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 …
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 …
parameters that are varied. DSE, however, often involves computationally expensive …
Structural design space exploration using principal component analysis
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 …
understand some results across a set of design variations. Structural DSE of turbomachinery …
Using surrogate models to predict nodal results for fatigue risk analysis
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 …
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 …
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 …
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
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 …
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 …
transonic compressor rotor as a function of measured geometric variations. The transonic …
Spatially defined optimization of FEA using nodal surrogate models
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 …
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 …
physical systems. The DT is the bidirectional communication between the physical and …