Understanding complex vessel behaviors in port waters is important for maritime traffic supervision, navigation safety management, and intelligent maritime decision-making. However, existing AIS-based studies often focus on isolated behavior recognition or trajectory-level analysis, with limited integration of vessel a...
Yong-Feng Suo, Ye-Ting Lin, Lei Cui et al.· Journal of Marine Science an...· 0 citations
A multidimensional anomalous vessel behavior attribution and decision-support framework based on large language models (LLMs) that not only reveals the causal mechanisms underlying anomalous behaviors more accurately but also improves logical consistency and regulatory compliance, confirming its practical utility and d...
Yong-Feng Suo, Fangfang Luo, Tao Zhang· Journal of Marine Science an...· 0 citations
It is argued that progress will depend less on further algorithmic proliferation than on integrated, verifiable architectures that combine data-driven adaptation with model-based structure, standardized evaluation, and staged real-world assurance.
Weijun Wang, Ming-Jie Li, Bushuo Wang et al.· Journal of Marine Science an...· 0 citations
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