
Опубликована: Май 7, 2025
Язык: Английский
Процитировано
0