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Construction of Typical Sailing Conditions for Harbor Tugs Based on WOA-K-Means++ Clustering and Hidden Markov Models

The global shipping industry faces severe carbon emission challenges. Harbor tugs, as significant contributors to port emissions, require improved energy efficiency. However, their sailing conditions are complex and dynamic, making temporal feature characterization difficult with traditional static...

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Principais autores: Zhao Li, Wuqiang Long, Hua Tian
Format: Artigo
Sprog:Inglês
Udgivet: MDPI AG 2026-01-01
Serier:Journal of Marine Science and Engineering
Fag:
harbor tug
sailing condition
principal component analysis
whale optimization algorithm
K-means++ clustering
hidden Markov model
Online adgang:https://www.mdpi.com/2077-1312/14/3/270
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