基于MoS2/BaTiO3的可调谐光电记忆电阻器用于神经形态视觉

Chip Pub Date : 2025-03-06 DOI:10.1016/j.chip.2025.100136
Ziliang Fang , Bingyu Chen , Rui Rong , Hanrong Xie , Manyan Xie , Haoran Guo , Yang Li , Fangheng Fu , Xu Ouyang , Yuming Wei , Gangding Peng , Tiefeng Yang , Huihui Lu , Heyuan Guan
{"title":"基于MoS2/BaTiO3的可调谐光电记忆电阻器用于神经形态视觉","authors":"Ziliang Fang ,&nbsp;Bingyu Chen ,&nbsp;Rui Rong ,&nbsp;Hanrong Xie ,&nbsp;Manyan Xie ,&nbsp;Haoran Guo ,&nbsp;Yang Li ,&nbsp;Fangheng Fu ,&nbsp;Xu Ouyang ,&nbsp;Yuming Wei ,&nbsp;Gangding Peng ,&nbsp;Tiefeng Yang ,&nbsp;Huihui Lu ,&nbsp;Heyuan Guan","doi":"10.1016/j.chip.2025.100136","DOIUrl":null,"url":null,"abstract":"<div><div>Human vision–inspired neuromorphic devices have integrated architectures that combine sensing, computing, and storage functions, which can fundamentally avoid the energy waste caused by frequent data movement in the currently widely used von Neumann architecture, and have crucial application potential in advanced artificial intelligence chips that pursue low power consumption and low latency. However, previously reported visual neuromorphic devices either suffer complex floating gate, vertically stacked multilayer structures, or necessitate separated optical-sensing and synaptic units, realizing highly compact, non-volatile optoelectronic response and continuously tunable conductivity within a sententious architecture remains a significant challenge. Here, we presented a low-cost exfoliation and transfer method combined with spin-coating to fabricate molybdenum disulfide (MoS<sub>2</sub>)/barium titanate (BaTiO<sub>3</sub>) heterostructured optoelectronic devices. Based on the ferroelectricity of BaTiO<sub>3</sub> and the charge transport characteristics of MoS<sub>2</sub>, the hysteresis of ferroelectric polarization upon both electric and optical stimulation is successfully endowed with reliable resistance state switching abilities, showing the advantages of low bias voltage operation (±2 V) and distinct 16 conductance states under light pulse irradiation. Besides, the MoS<sub>2</sub>/BaTiO<sub>3</sub> device can be further used to emulate biological synaptic behavior and accomplish the transition from short-term memory (STM) to long-term memory (LTM). Notably, leveraging the dual characteristics of imaging and neuromorphic behavior, we constructed a multi-layer perceptron network integrating visual perception and image recognition, showing an accuracy of 97.6% in the Modified National Institute of Standards and Technology (MNIST) pattern recognition task. This work introduced a simple MoS<sub>2</sub>/BaTiO<sub>3</sub> heterojunction architecture device, offering integrated perception, storage, and computing capabilities, providing a new possibility for future compact neuromorphic computing devices.</div></div>","PeriodicalId":100244,"journal":{"name":"Chip","volume":"4 3","pages":"Article 100136"},"PeriodicalIF":0.0000,"publicationDate":"2025-03-06","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Tunable optoelectronic memristor based on MoS2/BaTiO3 for neuromorphic vision\",\"authors\":\"Ziliang Fang ,&nbsp;Bingyu Chen ,&nbsp;Rui Rong ,&nbsp;Hanrong Xie ,&nbsp;Manyan Xie ,&nbsp;Haoran Guo ,&nbsp;Yang Li ,&nbsp;Fangheng Fu ,&nbsp;Xu Ouyang ,&nbsp;Yuming Wei ,&nbsp;Gangding Peng ,&nbsp;Tiefeng Yang ,&nbsp;Huihui Lu ,&nbsp;Heyuan Guan\",\"doi\":\"10.1016/j.chip.2025.100136\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><div>Human vision–inspired neuromorphic devices have integrated architectures that combine sensing, computing, and storage functions, which can fundamentally avoid the energy waste caused by frequent data movement in the currently widely used von Neumann architecture, and have crucial application potential in advanced artificial intelligence chips that pursue low power consumption and low latency. However, previously reported visual neuromorphic devices either suffer complex floating gate, vertically stacked multilayer structures, or necessitate separated optical-sensing and synaptic units, realizing highly compact, non-volatile optoelectronic response and continuously tunable conductivity within a sententious architecture remains a significant challenge. Here, we presented a low-cost exfoliation and transfer method combined with spin-coating to fabricate molybdenum disulfide (MoS<sub>2</sub>)/barium titanate (BaTiO<sub>3</sub>) heterostructured optoelectronic devices. Based on the ferroelectricity of BaTiO<sub>3</sub> and the charge transport characteristics of MoS<sub>2</sub>, the hysteresis of ferroelectric polarization upon both electric and optical stimulation is successfully endowed with reliable resistance state switching abilities, showing the advantages of low bias voltage operation (±2 V) and distinct 16 conductance states under light pulse irradiation. Besides, the MoS<sub>2</sub>/BaTiO<sub>3</sub> device can be further used to emulate biological synaptic behavior and accomplish the transition from short-term memory (STM) to long-term memory (LTM). Notably, leveraging the dual characteristics of imaging and neuromorphic behavior, we constructed a multi-layer perceptron network integrating visual perception and image recognition, showing an accuracy of 97.6% in the Modified National Institute of Standards and Technology (MNIST) pattern recognition task. This work introduced a simple MoS<sub>2</sub>/BaTiO<sub>3</sub> heterojunction architecture device, offering integrated perception, storage, and computing capabilities, providing a new possibility for future compact neuromorphic computing devices.</div></div>\",\"PeriodicalId\":100244,\"journal\":{\"name\":\"Chip\",\"volume\":\"4 3\",\"pages\":\"Article 100136\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2025-03-06\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Chip\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S2709472325000103\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Chip","FirstCategoryId":"1085","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2709472325000103","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 0

摘要

人类视觉启发的神经形态器件具有传感、计算和存储功能相结合的集成架构,可以从根本上避免目前广泛使用的von Neumann架构中频繁移动数据造成的能量浪费,在追求低功耗、低延迟的高级人工智能芯片中具有至关重要的应用潜力。然而,先前报道的视觉神经形态器件要么采用复杂的浮栅、垂直堆叠的多层结构,要么需要分离的光传感和突触单元,在简洁的结构中实现高度紧凑、非易失性的光电响应和连续可调的电导率仍然是一个重大挑战。在这里,我们提出了一种低成本的剥离和转移方法,结合自旋涂层来制备二硫化钼(MoS2)/钛酸钡(BaTiO3)异质结构光电器件。基于BaTiO3的铁电性和MoS2的电荷输运特性,成功地赋予了铁电极化滞后在电和光刺激下具有可靠的电阻状态切换能力,显示出在光脉冲照射下低偏置电压(±2 V)和不同电导状态的优势。此外,MoS2/BaTiO3器件还可进一步用于模拟生物突触行为,实现短时记忆(STM)向长时记忆(LTM)的过渡。值得注意的是,利用成像和神经形态行为的双重特征,我们构建了一个集成视觉感知和图像识别的多层感知器网络,在修改的美国国家标准与技术研究所(MNIST)模式识别任务中显示出97.6%的准确率。这项工作引入了一个简单的MoS2/BaTiO3异质结架构器件,提供集成的感知、存储和计算能力,为未来紧凑的神经形态计算器件提供了新的可能性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Tunable optoelectronic memristor based on MoS2/BaTiO3 for neuromorphic vision
Human vision–inspired neuromorphic devices have integrated architectures that combine sensing, computing, and storage functions, which can fundamentally avoid the energy waste caused by frequent data movement in the currently widely used von Neumann architecture, and have crucial application potential in advanced artificial intelligence chips that pursue low power consumption and low latency. However, previously reported visual neuromorphic devices either suffer complex floating gate, vertically stacked multilayer structures, or necessitate separated optical-sensing and synaptic units, realizing highly compact, non-volatile optoelectronic response and continuously tunable conductivity within a sententious architecture remains a significant challenge. Here, we presented a low-cost exfoliation and transfer method combined with spin-coating to fabricate molybdenum disulfide (MoS2)/barium titanate (BaTiO3) heterostructured optoelectronic devices. Based on the ferroelectricity of BaTiO3 and the charge transport characteristics of MoS2, the hysteresis of ferroelectric polarization upon both electric and optical stimulation is successfully endowed with reliable resistance state switching abilities, showing the advantages of low bias voltage operation (±2 V) and distinct 16 conductance states under light pulse irradiation. Besides, the MoS2/BaTiO3 device can be further used to emulate biological synaptic behavior and accomplish the transition from short-term memory (STM) to long-term memory (LTM). Notably, leveraging the dual characteristics of imaging and neuromorphic behavior, we constructed a multi-layer perceptron network integrating visual perception and image recognition, showing an accuracy of 97.6% in the Modified National Institute of Standards and Technology (MNIST) pattern recognition task. This work introduced a simple MoS2/BaTiO3 heterojunction architecture device, offering integrated perception, storage, and computing capabilities, providing a new possibility for future compact neuromorphic computing devices.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
CiteScore
2.80
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信