Classification of time-domain waveforms using a speckle-based optical reservoir computer.
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Summary
A bulk electro-optical demonstration of a reservoir computer using speckles generated by propagating a laser beam modulated with a spatial light modulator through a multimode waveguide to demonstrate a framework for building a scalable, chip-scale, reservoir computer capable of performing optical signal processing.
- Type
- article
- Published
- 2019-09-27
- Cited by
- 48
- References
- 32
- Access
- Open access
- OpenAlex
- https://openalex.org/W2975126970
- Semantic Scholar
- https://api.semanticscholar.org/CorpusID:203591818
Keywords
Reservoir computing, Computer science, Speckle pattern, Waveform, Multi-mode optical fiber
References
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- Parallel photonic information processing at gigabyte per second data rates using transient states
- Multidimensional curve classification using passing-through regions
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- All-optical Reservoir Computing
- Photonic information processing beyond Turing: an optoelectronic implementation of reservoir computing.
- Experimental demonstration of reservoir computing on a silicon photonics chip
- Analysis of the Effective Refractive Index of Silicon Waveguides Through the Constructive and Destructive Interference in a Mach–Zehnder Interferometer
- Oscillation and chaos in physiological control systems.
- Coupled-Mode Theory for Guided-Wave Optics
- Harnessing Nonlinearity: Predicting Chaotic Systems and Saving Energy in Wireless Communication
- High performance photonic reservoir computer based on a coherently driven passive cavity
- Reservoir computing approaches to recurrent neural network training
- A Unified Framework for Reservoir Computing and Extreme Learning Machines based on a Single Time-delayed Neuron
- Fully analogue photonic reservoir computer
- Scaling Up Echo-State Networks With Multiple Light Scattering
- High-Speed Photonic Reservoir Computing Using a Time-Delay-Based Architecture: Million Words per Second Classification
- Deep reservoir computing: A critical experimental analysis
- Compact silicon multimode waveguide spectrometer with enhanced bandwidth
- Advances in photonic reservoir computing
Cited by
- Ultra-high resolution and broadband chip-scale speckle enhanced Fourier-transform spectrometer.
- Multimode nonlinear fiber optics, a spatiotemporal avenue
- Large-Scale Optical Reservoir Computing for Spatiotemporal Chaotic Systems Prediction
- Optical reservoir computer using speckle in a multimode waveguide
- A Photonic Integrated Circuit based Compressive Sensing Radio Frequency Receiver
- Photonic integrated circuit based compressive sensing radio frequency receiver using waveguide speckle.
- Speckle-Based Optical Waveguide Reservoir Computer for Blind Signal Classification
- Using multidimensional speckle dynamics for high-speed, large-scale, parallel photonic computing
- Scalable optical learning operator
- Opportunities in Quantum Reservoir Computing and Extreme Learning Machines
- Photonic reservoir computer with all-optical reservoir
- Photonic extreme learning machine by free-space optical propagation
- Photonic reservoir computer using speckle in multimode waveguide ring resonators.
- Short-wavelength Reverberant Wave Systems for Enhanced Reservoir Computing
- The challenges of modern computing and new opportunities for optics
- Parity-time Symmetric Optical Neural Networks
- Photonic neural field on a silicon chip: large-scale, high-speed neuro-inspired computing and sensing
- Photonic reservoir computer based on frequency multiplexing.
- Leveraging AI in Photonics and Beyond
- Short-wavelength reverberant wave systems for physical realization of reservoir computing
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