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Published on: September 1, 2022
Coupled ferroelectric-anisotropic optoelectronic synapse for polarization-sensitive neuromorphic vision
Jiali Huo1, Jinpeng Huo2, Jing Gao1
1Department of Electrical and Computer Engineering, National University of Singapore, 4 Engineering Drive 3, Singapore, Singapore.
Researchers developed a novel optoelectronic synapse integrating polarization-sensitive photodetection and memory for neuromorphic vision. This device overcomes interfacial instabilities, enabling efficient, polarization-resolved learning and recognition tasks.
Area of Science:
- Materials Science
- Neuroscience
- Electrical Engineering
Background:
- Polarization-sensitive photodetection and non-volatile memory are crucial for neuromorphic vision hardware.
- Integrating these functions in a single device is challenging due to interfacial instabilities and depolarization fields at 2D/ferroelectric junctions.
Purpose of the Study:
- To demonstrate a polarization-resolved optoelectronic synapse that integrates photodetection and non-volatile memory.
- To overcome interfacial instabilities in 2D/ferroelectric junctions for improved device performance.
Main Methods:
- Fabrication of a metal-ferroelectric-metal-insulator-semiconductor (MFMIS) ferroelectric field-effect transistor (FeFET) using a 2D ReS2 channel and Hf0.5Zr0.5O2 (HZO) dielectric.
- Co-modulation of ferroelectric polarization and photoexcited carrier trapping.
- Utilizing the polarization anisotropy of ReS2 and ferroelectric memristive states.
Main Results:
- Achieved high responsivity, strong detectivity, and long-term optoelectronic retention.
- Demonstrated gate-tunable polarization ratios and polarization-resolved learning.
- Exhibited linear and energy-efficient optical-electrical modulation (2.0 fJ per event).
- An artificial neural network (ANN) achieved 97.33% accuracy in iris recognition.
- A convolutional neural network (CNN) performed butterfly classification using polarization-resolved feature extraction.
Conclusions:
- Established a unified ferroelectric-anisotropic platform for energy-efficient, polarization-resolved neuromorphic vision.
- The developed optoelectronic synapse enables advanced functionalities for next-generation vision hardware.
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