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Excitability in optically injected microdisk lasers with phase controlled excitatory and inhibitory response
Optics Express
|November 13, 2013
Summary
We demonstrate a novel optical spiking neuron using microdisk lasers, exhibiting neuron-like behavior. This design shows potential for advanced optical computing and artificial intelligence applications.
Area of Science:
- Photonics
- Neuroscience
- Computer Science
Background:
- Artificial neurons are crucial for machine learning.
- Optical computing offers high speed and low power consumption.
- Microdisk lasers are compact and efficient light sources.
Purpose of the Study:
- To demonstrate class I excitability in optically injected microdisk lasers.
- To propose a novel optical spiking neuron design.
- To analyze the neuron's behavior and potential applications.
Main Methods:
- Optically injecting microdisk lasers.
- Analyzing the input-output rate dependency.
- Investigating the influence of optical phase on neuron response.
Main Results:
- Class I excitability was demonstrated in microdisk lasers.
- The proposed neuron exhibits threshold and integrating behavior.
- Output rate-input rate dependency mimics sigmoidal artificial neurons.
- Optical phase influences neuron response, enabling excitatory and inhibitory perturbations.
Conclusions:
- The study presents a viable optical spiking neuron design.
- This design shows promise for neuromorphic computing and optical signal processing.
- The control over excitatory and inhibitory responses opens new avenues for optical neural networks.
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