Aircraft range fuel prediction study based on WPD with IAPO optimized BiLSTM–KAN model

Aircraft range fuel prediction study based on WPD with IAPO optimized BiLSTM–KAN model

Abstract Confronted with the imperatives of sustainable development within the civil aviation sector, the precision in prognostication of aircraft fuel expenditure emerges as a critical imperative. To overcome the shortcomings in the current study of aircraft range fuel prediction, we propose a nove...

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Bibliographic Details
Main Authors: Weizhen Tang, Jie Dai, Yuantai Li
Format: Article
Language:English
Published: Nature Portfolio 2025-04-01
Series:Scientific Reports
Subjects:
WPD
Improved arctic puffin optimization (IAPO)
BiLSTM–KAN model
Hyperparameter optimization
Fuel consumption prediction
Online Access:https://doi.org/10.1038/s41598-025-97264-0
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https://doi.org/10.1038/s41598-025-97264-0

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