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Realization of tunable artificial synapse and memory based on amorphous oxide semiconductor transistor
Mingzhi Dai1, Weiliang Wang2,3, Pengjun Wang3,4
1Ningbo Institute of Materials Technology and Engineering, Chinese Academy of Sciences, Ningbo, 315201, China. daimz@nimte.ac.cn.
Scientific Reports
|September 10, 2017
Summary
This study models artificial synapses using oxide semiconductors, focusing on voltage-dependent relaxation. The new quantitative model improves the simulation and control of neuromorphic computing systems.
Area of Science:
- Materials Science
- Neuroscience
- Electrical Engineering
Background:
- Biologically inspired neuromorphic circuits utilize advanced materials like oxide semiconductors.
- Mobile ions in oxide semiconductors mimic ion movement in biological neurons and synapses.
- Previous studies lacked quantitative modeling for synaptic device relaxation processes.
Purpose of the Study:
- To develop a quantitative model for the voltage dependence of relaxation in artificial synaptic devices.
- To investigate the impact of voltage factors on synaptic behavior.
- To enhance the simulation and control of neuromorphic computing.
Main Methods:
- Utilized gate pulse-stimulated currents in oxide semiconductor devices.
- Mimicked and investigated artificial synapse functions.
- Updated modeling of excitatory post-synaptic current (EPSC) using a stretched-exponential function with voltage factors.
Main Results:
- Developed a quantitative model for the relaxation process of artificial synaptic devices.
- Incorporated voltage factors into the stretched-exponential function for modeling synaptic behavior.
- Demonstrated a more precise way to study synaptic transmission bias impacts.
Conclusions:
- The quantitative model provides a better understanding of voltage-dependent relaxation in artificial synapses.
- This research facilitates improved simulation, realization, and control of neuromorphic computing.
- The findings contribute to the advancement of oxide semiconductor-based neuromorphic devices.
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