Sindy
PulseAugur coverage of Sindy — every cluster mentioning Sindy across labs, papers, and developer communities, ranked by signal.
1 day(s) with sentiment data
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Tutorial introduces SINDy for engineering equation recovery
A new tutorial paper introduces the Sparse Identification of Nonlinear Dynamics (SINDy) method for engineering applications. SINDy addresses limitations of traditional surrogate modeling techniques like neural networks …
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New SINDy Method Discovers Dynamical Systems from Noisy, Multi-Fidelity Data
Researchers have developed a new method called Multi-Fidelity SINDy to discover nonlinear dynamical systems from data with varying levels of noise and fidelity. This approach extends the existing Sparse Identification o…
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New active learning method discovers dynamics with ultra-low data
Researchers have developed a new active learning strategy to discover the governing equations of complex dynamical systems, particularly in scenarios where data is scarce. This method, building on Sparse Identification …
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New AI framework learns system dynamics without domain expertise
Researchers have developed LeARN, a new framework for system identification that uses machine learning to discover mathematical models of dynamical systems. Unlike previous methods like SINDy, LeARN learns the necessary…
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New AI Method Discovers Dynamical System Equations
Researchers have developed a novel data-driven method for discovering the governing equations of dynamical systems. This approach utilizes complex-valued product-unit networks, which learn relevant complex monomials dir…