Unwrapping photonic reservoirs: Enhanced expressivity via random Fourier encoding over stretched domains

Photonic Reservoir Computing (RC) systems leverage the complex propagation and nonlinear interaction of optical waves to perform information processing tasks. These systems employ a combination of optical data encoding (in the field amplitude and/or phase), random scattering, and nonlinear detection...

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Bibliographic Details
Main Authors: Gerard McCaul, Girish Tripathy Tripathy, Giulia Marcucci, Juan Totero Gongora
Format: Default Article
Published: 2025
Subjects:
Applied mathematics
Numerical and computational mathematics
Other physical sciences
Information technology
Neuromorphic engineering
Data processing
Artificial neural networks
Machine learning
Optical signal processing
Algebraic topology
Probability theory
Optical field
Regression analysis
Online Access:https://hdl.handle.net/2134/30128209.v1
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