Intelligent quality control method for marine buoy data based on transformer encoder and BiLSTM

Intelligent quality control method for marine buoy data based on transformer encoder and BiLSTM

Ocean moored buoys are essential ocean monitoring devices that are permanently moored in the sea to collect real-time hydrological and meteorological data. In response to the anomalies and missing data in datasets collected from ocean moored buoys, this paper innovatively established an intelligent...

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Bibliographic Details
Main Authors: Miaomiao Song, Saiyu Gao, Shixuan Liu, Yuzhe Xu, Shizhe Chen, Jiming Zhang, Wenqing Li, Keke Zhang, Xiao Fu
Format: Article
Language:English
Published: Frontiers Media S.A. 2025-04-01
Series:Frontiers in Marine Science
Subjects:
ocean moored buoy
data quality control
transformer encoder
BiLSTM
anomaly detection
data correction
Online Access:https://www.frontiersin.org/articles/10.3389/fmars.2025.1528587/full
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