Koopman autoencoders with forcings and temporal unrolling deliver accurate year-long predictions for coastal-ocean models at 300-1400x speedup, outperforming POD in two of three cases.
and Brunton, Steven L
2 Pith papers cite this work. Polarity classification is still indexing.
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Pith papers citing it
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2026 2verdicts
UNVERDICTED 2representative citing papers
Proposes a Koopman-surrogate framework that turns cyclic animation synthesis into a structured quadratic program solved via KKT system under temporal periodicity.
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Reduced-Order Surrogates for Forced Flexible Mesh Coastal-Ocean Models
Koopman autoencoders with forcings and temporal unrolling deliver accurate year-long predictions for coastal-ocean models at 300-1400x speedup, outperforming POD in two of three cases.
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Closing Trajectories: Equation-Free Cyclic Animation via Koopman Surrogates
Proposes a Koopman-surrogate framework that turns cyclic animation synthesis into a structured quadratic program solved via KKT system under temporal periodicity.