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https://hdl.handle.net/10356/139089
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DC Field | Value | Language |
---|---|---|
dc.contributor.author | Chai, Zhen Hong | en_US |
dc.date.accessioned | 2020-05-15T05:59:43Z | - |
dc.date.available | 2020-05-15T05:59:43Z | - |
dc.date.issued | 2020 | - |
dc.identifier.uri | https://hdl.handle.net/10356/139089 | - |
dc.description.abstract | Neuromorphic systems inspired by the brain have gained much popularity in the computing world for its potential energy-efficient computation. To fully realisse a developed neuromorphic hardware application, large-scale integration of artificial synapses onto a single computing chip is required. In this work, electrical measurements were conducted on commercial level TiN/HfO2 gated n-channel MOSFET transistor (with an equivalent oxide thickness of 1.7nm) to demonstrate that it can exhibit some critical synaptic characteristics of a biological synapse such as excitatory and inhibitory postsynaptic current (EPSC and IPSC), short-term plasticity (STP) and long-term potentiation (LTP), metaplasticity, and spike timing dependent plasticity (STDP). The mechanism behind the output characteristic of MOSFET to exhibit synaptic-like response is the charge trapping and de-trapping at defects in the oxide and oxide/semiconductor interface. The readily available CMOS transistor can be a potential fundamental building block for an artificial neural network to drive towards a commercialised neuromorphic system. | en_US |
dc.language.iso | en | en_US |
dc.publisher | Nanyang Technological University | en_US |
dc.relation | A2016-191 | en_US |
dc.subject | Engineering::Electrical and electronic engineering | en_US |
dc.title | Synaptic CMOS transistor | en_US |
dc.type | Final Year Project (FYP) | en_US |
dc.contributor.supervisor | Ang Diing Shenp | en_US |
dc.contributor.school | School of Electrical and Electronic Engineering | en_US |
dc.description.degree | Bachelor of Engineering (Electrical and Electronic Engineering) | en_US |
dc.contributor.supervisoremail | edsang@ntu.edu.sg | en_US |
item.grantfulltext | restricted | - |
item.fulltext | With Fulltext | - |
Appears in Collections: | EEE Student Reports (FYP/IA/PA/PI) |
Files in This Item:
File | Description | Size | Format | |
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FYP Final Report (Chai Zhen Hong).pdf Restricted Access | 1.99 MB | Adobe PDF | View/Open |
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