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cs.DC2026
From Idle to Urgent: A Resource-Harvested HPC Workflow for High-Fidelity Seismic Estimation
Tsuyoshi Ichimura, Kohei Fujita, Hideaki Ito +3
We propose an Urgent Interactive HPC workflow that dynamically integrates high-fidelity 3D nonlinear analysis with surrogate neural networks (NNs) to enable rapid decision-making d…
cs.DC2026
Accelerating Nonlinear Time-History Analysis with Complex Constitutive Laws via Heterogeneous Memory Management: From 3D Seismic Simulation to Neural Network Training
Tsuyoshi Ichimura, Kohei Fujita, Hideaki Ito +2
Nonlinear time-history evolution problems employing high-fidelity physical models are essential in numerous scientific domains. However, these problems face a critical dual bottlen…