Building a trustworthy product-level shape-performance integrated digital twin with multifidelity surrogate model

S Wang, X Lai, X He, Y Qiu… - Journal of …, 2022 - asmedigitalcollection.asme.org
Digital twin has the potential for increasing production, achieving real-time monitor, and
realizing predictive maintenance by establishing a real-time high-fidelity mapping between …

Dimensionality-reduction-based surrogate models for real-time design space exploration of a jet engine compressor blade

GD Bird, SE Gorrell, JL Salmon - Aerospace Science and Technology, 2021 - Elsevier
Abstract Design space exploration (DSE) is a systematic analysis of designs based on
parameters that are varied. DSE, however, often involves computationally expensive …

Structural design space exploration using principal component analysis

S Bunnell, S Gorrell, J Salmon… - … of Computing and …, 2020 - asmedigitalcollection.asme.org
Abstract Design space exploration (DSE) is the process whereby a designer seeks to
understand some results across a set of design variations. Structural DSE of turbomachinery …

Using surrogate models to predict nodal results for fatigue risk analysis

C Thelin, J Salmon, S Gorrell, S Bunnell, G Bird… - International Journal of …, 2021 - Elsevier
Fatigue life analysis and FEA require high computational costs for aerospace models.
Goodman diagrams are useful tools for determining the fatigue life of a part, and depend on …

Development of a cascaded multitask physics-informed neural network (CM-PINN) to construct the muti-physical field model of rubber bushing press fitting

Y Chen, J Zhang, P Feng, Z Zheng, X Zhang… - Journal of Intelligent …, 2024 - Springer
The real-time and accurate prediction of the stress–strain and deformations field of material
is a vital function for the intelligent press fitting system of the rubber bushing. The physics …

Enhanced fatigue SN curve generation for gear bending fatigue life prediction using multi-objective optimization algorithms

K Lee, J Oh, M Song - Engineering Failure Analysis, 2025 - Elsevier
This study presents a comprehensive methodology for fatigue life prediction and SN curve
generation in gear systems, integrating specimen and product-level testing, simulations, and …

Multi-fidelity surrogates from shared principal components: Application to structural design exploration and optimization

S Bunnell, S Gorrell, J Salmon - Structural and Multidisciplinary …, 2021 - Springer
Computational cost of high-fidelity simulations limits the number of evaluations which may
be performed in design exploration and optimization. Surrogates based on samples of …

Emulation of as-manufactured transonic rotor airfoil modal behavior and the significance of frequency veering

JM Brown, EB Carper, JA Beck… - … Expo: Power for …, 2019 - asmedigitalcollection.asme.org
This effort investigates the ability to efficiently emulate the modal characteristics of a
transonic compressor rotor as a function of measured geometric variations. The transonic …

Spatially defined optimization of FEA using nodal surrogate models

C Thelin, S Bunnell, S Gorrell, L Wright… - Structural and …, 2021 - Springer
Optimization of the structural response for a part relies upon computationally expensive
simulations such as finite element analysis (FEA). Surrogate models are able to make cheap …

[PDF][PDF] Developing a Calibrated Low Fidelity Model and an Optimized Sensor Network Using LIVE Digital Twin for Pipelines in Oil and Gas Industries

AE Bondoc - 2024 - researchgate.net
Digital Twin (DT) solutions are at the forefront of intelligent prognostics and diagnostics of
physical systems. The DT is the bidirectional communication between the physical and …