Physics Guided Deep Learning for Data-Driven Aircraft Fuel Consumption Modeling

This paper presents a physics-guided deep neural network framework to estimate fuel consumption of an aircraft. The framework aims to improve data-driven models’ consistency in flight regimes that are not covered by data. In particular, we guide the neural network with the equations that represent f...

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Bibliographic Details
Main Authors: Mevlut Uzun, Mustafa Umut Demirezen, Gokhan Inalhan
Format: Article
Language:English
Published: MDPI AG 2021-02-01
Series:Aerospace
Subjects:
Online Access:https://www.mdpi.com/2226-4310/8/2/44