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Yu Ma

affiliation not provided to SSRN

SCHOLARLY PAPERS

6

DOWNLOADS

259

TOTAL CITATIONS

0

Scholarly Papers (6)

1.

Physics-Specialized Neural Network with Hard Constraints for Solving Multi-Material Diffusion Problems

Number of pages: 43 Posted: 11 Apr 2024
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Downloads 103 (694,528)

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Physics-informed neural network, Multi-material diffusion, Hard constraints, deep learning

2.

Neural Tangent Kernel Theory for Hard-Constrained Physics-Informed Neural Networks: Part I - Theoretical Framework and Validation

Number of pages: 90 Posted: 24 Dec 2025
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Downloads 45 (1,170,409)

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Physics-informed neural network, Hard constraints, Neural tangent kernel, Training dynamics, Spectral analysis, Boundary function

3.

Neural Tangent Kernel Theory for Hard-Constrained Physics-Informed Neural Networks: Part II - NTK-Guided Boundary Function Design and Hyperparameter Optimization

Number of pages: 40 Posted: 24 Dec 2025
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Downloads 37 (1,236,159)

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Physics-informed neural network, Hard constraints, Neural tangent kernel, Boundary function design, Hyperparameter optimization, Bayesian optimization

4.

Explainable AI Modeling of Aerosol Decontamination Factors in Sodium Pool Scrubbing Systems

Number of pages: 30 Posted: 16 Mar 2026
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Downloads 31 (1,345,526)

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Aerosol scrubbing, Sodium-cooled fast reactor, Decontamination factor, Symbolic regression, Bubble dynamics, Pool scrubbing

5.

Effect of Ocean Conditions on the Natural Circulation Behaviors in Liquid Lead-Bismuth Eutectic Flow Systems

Number of pages: 30 Posted: 15 Jul 2025
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Downloads 22 (1,424,331)

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Ocean condition, Lead-Bismuth, Natural circulation, Offshore floating nuclear power plants

6.

Automated Boundary Function Design for Hard-Constrained Physics-Informed Neural Networks via an NTK Criterion and Bayesian Optimization

Number of pages: 39 Posted: 19 Jan 2026
affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and affiliation not provided to SSRN
Downloads 21 (1,470,786)

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Physics-Informed Neural Network, Hard constraints, Neural tangent kernel, Boundary function design, Hyperparameter optimization, Bayesian optimization