{"title":"Bio-Realistic Synaptic-Replicated “V” Type Oxygen Vacancy Memristor","authors":"Lanqing Zou, Zhuiri Peng, Huajun Sun, Yunhui Yi, Chuqian Zhu, Jiyang Xu, Junming Zhang, Xuebin Hu, Yiping Dang, Lei Ye, Xiangshui Miao","doi":"10.1002/adfm.202416325","DOIUrl":null,"url":null,"abstract":"The development of an artificial synaptic device is essential for the construction of a brain-like neuromorphic computing architecture. In this study, the goal is to create a multi-layer HfO<sub>x</sub> memristor with a “V” type oxygen vacancy (V<sub>o</sub>) distribution to mimic the function of calcium ions (Ca<sup>2+</sup>) during synaptic information transmission. By adjusting voltage and compliance current (<i>I<sub>cc</sub></i>), the HfO<sub>x</sub> memristor can open or close different levels of volt-controlled Ca<sup>2+</sup> channels, thus enabling the replication of synaptic structure, neurotransmitter release/acceptor, and information transmission. A mathematical model is adopted to describe the behavior of volt-controlled Ca<sup>2+</sup> channels, which demonstrates that the device exhibits consistent characteristics with biological synapses. The device forms an “hourglass” conductive filament (CF) within its middle functional layer, allowing for precise control over filament formation and positioning. This results in ultra-low power consumption for erasing (581 fJ), fast erasing speed (10 ns), and a low resistance difference coefficient of only 1.8%. Furthermore, the device successfully simulates the physical dynamics of Ca<sup>2+</sup> during short-term potentiation (STP) and long-term potentiation (LTP) in biological synapses while replicating various guided synaptic behaviors. This study provides a straightforward method for memristors to realize bio-realistic artificial neuromorphic applications.","PeriodicalId":112,"journal":{"name":"Advanced Functional Materials","volume":null,"pages":null},"PeriodicalIF":18.5000,"publicationDate":"2024-11-05","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Advanced Functional Materials","FirstCategoryId":"88","ListUrlMain":"https://doi.org/10.1002/adfm.202416325","RegionNum":1,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"CHEMISTRY, MULTIDISCIPLINARY","Score":null,"Total":0}
引用次数: 0
Abstract
The development of an artificial synaptic device is essential for the construction of a brain-like neuromorphic computing architecture. In this study, the goal is to create a multi-layer HfOx memristor with a “V” type oxygen vacancy (Vo) distribution to mimic the function of calcium ions (Ca2+) during synaptic information transmission. By adjusting voltage and compliance current (Icc), the HfOx memristor can open or close different levels of volt-controlled Ca2+ channels, thus enabling the replication of synaptic structure, neurotransmitter release/acceptor, and information transmission. A mathematical model is adopted to describe the behavior of volt-controlled Ca2+ channels, which demonstrates that the device exhibits consistent characteristics with biological synapses. The device forms an “hourglass” conductive filament (CF) within its middle functional layer, allowing for precise control over filament formation and positioning. This results in ultra-low power consumption for erasing (581 fJ), fast erasing speed (10 ns), and a low resistance difference coefficient of only 1.8%. Furthermore, the device successfully simulates the physical dynamics of Ca2+ during short-term potentiation (STP) and long-term potentiation (LTP) in biological synapses while replicating various guided synaptic behaviors. This study provides a straightforward method for memristors to realize bio-realistic artificial neuromorphic applications.
期刊介绍:
Firmly established as a top-tier materials science journal, Advanced Functional Materials reports breakthrough research in all aspects of materials science, including nanotechnology, chemistry, physics, and biology every week.
Advanced Functional Materials is known for its rapid and fair peer review, quality content, and high impact, making it the first choice of the international materials science community.