A photonic artificial synapse with a reversible multifaceted photochromic compound
Deeksha Sharma1,2, Dheemahi Rao1,2, Bivas Saha1,2,3
1Chemistry and Physics of Materials Unit, Jawaharlal Nehru Centre for Advanced Scientific Research, Bangalore 560064, India. bsaha@jncasr.ac.in.
Nanoscale Horizons
|February 28, 2023
Summary
Artificial photonic synapses using spiropyran offer a novel approach to neuromorphic computing, overcoming electronic limitations. These all-optical synapses demonstrate memory functions, paving the way for advanced computing architectures.
Area of Science:
- Optoelectronics
- Materials Science
- Neuroscience
Background:
- The von Neumann architecture's separation of memory and processing limits computational speed and efficiency.
- The human brain's integrated structure and synaptic connections enable powerful, energy-efficient information processing.
- Neuromorphic computing aims to emulate brain-like functionalities for enhanced computational capabilities.
Purpose of the Study:
- To develop an artificial photonic synapse using photochromic organic compounds.
- To emulate biological synaptic functions, including excitatory and inhibitory actions.
- To demonstrate learning and memory capabilities in an all-optical computing system.
Main Methods:
- Utilized spiropyran, a reversible photochromic organic compound, as the core component for the artificial synapse.
- Stimulated spiropyran with UV-visible optical pulses to induce spiropyran-merocyanine isomerization, altering optical transmission.
- Modulated stimulus strength to control isomerization and relaxation dynamics, mimicking synaptic plasticity.
Main Results:
- Achieved all-optical synaptic behavior through light-induced isomerization of spiropyran.
- Demonstrated short-term memory (STM), long-term memory (LTM), and STM-to-LTM transitions by controlling optical stimuli.
- Showcased the potential of spiropyran's solvatochromic properties to enhance memory augmentation.
Conclusions:
- Photochromic organic compounds, specifically spiropyran, are suitable materials for artificial photonic synapses.
- All-optical synapses can replicate biological synaptic functions and exhibit memory capabilities.
- This research presents a promising pathway for developing advanced neuromorphic computing systems.
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