FPGA-based Reservoir Computing with Optimized Reservoir Node Architecture

Author:

Lin Chunxiao1,Liang Yibin1,Yi Yang1

Affiliation:

1. Virginia Tech,Bradley Department of Electrical and Computer Engineering,Blacksburg,VA

Funder

National Science Foundation

Publisher

IEEE

Reference18 articles.

1. Tutorial on training recurrent neural networks, covering bppt, rtrl, ekf and the echo state network approach;jaeger;GMD - Forschungszentrum Informationstechnik,2002

2. Discovering multiscale dynamical features with hierarchical echo state networks;jaeger,2007

3. Event-Driven Random Back-Propagation: Enabling Neuromorphic Deep Learning Machines

4. Spiking neuron networks a survey;paugam-moisy,2006

5. DFR

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