Loads-based optimal fuel-usage strategy by using a neural-network-based reduced-order model for vertical sloshing

Nerattini, Alessia ORCID: https://orcid.org/0009-0006-8844-3851, Pizzoli, Marco ORCID: https://orcid.org/0000-0003-1700-6348, Martínez Carrascal, Jon ORCID: https://orcid.org/0000-0003-1110-6700, Saltari, Francesco ORCID: https://orcid.org/0000-0001-7461-0731, González Gutiérrez, Leo Miguel ORCID: https://orcid.org/0000-0002-1629-0001 and Mastroddi, Franco ORCID: https://orcid.org/0000-0001-5804-9577 (2024). Loads-based optimal fuel-usage strategy by using a neural-network-based reduced-order model for vertical sloshing. "Aerospace Science and Technology", v. 152 ; p. 109408. ISSN 00341223. https://doi.org/10.1016/j.ast.2024.109408.

Descripción

Título: Loads-based optimal fuel-usage strategy by using a neural-network-based reduced-order model for vertical sloshing
Autor/es:
Tipo de Documento: Artículo
Título de Revista/Publicación: Aerospace Science and Technology
Fecha: 1 Septiembre 2024
ISSN: 00341223
Volumen: 152
Materias:
ODS:
Palabras Clave Informales: Gust load alleviation; Neural Networks; Nonlinear vertical sloshing; Optimal fuel usag; Optimal fuel usage; Reduced Order Models
Escuela: E.T.S.I. Navales (UPM)
Departamento: Mecánica de Fluidos y Propulsión Aeroespacial
Grupo Investigación UPM: Canal de Ensayos Hidrodinámicos de la E.T.S.I. Navales CEHINAV
Licencias Creative Commons: Reconocimiento - Sin obra derivada - No comercial

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Resumen

This paper explores methods to reduce aircraft design loads through an optimal fuel usage strategy, which maximises the beneficial effects of wing-tank sloshing-induced damping. A reduced-order neural network models the nonlinear sloshing behaviour in various tank fill level scenarios. Integrated into an aeroelastic framework, this model allows for the assessment of incremental sloshing-induced damping in gust response of wings. The optimised fuel usage strategy enables control of fuel consumption from each individual tank to provide maximisation of load alleviation.

Proyectos asociados

Tipo
Código
Acrónimo
Responsable
Título
Horizonte 2020
815044
SLOWD
Sin especificar
Investigating the impact of fuel movement on aircraft wing aerodynamics https://cordis.europa.eu/project/id/815044

Más información

ID de Registro: 92820
Identificador DC: https://oa.upm.es/92820/
Identificador OAI: oai:oa.upm.es:92820
URL Portal Científico: https://portalcientifico.upm.es/es/ipublic/item/10242202
Identificador DOI: 10.1016/j.ast.2024.109408
URL Oficial: https://www.sciencedirect.com/science/article/pii/...
Depositado por: iMarina Portal Científico
Depositado el: 13 Ene 2026 15:07
Ultima Modificación: 14 Ene 2026 08:25