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Author

Mingquan Feng

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#machine learning Preprint Sep 2026

RINS: Residual-Image Neural Subspace Solvers for Large Sparse Linear Systems

Large sparse linear systems from PDE discretizations require correction subspaces whose operator images explain the current residual. We study this residual-image viewpoint and propose Gate-RINS, a neural subspace solver that generates polynomial correction bases from cached residual probes and modulates them with a li...

Zhong-Yan Ouyang, Wei-Xin Liao, Ming-Quan Feng et al. · 0 citations
Open access Jul 2026

Surrogate prediction of inertial fusion burn dynamics using improved Fourier neural operator

This study focuses on inertial fusion burn via a novel hybrid surrogate model. The proposed hybrid model delivers computational speedup of several orders of magnitude compared with conventional radiation-hydrodynamic simulations, while maintaining high predictive fidelity. Traditional Fourier Neural Operators (FNOs)...

Si-Han Shen, Ming-Quan Feng, Yang-Yi Lei et al. · 0 citations

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