Study on Applications of LiSiOx Thin-Film Resistance Random Access Memory as Synapse in Neuromorphic Systems
碩士 === 國立中山大學 === 材料與光電科學學系研究所 === 102 === The information stored in human brain is different from computer, it storages and transmits messages through analog signal instead of digital signal. In this study, the lithium silicate resistive random access memory (RRAM) mimics synaptic-like biological b...
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ndltd-TW-102NSYS51590232019-05-15T21:32:36Z http://ndltd.ncl.edu.tw/handle/s562z4 Study on Applications of LiSiOx Thin-Film Resistance Random Access Memory as Synapse in Neuromorphic Systems 鋰矽氧化物薄膜電阻式記憶體在神經系統中突觸仿生之應用研究 Zhi-yang Wang 王志揚 碩士 國立中山大學 材料與光電科學學系研究所 102 The information stored in human brain is different from computer, it storages and transmits messages through analog signal instead of digital signal. In this study, the lithium silicate resistive random access memory (RRAM) mimics synaptic-like biological behavior with multi-bit function. It is helpful for the development of artificial neural network and analog storage by emulating learning rules in the brain. The lithium silicate thin film was prepared by RF sputtering, and it was fabricated the RRAM with Pt/LiSiOx/TiN structure. Though the electrical analysis, the lithium silicate RRAM shows abnormal resistive switching behaviors, especially the high resistance states distribute in a wide range. Based on the corroboration of conduction current fitting analysis, a model was proposed to explain the electrical resistive switching behaviors. By controlling the stop-voltage, the device can achieve multi-bit function and perform complementary resistive switches (CRS). Generally, CRS consists of two anti-serial RRAMs to solve the sneak path problem. However, the lithium silicate RRAM can archive CRS in a single device due to the dual-ion effect (Li+ and O2-). The lithium silicate RRAM device is demonstrated advanced synaptic function such as synaptic plasticity, a spike-timing-dependent plasticity (STDP), a short-term memory (STM) and long-term memory function (LTM), which is relying on the synaptic plasticity with a continuous transition between intermediate resistance states. Further, after a constant voltage applying, the irreversible switching from LRS to HRS is recovered, and the device reveals good endurance again. Tsung-Ming Tsai 蔡宗鳴 2014 學位論文 ; thesis 96 zh-TW |
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碩士 === 國立中山大學 === 材料與光電科學學系研究所 === 102 === The information stored in human brain is different from computer, it storages and transmits messages through analog signal instead of digital signal. In this study, the lithium silicate resistive random access memory (RRAM) mimics synaptic-like biological behavior with multi-bit function. It is helpful for the development of artificial neural network and analog storage by emulating learning rules in the brain.
The lithium silicate thin film was prepared by RF sputtering, and it was fabricated the RRAM with Pt/LiSiOx/TiN structure. Though the electrical analysis, the lithium silicate RRAM shows abnormal resistive switching behaviors, especially the high resistance states distribute in a wide range. Based on the corroboration of conduction current fitting analysis, a model was proposed to explain the electrical resistive switching behaviors.
By controlling the stop-voltage, the device can achieve multi-bit function and perform complementary resistive switches (CRS). Generally, CRS consists of two anti-serial RRAMs to solve the sneak path problem. However, the lithium silicate RRAM can archive CRS in a single device due to the dual-ion effect (Li+ and O2-).
The lithium silicate RRAM device is demonstrated advanced synaptic function such as synaptic plasticity, a spike-timing-dependent plasticity (STDP), a short-term memory (STM) and long-term memory function (LTM), which is relying on the synaptic plasticity with a continuous transition between intermediate resistance states. Further, after a constant voltage applying, the irreversible switching from LRS to HRS is recovered, and the device reveals good endurance again.
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author2 |
Tsung-Ming Tsai |
author_facet |
Tsung-Ming Tsai Zhi-yang Wang 王志揚 |
author |
Zhi-yang Wang 王志揚 |
spellingShingle |
Zhi-yang Wang 王志揚 Study on Applications of LiSiOx Thin-Film Resistance Random Access Memory as Synapse in Neuromorphic Systems |
author_sort |
Zhi-yang Wang |
title |
Study on Applications of LiSiOx Thin-Film Resistance Random Access Memory as Synapse in Neuromorphic Systems |
title_short |
Study on Applications of LiSiOx Thin-Film Resistance Random Access Memory as Synapse in Neuromorphic Systems |
title_full |
Study on Applications of LiSiOx Thin-Film Resistance Random Access Memory as Synapse in Neuromorphic Systems |
title_fullStr |
Study on Applications of LiSiOx Thin-Film Resistance Random Access Memory as Synapse in Neuromorphic Systems |
title_full_unstemmed |
Study on Applications of LiSiOx Thin-Film Resistance Random Access Memory as Synapse in Neuromorphic Systems |
title_sort |
study on applications of lisiox thin-film resistance random access memory as synapse in neuromorphic systems |
publishDate |
2014 |
url |
http://ndltd.ncl.edu.tw/handle/s562z4 |
work_keys_str_mv |
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