Nonlinear Systems
PulseAugur coverage of Nonlinear Systems — every cluster mentioning Nonlinear Systems across labs, papers, and developer communities, ranked by signal.
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New physics-informed learning method for nonlinear system observers
Researchers have developed a novel physics-informed learning approach for creating Kazantzis-Kravaris (KKL) observers for nonlinear systems. This method uses a physics-informed neural network to learn the forward mappin…
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Meta-learning framework accelerates control system adaptation with limited data
Researchers have developed a novel meta-learning framework for designing optimal controllers for uncertain nonlinear systems, particularly when target system data is scarce. This approach leverages offline data from sim…
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New k-NBCs enhance safety for unknown nonlinear systems
Researchers have developed k-inductive neural barrier certificates (k-NBCs) to enhance safety guarantees for nonlinear systems with unknown dynamics. This method relaxes traditional safety constraints by allowing tempor…