A Simple Memristive Circuit for Pattern Classification Based on Reservoir Computing

DOI10.1142/S0218127422501413MaRDI QIDQ5094784

Zhiqiang Tong, Akira Hirose, Ryosho Nakane, Gouhei Tanaka

Publication date: 4 August 2022

Published in: International Journal of Bifurcation and Chaos (Search for Journal in Brave)

zbMATH Keywords

nonlinear dynamicsmachine learningenergy efficiencymemristortime series data

Mathematics Subject Classification ID

Time series, auto-correlation, regression, etc. in statistics (GARCH) (62M10) Analytic circuit theory (94C05) Artificial intelligence (68Txx)

Uses Software

• PhysioToolkit

Cites Work

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• Reservoir computing approaches to recurrent neural network training
• An experimental unification of reservoir computing methods
• Nonlinear circuits
• Bifurcation of periodic responses in forced dynamic nonlinear circuits: Computation of bifurcation values of the system parameters
• A chaotic attractor from Chua's circuit
• The elusive memristor: properties of basic electrical circuits
• BIFURCATION AND CHAOS IN THE SIMPLEST DISSIPATIVE NON-AUTONOMOUS CIRCUIT
• Real-Time Computing Without Stable States: A New Framework for Neural Computation Based on Perturbations

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