finite-volume method
PulseAugur coverage of finite-volume method — every cluster mentioning finite-volume method across labs, papers, and developer communities, ranked by signal.
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Label-free training method for neural surrogates in fluid dynamics
Researchers have developed a novel method for training neural surrogates for thermo-fluid field predictions, utilizing a label-free approach based on minimizing finite-volume method (FVM) residuals. This technique, appl…
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New transfer learning method enhances AI for lithium-ion battery state estimation
Researchers have developed a transfer learning framework for physics-informed neural networks (PINNs) to improve state estimation in lithium-ion batteries. This approach addresses the challenge of training PINNs from sc…
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NOWS strategy uses neural operators to speed up PDE solvers by 90%
Researchers have developed a new method called Neural Operator Warm Starts (NOWS) to accelerate the solving of complex partial differential equations (PDEs). This hybrid approach uses learned neural operators to provide…
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Researchers develop robust foundation model for conservation laws using recurrent Vision Transformers
Researchers have developed a new architecture that enhances Flux Neural Operators (Flux NO) by incorporating context through Recurrent Vision Transformers. This hypernetwork model extracts solution dynamics over time, e…