Zobrazeno 1 - 10
of 13
pro vyhledávání: '"Andrea Garbo"'
Publikováno v:
Aerospace, Vol 11, Iss 6, p 448 (2024)
Surrogate-based algorithms are indispensable in the aerospace engineering field for reducing the computational cost of optimization and uncertainty quantification analyses, particularly those involving computationally intensive solvers. This paper pr
Externí odkaz:
https://doaj.org/article/c1d27a1d48b8453e9b43c6e82bb596ad
Autor:
Philipp Bekemeyer, Anna Bertram, Derrick A. Hines Chaves, Mateus Dias Ribeiro, Andrea Garbo, Anna Kiener, Christian Sabater, Mario Stradtner, Simon Wassing, Markus Widhalm, Stefan Goertz, Florian Jaeckel, Robert Hoppe, Nils Hoffmann
Publikováno v:
AIAA AVIATION 2022 Forum.
Autor:
Andrea Garbo, Philipp Bekemeyer
Publikováno v:
AIAA AVIATION 2021 FORUM.
A model-independent adaptive sequential sampling technique based on response nonlinearity estimation
Autor:
Andrea Garbo, Brian German
Publikováno v:
Structural and Multidisciplinary Optimization. 61:1051-1069
Sequential adaptive sampling strategies attempt to efficiently and accurately generate surrogate model (SM) training datasets by limiting the number of required function evaluations. Among these techniques, those that are model independent have attra
Publikováno v:
AIAA Journal. 57:2734-2745
A wide range of model calibration methods and formulas have been introduced in the literature for calibrating low-fidelity (LF) computer models against high-fidelity (HF) computer models or data. A...
Performance assessment of a cross-validation sampling strategy with active surrogate model selection
Autor:
Andrea Garbo, Brian German
Publikováno v:
Structural and Multidisciplinary Optimization. 59:2257-2272
Surrogate Models (SM) are now regarded as powerful tools for engineering design applications; they approximate expensive responses obtained by either a computer simulation or a real experiment with more computationally efficient mathematical models.
Publikováno v:
AIAA Scitech 2019 Forum.
Autor:
Brian German, Andrea Garbo
Publikováno v:
18th AIAA/ISSMO Multidisciplinary Analysis and Optimization Conference.
Autor:
Brian German, Andrea Garbo
Publikováno v:
57th AIAA/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference.
Design space exploration is an important step in the design process that enables a qualitative and quantitative understanding of physical phenomena, tradeoffs, and constraints. Additionally, design space exploration can be used to create surrogate mo
Publikováno v:
14th AIAA Aviation Technology, Integration, and Operations Conference.
The frequent schedule delays and cost overruns in the design of modern complex engineered systems is motivating current research to provide improved understanding of design process dynamics. A particular interest is to understand the aggregated decis