Jiaqi Han, Ziyang Yan, Ya Lin, Ye Tao, Xuanyu Shan, Zhongqiang Wang, Xiaoning Zhao, Haiyang Xu, Yichun Liu
{"title":"用于多模态神经形态传感系统的基于多孔氧化硅的忆阻器中由湿度介导的突触可塑性","authors":"Jiaqi Han, Ziyang Yan, Ya Lin, Ye Tao, Xuanyu Shan, Zhongqiang Wang, Xiaoning Zhao, Haiyang Xu, Yichun Liu","doi":"10.1016/j.mtnano.2024.100461","DOIUrl":null,"url":null,"abstract":"<div><p>Neuromorphic sensory system plays a critical role for human being to perceive, interact and even deduce with the external environment. Multimodal plasticity implementation of neuromorphic sensory system that can learn with diversified information empowers the development of environment-interactive artificial intelligence. In this work, we demonstrated a multimodal neuromorphic sensory system based on Ag loaded porous SiO<sub>x</sub> based memristor. The humidity-mediated synaptic plasticity behaviors were detailedly analyzed in the range of 10–90% relative humidity (RH). The humidity-mediated silver ion migration in porous SiO<sub>x</sub> memristors was studied by theoretical and experimental methods, and the mechanism of synergistic effect between porous micro-structure and ambient humidity was elucidated. A multimodal neuromorphic sensory system was finally constructed and the adaptive behavior of the human eye was also successfully simulated by taking advantage of this well-designed Au/Ag-SiO<sub>x</sub>/ITO memristor. The biomimetic intelligence demonstrated in our multimodal neuromorphic sensory devices and systems shows its potential in promoting the advancement in brain-like artificial intelligence.</p></div>","PeriodicalId":48517,"journal":{"name":"Materials Today Nano","volume":"25 ","pages":"Article 100461"},"PeriodicalIF":8.2000,"publicationDate":"2024-02-19","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Humidity-mediated synaptic plasticity in Ag loaded porous SiOx based memristor for multimodal neuromorphic sensory system\",\"authors\":\"Jiaqi Han, Ziyang Yan, Ya Lin, Ye Tao, Xuanyu Shan, Zhongqiang Wang, Xiaoning Zhao, Haiyang Xu, Yichun Liu\",\"doi\":\"10.1016/j.mtnano.2024.100461\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<div><p>Neuromorphic sensory system plays a critical role for human being to perceive, interact and even deduce with the external environment. Multimodal plasticity implementation of neuromorphic sensory system that can learn with diversified information empowers the development of environment-interactive artificial intelligence. In this work, we demonstrated a multimodal neuromorphic sensory system based on Ag loaded porous SiO<sub>x</sub> based memristor. The humidity-mediated synaptic plasticity behaviors were detailedly analyzed in the range of 10–90% relative humidity (RH). The humidity-mediated silver ion migration in porous SiO<sub>x</sub> memristors was studied by theoretical and experimental methods, and the mechanism of synergistic effect between porous micro-structure and ambient humidity was elucidated. A multimodal neuromorphic sensory system was finally constructed and the adaptive behavior of the human eye was also successfully simulated by taking advantage of this well-designed Au/Ag-SiO<sub>x</sub>/ITO memristor. The biomimetic intelligence demonstrated in our multimodal neuromorphic sensory devices and systems shows its potential in promoting the advancement in brain-like artificial intelligence.</p></div>\",\"PeriodicalId\":48517,\"journal\":{\"name\":\"Materials Today Nano\",\"volume\":\"25 \",\"pages\":\"Article 100461\"},\"PeriodicalIF\":8.2000,\"publicationDate\":\"2024-02-19\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Materials Today Nano\",\"FirstCategoryId\":\"88\",\"ListUrlMain\":\"https://www.sciencedirect.com/science/article/pii/S2588842024000117\",\"RegionNum\":2,\"RegionCategory\":\"材料科学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"Q1\",\"JCRName\":\"MATERIALS SCIENCE, MULTIDISCIPLINARY\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Materials Today Nano","FirstCategoryId":"88","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S2588842024000117","RegionNum":2,"RegionCategory":"材料科学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"MATERIALS SCIENCE, MULTIDISCIPLINARY","Score":null,"Total":0}
Humidity-mediated synaptic plasticity in Ag loaded porous SiOx based memristor for multimodal neuromorphic sensory system
Neuromorphic sensory system plays a critical role for human being to perceive, interact and even deduce with the external environment. Multimodal plasticity implementation of neuromorphic sensory system that can learn with diversified information empowers the development of environment-interactive artificial intelligence. In this work, we demonstrated a multimodal neuromorphic sensory system based on Ag loaded porous SiOx based memristor. The humidity-mediated synaptic plasticity behaviors were detailedly analyzed in the range of 10–90% relative humidity (RH). The humidity-mediated silver ion migration in porous SiOx memristors was studied by theoretical and experimental methods, and the mechanism of synergistic effect between porous micro-structure and ambient humidity was elucidated. A multimodal neuromorphic sensory system was finally constructed and the adaptive behavior of the human eye was also successfully simulated by taking advantage of this well-designed Au/Ag-SiOx/ITO memristor. The biomimetic intelligence demonstrated in our multimodal neuromorphic sensory devices and systems shows its potential in promoting the advancement in brain-like artificial intelligence.
期刊介绍:
Materials Today Nano is a multidisciplinary journal dedicated to nanoscience and nanotechnology. The journal aims to showcase the latest advances in nanoscience and provide a platform for discussing new concepts and applications. With rigorous peer review, rapid decisions, and high visibility, Materials Today Nano offers authors the opportunity to publish comprehensive articles, short communications, and reviews on a wide range of topics in nanoscience. The editors welcome comprehensive articles, short communications and reviews on topics including but not limited to:
Nanoscale synthesis and assembly
Nanoscale characterization
Nanoscale fabrication
Nanoelectronics and molecular electronics
Nanomedicine
Nanomechanics
Nanosensors
Nanophotonics
Nanocomposites