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Ar~+ ions irradiation induced memristive behavior and neuromorphic computing in monolithic LiNbO_3 thin films

机译:Ar〜+离子辐照诱导单晶LiNbO_3薄膜的忆阻行为和神经形态计算

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摘要

Recently, memristors have attracted considerable attention because of their potential applications in artificial neural networks which will promote the future development of artificial intelligence. In this work, the analogue memristive and related synaptic behavior of memristors based on single crystalline LiNbO3 thin films have been studied. Low energy Ar+ ions irradiation was applied to locally dope the LiNbO3 thin films by controllably introducing oxygen vacancies acting as donors. The resistive switching performance and synaptic plasticity can be tuned by changing the size or the number of the irradiated regions below the top electrode. Linear regression, an important fundamental function belonging to the machine learning in artificial intelligence, was emulated using memristors with different synaptic plasticity. It has been shown that the local doping method significantly influences the linear regression process.
机译:近年来,忆阻器由于其在人工神经网络中的潜在应用而引起了相当大的关注,这将促进人工智能的未来发展。在这项工作中,已经研究了基于单晶LiNbO3薄膜的忆阻器的类似忆阻作用和相关的突触行为。通过可控制地引入充当供体的氧空位,对低能Ar +离子进行辐照,以对LiNbO3薄膜进行局部掺杂。电阻开关性能和突触可塑性可以通过改变顶部电极下方照射区域的大小或数量来调整。使用具有不同突触可塑性的忆阻器来模拟线性回归,这是人工智能中机器学习的重要基本功能。已经表明,局部掺杂方法显着影响线性回归过程。

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  • 来源
    《Applied Surface Science》 |2019年第1期|751-758|共8页
  • 作者单位

    Univ Elect Sci & Technol China, State Key Lab Elect Thin Films & Integrated Devic, Chengdu 610054, Sichuan, Peoples R China|Univ Hamburg, Dept Informat, Inst Tech Aspects Multimodal Syst TAMS, D-22527 Hamburg, Germany;

    Univ Elect Sci & Technol China, State Key Lab Elect Thin Films & Integrated Devic, Chengdu 610054, Sichuan, Peoples R China;

    Univ Elect Sci & Technol China, State Key Lab Elect Thin Films & Integrated Devic, Chengdu 610054, Sichuan, Peoples R China;

    Univ Elect Sci & Technol China, Ctr Robot, Chengdu 611731, Sichuan, Peoples R China;

    Univ Elect Sci & Technol China, Ctr Robot, Chengdu 611731, Sichuan, Peoples R China;

    Univ Elect Sci & Technol China, Ctr Robot, Chengdu 611731, Sichuan, Peoples R China;

    Univ Elect Sci & Technol China, State Key Lab Elect Thin Films & Integrated Devic, Chengdu 610054, Sichuan, Peoples R China;

    Univ Elect Sci & Technol China, State Key Lab Elect Thin Films & Integrated Devic, Chengdu 610054, Sichuan, Peoples R China;

    Univ Elect Sci & Technol China, State Key Lab Elect Thin Films & Integrated Devic, Chengdu 610054, Sichuan, Peoples R China;

    Univ Elect Sci & Technol China, State Key Lab Elect Thin Films & Integrated Devic, Chengdu 610054, Sichuan, Peoples R China;

    Univ Elect Sci & Technol China, State Key Lab Elect Thin Films & Integrated Devic, Chengdu 610054, Sichuan, Peoples R China;

    Univ Elect Sci & Technol China, State Key Lab Elect Thin Films & Integrated Devic, Chengdu 610054, Sichuan, Peoples R China;

    Univ Hamburg, Dept Informat, Inst Tech Aspects Multimodal Syst TAMS, D-22527 Hamburg, Germany;

    Univ Elect Sci & Technol China, State Key Lab Elect Thin Films & Integrated Devic, Chengdu 610054, Sichuan, Peoples R China;

    Chinese Acad Sci, Shanghai Inst Microsyst & Informat Technol, State Key Lab Funct Mat Informat, Shanghai 200050, Peoples R China;

    Fraunhofer Inst Elektron Nanosyst, Abt Back End Line, Techn Campus 3, D-09126 Chemnitz, Germany;

    Fraunhofer Inst Elektron Nanosyst, Abt Back End Line, Techn Campus 3, D-09126 Chemnitz, Germany|Leibniz Inst Photon Technol eV IPHT, Albert Einstein Str 9, D-07745 Jena, Germany;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Single-crystalline thin film; LiNbO3; Ion-irradiation; Memristor; Neuromorphic computing;

    机译:单晶薄膜LiNbO3离子辐照忆阻器神经形态计算;

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