Construction of an LNG Carrier Port State Control Inspection Knowledge Graph by a Dynamic Knowledge Distillation Method

• Published in: Journal of marine science and engineering Vol. 13; no. 3; p. 426
• Main Authors: Gan, Langxiong, Yang, Qihao, Xu, Yi, Mao, Qiongyao, Liu, Chengyong
• Format: Journal Article
• Language: English
• Published: Basel MDPI AG 25.02.2025
• Subjects: Accident investigations; Accuracy; Artificial intelligence; Computational linguistics; Decision making; Deep learning; Distillation; Distilling; dynamic multi-teacher weight allocation; Gas detectors; Graphs; Inspection; Inspections; Knowledge acquisition; knowledge distillation; knowledge graph; Knowledge representation; Labels; Language; Language processing; Liquefied natural gas; Marine transportation; Methods; multilayer soft label fusion; Multilayers; Natural gas; Natural language interfaces; Neural networks; Performance evaluation; port state control inspection; Ports; Recognition; Ship accidents & safety; Shipping industry; Teachers; Traffic accidents & safety; Weight; China

The Port State Control (PSC) inspection of liquefied natural gas (LNG) carriers is crucial in maritime transportation. PSC inspection requires rapid and accurate identification of defects with limited resources, necessitating professional knowledge and efficient technical methods. Knowledge distilla...