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Published on: March 9, 2019
Moiré synaptic transistor with room-temperature neuromorphic functionality
Xiaodong Yan1, Zhiren Zheng2, Vinod K Sangwan1
1Department of Materials Science and Engineering, Northwestern University, Evanston, IL, USA.
Researchers developed a room-temperature moiré synaptic transistor using asymmetric bilayer graphene/hexagonal boron nitride. This breakthrough enables low-power, non-volatile charge injection for advanced AI hardware and neuromorphic computing applications.
Area of Science:
- Condensed Matter Physics
- Materials Science
- Nanotechnology
Background:
- Moiré quantum materials exhibit exotic electronic phenomena due to Coulomb interactions in twisted 2D heterostructures.
- Atomically thin materials offer high electrostatic control, promising advanced electronic devices.
- Current moiré phenomena are restricted to cryogenic temperatures, hindering practical applications.
Purpose of the Study:
- To experimentally realize and demonstrate room-temperature operation of a moiré synaptic transistor.
- To leverage asymmetric moiré potentials for novel electronic functionalities.
- To enable efficient compute-in-memory and AI hardware accelerators.
Main Methods:
- Fabrication of an asymmetric bilayer graphene/hexagonal boron nitride moiré heterostructure.
- Utilizing the moiré potential to create electronic ratchet states.
- Employing asymmetric gating in dual-gated devices for neuromorphic functions.
Main Results:
- Achieved room-temperature operation of a low-power (20 pW) moiré synaptic transistor.
- Demonstrated hysteretic, non-volatile charge carrier injection controlled by asymmetric moiré potential.
- Realized diverse biorealistic neuromorphic functionalities including reconfigurable synaptic responses and tempotrons.
Conclusions:
- The developed moiré synaptic transistor operates efficiently at room temperature.
- This technology paves the way for practical, low-power neuromorphic computing and AI hardware.
- Asymmetric moiré heterostructures are a promising platform for next-generation electronic devices.
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