[PDF][PDF] 变可信度近似模型及其在复杂装备优化设计中的应用研究进展

周奇, 杨扬, 宋学官, 韩忠华, 程远胜, 胡杰翔… - 机械工程 …, 2020 - qikan.cmes.org
变可信度近似模型通过融合不同精度分析模型的数据, 可有效平衡近似模型预测性能和建模成本
之间的矛盾, 在复杂装备优化设计中受到广泛的关注. 综述变可信度近似模型及其在复杂装备 …

[PDF][PDF] Survey of multi-fidelity surrogate models and their applications in the design and optimization of engineering equipment

周奇, 杨扬, 宋学官, 韩忠华, 程远胜… - Journal of Mechanical …, 2020 - qikan.cmes.org
Multi-fidelity (MF) surrogate models have attracted significant attention recently in
engineering design optimization since they can make a trade-off between high prediction …

Comparison of multi-fidelity approaches for military vehicle design

PS Beran, D Bryson, AS Thelen, M Diez… - AIAA Aviation 2020 …, 2020 - arc.aiaa.org
This paper overviews the efforts of a technical team within the NATO Applied Vehicle
Technology Panel to apply multi-fidelity methods to vehicle design. The objectives of the …

Analytical benchmark problems for multifidelity optimization methods

L Mainini, A Serani, MP Rumpfkeil, E Minisci… - arXiv preprint arXiv …, 2022 - arxiv.org
The paper presents a collection of analytical benchmark problems specifically selected to
provide a set of stress tests for the assessment of multifidelity optimization methods. In …

Multi-fidelity gradient-based optimization for high-dimensional aeroelastic configurations

AS Thelen, DE Bryson, BK Stanford, PS Beran - Algorithms, 2022 - mdpi.com
The simultaneous optimization of aircraft shape and internal structural size for transonic
flight is excessively costly. The analysis of the governing physics is expensive, in particular …

A gradient-based sequential multifidelity approach to multidisciplinary design optimization

N Wu, CA Mader, JRRA Martins - Structural and Multidisciplinary …, 2022 - Springer
Multifidelity design optimization is a strategy that can reduce the high computational cost in
cases where the high-fidelity model is too expensive to use directly in optimization …

A generalized methodology for multidisciplinary design optimization using surrogate modelling and multifidelity analysis

SG Kontogiannis, MA Savill - Optimization and Engineering, 2020 - Springer
The advantages of multidisciplinary design are well understood, but not yet fully adopted by
the industry where methods should be both fast and reliable. For such problems, minimum …

Single-and multipoint aerodynamic shape optimization using multifidelity models and manifold mapping

J Nagawkar, J Ren, X Du, L Leifsson, S Koziel - Journal of Aircraft, 2021 - arc.aiaa.org
In this paper, a computationally efficient multifidelity local search algorithm for aerodynamic
design optimization is presented. In this paper's approach, direct optimization of a …

Hyper-differential sensitivity analysis with respect to model discrepancy: Optimal solution updating

J Hart, B van Bloemen Waanders - Computer Methods in Applied …, 2023 - Elsevier
A common goal throughout science and engineering is to solve optimization problems
constrained by computational models. However, in many cases a high-fidelity numerical …

An Iterative Two-Stage Multifidelity Optimization Algorithm for Computationally Expensive Problems

A Kenny, T Ray, HK Singh - IEEE Transactions on Evolutionary …, 2022 - ieeexplore.ieee.org
Engineering design optimization often involves use of numerical simulations to assess the
performance of candidate designs. The simulations for computing high-fidelity (HF) …