A survey of machine learning techniques in structural and multidisciplinary optimization

P Ramu, P Thananjayan, E Acar, G Bayrak… - Structural and …, 2022 - Springer
Abstract Machine Learning (ML) techniques have been used in an extensive range of
applications in the field of structural and multidisciplinary optimization over the last few …

Towards a multi-fidelity & multi-objective Bayesian optimization efficient algorithm

R Charayron, T Lefebvre, N Bartoli, J Morlier - Aerospace Science and …, 2023 - Elsevier
Black-box optimization methods like Bayesian optimization are often employed in cases
where the underlying objective functions and their gradient are complex, expensive to …

Mbse and mdao for early validation of design decisions: a bibliography survey

JC Chaudemar… - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
Switching from document-centric engineering to Model Based Systems Engineering
(MBSE), Systems Engineering (SE) has significantly evolved in terms of standard practices …

Multi-fidelity Bayesian optimization strategy applied to Overall Drone Design

R Charayron, T Lefebvre, N Bartoli… - AIAA SciTech 2023 Forum, 2023 - arc.aiaa.org
View Video Presentation: https://doi. org/10.2514/6.2023-2366. vid Nowadays, drones can
be developed for a wide range of use cases, from infrastructure monitoring to sea rescue …

The AGILE 4.0 Project: MBSE to Support Cyber‐Physical Collaborative Aircraft Development

J Bussemaker, L Boggero… - INCOSE International …, 2023 - Wiley Online Library
This paper presents the main output of the EU‐funded H2020 AGILE 4.0 project: the AGILE
4.0 MBSE‐MDAO Development Framework. The framework aims at connecting upstream …

Multi-objective bayesian optimization with mixed-categorical design variables for expensive-to-evaluate aeronautical applications

N Bartoli, T Lefebvre, R Lafage, P Saves, Y Diouane… - AEROBEST …, 2023 - hal.science
This work aims at developing new methodologies to optimize computational costly complex
systems (eg, aeronautical engineering systems). The proposed surrogate-based method …

Aerostructural design optimization of wind turbine blades

S Batay, A Baidullayeva, Y Zhao, D Wei, A Baigarina… - Processes, 2023 - mdpi.com
This study presents an aerostructural optimization process for wind turbine blades aimed at
enhancing the turbine's performance. The optimization framework integrates DAFoam as the …

Advancing cross-organizational collaboration in aircraft development

E Baalbergen, J Vankan, L Boggero… - AIAA AVIATION 2022 …, 2022 - arc.aiaa.org
View Video Presentation: https://doi. org/10.2514/6.2022-4052. vid Collaboration is a key
enabler for the development of modern aircraft and its systems and components. Because of …

Development of a Mission-Tailored Tail-Sitter MAV

LFT Fernandez, M Bronz, N Bartoli… - Unmanned systems, 2024 - World Scientific
Vertical takeoff and landing (VTOL) vehicles are among the most versatile UAVs,
appropriate for various missions. Given that there are still open challenges regarding the …

Sizing a Drone Battery by coupling MBSE and MDAO

O Aïello, O Poitou, JC Chaudemar… - … Embedded Real Time …, 2022 - hal.science
Drones have increasingly been used to assist Humans for rescue and surveillance missions.
To do so, their design turns out to be a challenging issue, in particular when their autonomy …