Efficient global optimization with experimental data: revisiting the paper helicopter design

F Viana, R Haftka, G Venter, R Hamman - 52nd AIAA/ASME/ASCE/AHS …, 2011 - arc.aiaa.org
ORMAL experimental optimization was developed early in the 20th century to help farmers
maximize yields by varying inputs such as water and fertilizer. The process consisted of …

Efficient global optimization with adaptive target for probability of targeted improvement

A Chaudhuri, R Haftka, F Viana - 53rd AIAA/ASME/ASCE/AHS/ASC …, 2013 - arc.aiaa.org
Surrogate-based optimization is becoming increasingly popular in engineering design
community due to the savings in computational time 1-9. The goal of surrogate-based …

Statistical benchmarking of surrogate-based and other optimization methods constrained by fixed computational budget

P Reisenthel, D Lesieutre - 51st AIAA/ASME/ASCE/AHS/ASC Structures …, 2010 - arc.aiaa.org
The aerodynamic design of an asymmetric oversized payload fairing subject to stability
constraints was used as an example of a derivative-free, expensive black box function to …

[PDF][PDF] A stopping criterion for surrogate based optimization using ego

A Chaudhuri, RT Haftka - 10th world congress on structural and …, 2013 - mae.ufl.edu
In Surrogate-based optimization, each optimization cycle consists of fitting a surrogate to a
number of simulations at a set of design points, and performing optimization based on the …

Recent advances in surrogate-based optimization

AIJ Forrester, AJ Keane - Progress in aerospace sciences, 2009 - Elsevier
The evaluation of aerospace designs is synonymous with the use of long running and
computationally intensive simulations. This fuels the desire to harness the efficiency of …

How to decide whether to run one more cycle in efficient global optimization

A Chaudhuri, R Haftka, L Watson - 12th AIAA Aviation Technology …, 2012 - arc.aiaa.org
Surrogate-based optimization is increasingly popular in engineering design community due
to the savings in computational time 1-9. The goal of surrogate-based optimization is to …

Surrogate-based optimization with parallel simulations using the probability of improvement

F Viana, R Haftka - 13th AIAA/ISSMO multidisciplinary analysis …, 2010 - arc.aiaa.org
Savings in computational time popularize surrogate-based optimization in the engineering
design community1-7. Instead of using expensive simulation codes directly, the optimization …

An efficient strategy for global optimization using local Kriging approximations

P Chandila, H Agarwal, J Renaud - 45th AIAA/ASME/ASCE/AHS/ASC …, 2004 - arc.aiaa.org
This paper presents the development of an efficient global optimization algorithm based on
local approximate optimization. In this strategy, the global design space is divided into local …

Hybrid surrogate-model-based multi-fidelity efficient global optimization applied to helicopter blade design

A Ariyarit, M Sugiura, Y Tanabe… - Engineering …, 2018 - Taylor & Francis
ABSTRACT A multi-fidelity optimization technique by an efficient global optimization process
using a hybrid surrogate model is investigated for solving real-world design problems. The …

Helicopter rotor dynamics optimization with experimental verification

MW Davis, WH Weller - Journal of Aircraft, 1991 - arc.aiaa.org
IN the last two decades, optimization methodology has become a powerful tool in expediting
mechanical design. Its utility stems from 1) the elimination of costly man-inthe-loop iterations …