Search Results for author: Junjie Jiang

Found 2 papers, 0 papers with code

Long-term prediction of chaotic systems with recurrent neural networks

no code implementations6 Mar 2020 Huawei Fan, Junjie Jiang, Chun Zhang, Xingang Wang, Ying-Cheng Lai

Reservoir computing systems, a class of recurrent neural networks, have recently been exploited for model-free, data-based prediction of the state evolution of a variety of chaotic dynamical systems.

Model-free prediction of spatiotemporal dynamical systems with recurrent neural networks: Role of network spectral radius

no code implementations10 Oct 2019 Junjie Jiang, Ying-Cheng Lai

Focusing on a class of recurrent neural networks - reservoir computing systems that have recently been exploited for model-free prediction of nonlinear dynamical systems, we uncover a surprising phenomenon: the emergence of an interval in the spectral radius of the neural network in which the prediction error is minimized.

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