Theory-guided hard constraint projection
WebbTheory-guided hard constraint projection (HCP): a knowledge-based data-driven scientific machine learning method, Journal of Computational Physics, 445, 110624. Chen, Y., & … Webb1 mars 2024 · Secondly, the physics-constrained indirect supervised learning has the potential to further reduce the need for model constraint information, such as: (1) when …
Theory-guided hard constraint projection
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Webb11 dec. 2024 · Based on rigorous mathematical proofs, theory-guided HCP can ensure that model predictions strictly conform to physical mechanisms in the constraint patch. The … Webbreactive-systems/ml2 • ICLR 2024. In this paper, we present a benchmark for high-level mathematical reasoning and study the reasoning capabilities of neural sequence-to …
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WebbImplement Hard_constrant_projection_HCP with how-to, Q&A, fixes, code snippets. kandi ratings - Low support, No Bugs, No Vulnerabilities. Permissive License, Build ... WebbTheory-guided hard constraint projection (HCP): A knowledge-based data-driven scientific machine learning method. Journal of Computational Physics, 445, 110624. …
WebbThis model converts physical constraints, such as governing equations, into a form that is easy to handle through discretization, and then implements hard constraint optimization …
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