The application of nonlinear local Lyapunov vectors to the Zebiak–Cane model and their performance in ensemble prediction
Sign Up to like & getrecommendations! Published in 2017 at "Climate Dynamics"
DOI: 10.1007/s00382-017-3920-6
Abstract: Nonlinear local Lyapunov vectors (NLLVs) are the nonlinear extension of the Lyapunov vectors (LVs) based on linear error growth theory. As a development of bred vectors (BVs), NLLVs retain the time-saving, simply-applied and flow-dependent advantages… read more here.
Keywords: nonlinear local; lyapunov; lyapunov vectors; model ... See more keywords
Local Lyapunov exponents of deep echo state networks
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DOI: 10.1016/j.neucom.2017.11.073
Abstract: Abstract The analysis of deep Recurrent Neural Network (RNN) models represents a research area of increasing interest. In this context, the recent introduction of Deep Echo State Networks (DeepESNs) within the Reservoir Computing paradigm, enabled… read more here.
Keywords: deep echo; local lyapunov; state networks; echo state ... See more keywords