Application of a PCA-DBN-based surrogate model to robust aerodynamic design optimization
Sign Up to like & getrecommendations! Published in 2020 at "Chinese Journal of Aeronautics"
DOI: 10.1016/j.cja.2020.01.015
Abstract: Abstract An efficient method employing a Principal Component Analysis (PCA)-Deep Belief Network (DBN)-based surrogate model is developed for robust aerodynamic design optimization in this study. In order to reduce the number of design variables for… read more here.
Keywords: surrogate model; pca dbn; model; based surrogate ... See more keywords
A Gaussian process based surrogate approach for the optimization of cylindrical targets
Sign Up to like & getrecommendations! Published in 2024 at "Physics of Plasmas"
DOI: 10.1063/5.0204411
Abstract: Simulating direct-drive inertial confinement experiments presents significant computational challenges, both due to the complexity of the codes required for such simulations and the substantial computational expense associated with target design studies. Machine learning models, and… read more here.
Keywords: based surrogate; gaussian process; process based; design ... See more keywords
Fabrication-Specific Simulation of Mn-Zn Ferrite Core-Loss for Machine Learning-Based Surrogate Modeling With Limited Experimental Data
Sign Up to like & getrecommendations! Published in 2025 at "IEEE Transactions on Power Electronics"
DOI: 10.1109/tpel.2024.3435366
Abstract: Mn-Zn ferrite is widely used as a core material in power electronic applications. However, core-loss modeling is challenging owing to the complexity of core-loss mechanisms and associated factors. The scarcity of experimental data is another… read more here.
Keywords: core loss; loss; based surrogate; model ... See more keywords
PD-L1-R: A MR based surrogate for PD-L1 expression in Glioblastoma multiforme.
Sign Up to like & getrecommendations! Published in 2021 at "Journal of Clinical Oncology"
DOI: 10.1200/jco.2021.39.15_suppl.2041
Abstract: 2041Background: Efficacy of PD-L1 immune checkpoint inhibitor therapy in Glioblastoma multiforme (GBM) is limited and the prognostic value of PD-L1 in GBM is an active field of research. We therefo... read more here.
Keywords: glioblastoma; surrogate expression; expression glioblastoma; based surrogate ... See more keywords
A CFD-Based Surrogate for Pump–Jet AUV Maneuvering
Sign Up to like & getrecommendations! Published in 2025 at "Journal of Marine Science and Engineering"
DOI: 10.3390/jmse13102014
Abstract: Prediction of the maneuvering performance of autonomous underwater vehicles equipped with pump–jet propulsion remains computationally intensive when relying solely on high-fidelity computational fluid dynamics. To overcome this limitation, a surrogate maneuvering model is developed to… read more here.
Keywords: pump jet; pump; based surrogate; model ... See more keywords
A Recombinant Chimeric Cedar Virus-Based Surrogate Neutralization Assay Platform for Pathogenic Henipaviruses
Sign Up to like & getrecommendations! Published in 2023 at "Viruses"
DOI: 10.3390/v15051077
Abstract: The henipaviruses, Nipah virus (NiV), and Hendra virus (HeV) can cause fatal diseases in humans and animals, whereas Cedar virus is a nonpathogenic henipavirus. Here, using a recombinant Cedar virus (rCedV) reverse genetics platform, the… read more here.
Keywords: based surrogate; cedar virus; neutralization; hev ... See more keywords