Process of real-time data gathered from the AIS device, as well as the trajectory extraction, AIS validity filtering, noise filtering, and the final preprocessed trajectory.

Process of real-time data gathered from the AIS device, as well as the trajectory extraction, AIS validity filtering, noise filtering, and the final preprocessed trajectory.

<p>Process of real-time data gathered from the AIS device, as well as the trajectory extraction, AIS validity filtering, noise filtering, and the final preprocessed trajectory.</p>

محفوظ في:
التفاصيل البيبلوغرافية
المؤلف الرئيسي: Umar Zaman (19859645) (author)
مؤلفون آخرون: Junaid Khan (4276162) (author), Eunkyu Lee (5967341) (author), Awatef Salim Balobaid (19859648) (author), R. Y. Aburasain (19859651) (author), Kyungsup Kim (19859654) (author)
منشور في: 2024
الموضوعات:
Biological Sciences not elsewhere classified
Mathematical Sciences not elsewhere classified
Information Systems not elsewhere classified
recurrent neural network
models &# 8212
method &# 8217
mean square error
mean absolute error
maritime traffic safety
improvement effectively enhances
holds immense significance
gated recurrent unit
first involves preprocessing
experimental results reveal
deep learning innovations
deep learning algorithms
average displacement error
automatic identification system
rnn ), gru
lstm &# 8212
erroneous data points
ade ), demonstrates
ship trajectory prediction
trajectory prediction
lstm ),
linear ade
gru ).
fde ),
using metrics
term memory
substantially reduced
specific characteristics
second focuses
robust foundation
remove outliers
promising advancements
predict trajectories
paper introduces
orderly management
next hour
extract features
environmental conditions
contextual information
comparative analysis
also enriches
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