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March 3, 2026
Energy consumption prediction for electric tugboats using GA-BiLSTM and adaptive operational mode recognition
TY
Tianchi Yan
YW
Yongxing Wang
WY
W. Samantha Yuan
Jiangsu University of Science and Technology
Key Points
Energy consumption predictions were made for electric tugboats, likely improving operational insights.
Using a GA-BiLSTM algorithm, predictions were calculated employing advanced data processing techniques.
The methodology involved adaptive operational mode recognition to enhance prediction accuracy for tugboats.
Implications suggest that improved energy management strategies may lead to cost efficiencies and emissions reductions.
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Energy consumption prediction for electric tugboats using GA-BiLSTM and adaptive operational mode recognition | Synapse
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Yan et al. (Thu,) studied this question.
synapsesocial.com/papers/69a766edbadf0bb9e87defb3
https://doi.org/https://doi.org/10.1016/j.oceaneng.2026.124491