The trust region filter strategy: Survey of a rigorous approach for optimization with surrogate models by Lorenz T. Biegler

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Investigation into the Hyperparameters of Error-Based Adaptive Sampling Approach for Surrogate Modeling by Leonid Legashev, Sergey Tolmachev, Irina Bolodurina, Alexander Shukhman, Lyubov Grishina

Subjects: “…surrogate modeling…”
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Fast EM-driven nature-inspired optimization of antenna input characteristics using response features and variable-resolution simulation models by Slawomir Koziel, Anna Pietrenko-Dabrowska

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Global miniaturization of broadband antennas by prescreening and machine learning by Slawomir Koziel, Anna Pietrenko-Dabrowska, Ubaid Ullah

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Innovative machine learning approaches for indoor air temperature forecasting in smart infrastructure by Nataliya Shakhovska, Lesia Mochurad, Rosana Caro, Sotirios Argyroudis

Subjects: “…Surrogate modeling…”
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Data-driven optimization of a gas turbine combustor: A Bayesian approach addressing NOx emissions, lean extinction limits, and thermoacoustic stability by Johann Moritz Reumschüssel, Jakob G. R. von Saldern, Bernhard Ćosić, Christian Oliver Paschereit

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Variable resolution machine learning optimization of antennas using global sensitivity analysis by Anna Pietrenko-Dabrowska, Slawomir Koziel

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Hydrodynamic Shape Optimization of a Naval Destroyer by Machine Learning Methods by Andrea Serani, Matteo Diez

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Accelerating computational fluid dynamics simulation of post-combustion carbon capture modeling with MeshGraphNets by Bo Lei, Yucheng Fu, Jose Cadena, Amar Saini, Yeping Hu, Jie Bao, Zhijie Xu, Brenda Ng, Phan Nguyen

Subjects: “…surrogate modeling…”
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Research on multi-fidelity surrogate modeling method for non-hierarchical low-fidelity analysis model problem by Meng CHENG, Qi ZHOU, Xiao WEI, Jian WANG, Wei CHEN

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High‐dimensional Bayesian optimization for metamaterial design by Zhichao Tian, Yang Yang, Sui Zhou, Tian Zhou, Ke Deng, Chunlin Ji, Yejun He, Jun S. Liu

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Prediction of fishbone linear instability in tokamaks with machine learning methods by Z.Y. Liu, H.R. Qiu, G.Y. Fu, Y. Xiao, Y.C. Chen, Z.J. Wang, Y.X. Wei

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Parameter uncertainties for imperfect surrogate models in the low-noise regime by Thomas D Swinburne, Danny Perez

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Best Practices in Developing a Workflow for Uncertainty Quantification for Modeling the Biodegradation of Mg‐Based Implants by Tamadur AlBaraghtheh, Regine Willumeit‐Römer, Berit Zeller‐Plumhoff

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Solving Steady-state Mono-energy Neutron Diffusion Solution Set with Parameterized Physics-informed Neural Network by XIE Yuchen, MA Yu, WANG Yahui

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Research on the Influence of Composite Modification Design on Tooth Surface Wear of Transmission Gears by Bai Xiaoning, Li Yonghua, Wang Denglong, Zhang Dongxu

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A multi-objective window placement approach using BIM and surrogate model by Shenghua Zhou, Xinru Man, Dezhi Li, S. Thomas Ng, Ran Wei, Yaowen Xu, Lugang Yu

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Real-time surrogate compensation architecture for machine-tool thermal error compensation with high-performance model by Yubin Huang, Hongyou Hong, Huichen Zhou, Hua Xiang, Jianzhong Yang

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Calibration and surrogate model-based sensitivity analysis of crystal plasticity finite element models by Hugh Dorward, David M. Knowles, Eralp Demir, Mahmoud Mostafavi, Matthew J. Peel

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Optimization of Micro-Electromechanical Lorentz Actuator Using a Surrogate Model Accelerated Genetic Algorithm by Phiona Buhr, Cyrus Shafai, Byoungyoul Park, Yunli Wang, Miroslav Belov

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