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Near-Infrared Artificial Optical Synapse Based on the P(VDF-TrFE)-Coated InAs Nanowire Field-Effect Transistor.
Rui Shen1, Yifan Jiang1, Zhiwei Li1
1Key Laboratory for the Physics and Chemistry of Nanodevices, School of Electronics, Peking University, Beijing 100871, China.
This study introduces the first near-infrared optical synapse using a P(VDF-TrFE)-coated InAs nanowire transistor. This novel device exhibits essential synaptic behaviors, paving the way for advanced artificial neural networks.
Area of Science:
- Materials Science
- Neuroscience
- Electrical Engineering
Background:
- Optical synapses are crucial for optical neuromorphic computing, with applications in AI and visual perception.
- Infrared (IR) optical synapses are underdeveloped, despite the potential of materials like Indium Arsenide (InAs) nanowires (NWs) for IR detection due to their narrow bandgap and high surface-to-volume ratio.
Purpose of the Study:
- To demonstrate the first near-infrared (NIR) optical synapse.
- To investigate the synaptic behaviors of a poly(vinylidene fluoride-trifluoroethylene) (P(VDF-TrFE))-coated InAs nanowire field-effect transistor (FET) under NIR illumination.
- To elucidate the working mechanism behind the observed optical synaptic functions.
Main Methods:
- Fabrication of a P(VDF-TrFE)-coated InAs NW FET.
- Characterization of the device's photoresponse under 750 nm laser illumination.
- Evaluation of optical synaptic behaviors, including excitatory postsynaptic current (EPSC) and plasticity (paired-pulse facilitation (PPF), short-term plasticity (STP) to long-term plasticity (LTP) transformation) in response to NIR light pulses.
Main Results:
- The P(VDF-TrFE)-coated InAs NW FET achieved a high responsivity of 839.3 A/W at 750 nm.
- The device demonstrated key optical synaptic functions, mimicking biological synapses.
- The ferroelectric polarization effect in the P(VDF-TrFE) layer was identified as the mechanism governing photogenerated carrier trapping and de-trapping.
Conclusions:
- The P(VDF-TrFE)-coated InAs NW FET successfully functions as a NIR optical synapse.
- The ferroelectric P(VDF-TrFE) layer plays a critical role in enabling synaptic plasticity.
- This work offers significant advancements for developing artificial neural networks and visual perception systems.
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