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Sensory gating in bilayer amorphous carbon memristors
T J Raeber1, A J Barlow, Z C Zhao
1School of Science, RMIT University, VIC 3001, Melbourne, Australia. billy.murdoch@rmit.edu.au.
Nanoscale
|October 27, 2018
Summary
New amorphous carbon memory devices offer higher density by using multiple resistance states. These devices show synaptic behaviors like paired-pulse inhibition, useful for artificial neural networks and neuromorphic computing.
Area of Science:
- Materials Science
- Device Physics
- Computational Neuroscience
Background:
- Conventional non-volatile memory technologies are limited by binary (two-state) storage.
- Artificial neural networks require efficient memory components that mimic biological synapses.
Purpose of the Study:
- To develop multi-state amorphous carbon-based memory devices.
- To investigate their potential for higher memory density and neuromorphic applications.
- To explore synaptic functionalities, such as paired-pulse inhibition.
Main Methods:
- Fabrication of amorphous carbon-based resistive switching memory devices.
- Characterization of bipolar and unipolar resistive switching behaviors.
- Analysis of device performance for synaptic function emulation.
Main Results:
- Devices exhibit independent bipolar and unipolar resistive switching, enabling multi-state operation.
- Achieved higher memory density compared to binary memory.
- Demonstrated paired-pulse inhibition at bio-realistic timescales (<100 ms).
Conclusions:
- Amorphous carbon devices offer a pathway to advanced non-volatile memory with increased density.
- The observed synaptic behaviors make them suitable for artificial neural networks and neuromorphic circuits.
- These devices can serve as synapse-inspired memory or filters for specialized sensors.
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