Do all roads lead to Rome? A comparison of knowledge-based, data-driven, and physics-based surrogate models for performance-based early design

MZ Esteghamati, MM Flint - Engineering Structures, 2023 - Elsevier
A performance-based early design must assess the life cycle performance of a sizable
design space at low computational cost and limited data. This paper evaluates the relative …

Comparative studies of metamodeling and AI-Based techniques in damage detection of structures

R Ghiasi, MR Ghasemi, M Noori - Advances in Engineering Software, 2018 - Elsevier
Despite advances in computer capacity, the enormous computational cost of running
complex engineering simulations makes it impractical to rely exclusively on simulation for …

Analytical Sensitivity Analysis of Dynamic Problems with Direct Differentiation of Generalized-α Time Integration

E Wehrle, V Gufler - Machines, 2024 - mdpi.com
In this paper, the direct differentiation of generalized-α time integration is derived, equations
are introduced and results are shown. Although generalized-α time integration has found …

Lightweight engineering design of nonlinear dynamic systems with gradient-based structural design optimization

E Wehrle, V Gufler - Proceedings of the Munich Symposium on Lightweight …, 2021 - Springer
Reducing the weight of a system leads to lower forces being exerted, which in turn allows for
lower requirements and an even lighter system. This “virtuous circle of lightweight …

[PDF][PDF] Optimization-based method for structural damage detection with consideration of uncertainties-a comparative study

R Ghiasi, MR Ghasemi - Smart Struct. Syst, 2018 - researchgate.net
In this paper, for efficiently reducing the computational cost of the model updating during the
optimization process of damage detection, the structural response is evaluated using …

Probability-based damage detection of structures using surrogate model and enhanced ideal gas molecular movement algorithm

MR Ghasemi, R Ghiasi, H Varaee - … of the 12th World Congress of …, 2018 - Springer
Generally, updating a finite element model can be considered as an optimization problem
where its physical parameters may be adjusted such that analytically computed features …

Multi-objective design optimization of a transonic axial fan stage using sparse active subspaces

RA Adjei, C Fan - Engineering Applications of Computational Fluid …, 2024 - Taylor & Francis
In this paper, a multi-objective optimization strategy for efficient design of turbomachinery
blades using sparse active subspaces is implemented for a turbofan stage design. The …

Impacts of problem scale and sampling strategy on surrogate model accuracy: An application of surrogate-based optimization in building design

D Yang, Y Sun, D Di Stefano, M Turrin… - 2016 IEEE congress …, 2016 - ieeexplore.ieee.org
Surrogate-based Optimization is a useful approach when the objective function is
computationally expensive to evaluate, compared to Simulation-based Optimization. In the …

[PDF][PDF] Probability-based damage detection of structures using Kriging surrogates and enhanced ideal gas molecular movement algorithm

MR Ghasemi, R Ghiasi, H Varaee - Int. J. Mech. Aerosp. Ind …, 2017 - researchgate.net
Surrogate model has received increasing attention for use in detecting damage of structures
based on vibration modal parameters. However, uncertainties existing in the measured …

Latent Diffusion Model for Multidisciplinary and Multi-Objective Airfoil Inverse Design

Z Gong, H Zhao - Authorea Preprints, 2024 - techrxiv.org
Although current advanced generative models exhibit strong adherence to complex textual
descriptions, industrial applications often require numerical conditions for the target object …