Recent advances and applications of surrogate models for finite element method computations: a review

J Kudela, R Matousek - Soft Computing, 2022 - Springer
The utilization of surrogate models to approximate complex systems has recently gained
increased popularity. Because of their capability to deal with black-box problems and lower …

Application of data-driven surrogate models in structural engineering: a literature review

D Samadian, IB Muhit, N Dawood - Archives of Computational Methods in …, 2024 - Springer
In recent times, there has been an increasing prevalence of surrogate models and
metamodeling techniques in approximating the responses of complex systems. These …

Data driven integrated design space exploration using iSOM

RR Sushil, M Baby, G Sharma… - International …, 2022 - asmedigitalcollection.asme.org
Abstract Design preferences or targets are typically available at system level. A designer is
usually interested in understanding patches of design space at component levels, across …

[HTML][HTML] Surrogate models for seismic and pushover response prediction of steel special moment resisting frames

D Samadian, IB Muhit, A Occhipinti, N Dawood - Engineering Structures, 2024 - Elsevier
For structural engineers, existing surrogate models of buildings present challenges due to
inadequate datasets, exclusion of significant input variables impacting nonlinear building …

A novel visualization enabled decision support framework for data-driven integrated design space exploration

RR Sushil, M Baby, G Sharma, AB Nellippallil… - Structural and …, 2025 - Springer
Abstract Design preferences or targets are typically available at the system level. A designer
is usually interested in understanding patches of the design space at component levels …

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 …

A comparative analysis of dimensionality reduction surrogate modeling techniques for full human body finite element impact simulations

L Frazer, V Kote, Z Hostetler, M Davis… - Computer Methods in …, 2024 - Taylor & Francis
Fast-running surrogate computational models (simpler computational models) have been
successfully used to replace time-intensive finite element models. However, it is unclear how …

Assessing the effect of AEB-P system with adaptive control strategy from the perspective of pedestrian head injury risk

Y Lu, X Qin, Y Sun, J Xie - Transportation Safety and …, 2025 - academic.oup.com
With the continuous development of vehicle intelligence technology and active safety
technology, the autonomous emergency braking pedestrian (AEB-P) system has emerged …

[HTML][HTML] Research on surrogate models and optimization algorithms of compressor characteristic based on digital twins

Q Yang, H Wang, C Yang, Y Wang, D Hu… - Journal of Engineering …, 2024 - Elsevier
For the digitization of turbocharger, the prediction of compressor working state is essential.
How to build a model with accurate prediction and less time-consuming is the premise of …

A computational framework for human-centric vehicular crashworthiness design and decision-making under uncertainty

AB Nellippallil, PR Berthelson… - … -ASME Journal of …, 2022 - asmedigitalcollection.asme.org
Government agencies, globally, strive to minimize the likelihood and frequency of human
death and severe injury on road transport systems. From an engineering design standpoint …