Reservoir Computing

Reservoir Computing is a computational framework for training recurrent neural networks in which a fixed, randomly initialized dynamical system, known as the reservoir, projects input signals into a high-dimensional state space, enabling efficient learning through simple linear readout mechanisms.

1.1K

Publications

69.1K

Citations

Authors

902

Institutions

Publications per year

2017–2026

826

Parents

Neural NetworksNeural System ModelingSpiking Neural Networks

Publications

1.1K

Reservoir computing approaches to recurrent neural network training

Mantas Lukoševičius, Herbert Jaeger · Computer Science Review · 2009 · 2.9K citations

Computing, Computer Science, Machine Learning +4

Information processing using a single dynamical node as complex system

Lennert Appeltant, Miguel C. Soriano, Guy Van der Sande et al. · Nature Communications · 2011 · 1.7K citations · Full text

Computing, Computer Science, Artificial Intelligence +14

Model-Free Prediction of Large Spatiotemporally Chaotic Systems from Data: A Reservoir Computing Approach

Jaideep Pathak, Brian R. Hunt, Michelle Girvan et al. · Physical Review Letters · 2018 · 1.3K citations

Computing, Computer Science, Dynamical Systems +11

An experimental unification of reservoir computing methods

D. Verstraeten, Benjamin Schrauwen, Michiel D’Haene et al. · Neural Networks · 2007 · 1.1K citations

Engineering, Computer Science, Petroleum Engineering +8

Reservoir computing using dynamic memristors for temporal information processing

Chao Du, Fuxi Cai, Mohammed A. Zidan et al. · Nature Communications · 2017 · 993 citations · Full text

Computing, Computer Systems, Machine Learning +10

1–5 of 1.1K

Authors

BS
Benjamin Schrauwen
Ghent University, Belgium
42 publications · 6.8K citations
27
h-index
MC
Miguel C. Soriano
Institute for Cross-Disciplinary Physics and Complex Systems, Spain
25 publications · 5K citations
24
h-index
PB
Peter Bienstman
Ghent University, Belgium
24 publications · 2.5K citations
20
h-index
JD
Joni Dambre
Ghent University, Belgium
23 publications · 4.1K citations
20
h-index
IF
Ingo Fischer
Institute for Cross-Disciplinary Physics and Complex Systems, Spain
20 publications · 4.1K citations
19
h-index

1–5 of 3K

Institutions

902

1–8 of 902

Venues

Chaos An Interdisciplinary Journal of Nonlinear Science
59 publications · 3.9K citations
32
h-index
Nature Communications
34 publications · 7.2K citations
28
h-index
IEEE Transactions on Neural Networks and Learning Systems
30 publications · 1.9K citations
26
h-index
Optics Express
36 publications · 3.4K citations
24
h-index
Scientific Reports
34 publications · 3K citations
23
h-index

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