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Deep machine learning unravels the structural origin of mid-gap states in chalcogenide glass for high-density memory integration 被引量:5
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作者 Meng Xu Ming Xu Xiangshui Miao 《InfoMat》 SCIE CAS 2022年第6期109-120,共12页
The recent development of three-dimensional semiconductor integration technology demands a key component-the ovonic threshold switching(OTS)selector to suppress the current leakage in the high-density memory chips.Yet... The recent development of three-dimensional semiconductor integration technology demands a key component-the ovonic threshold switching(OTS)selector to suppress the current leakage in the high-density memory chips.Yet,the unsatisfactory performance of existing OTS materials becomes the bottleneck of the industrial advancement.The sluggish development of OTS materials,which are usually made from chalcogenide glass,should be largely attributed to the insufficient understanding of the electronic structure in these materials,despite of intensive research in the past decade.Due to the heavy first-principles computation on disordered systems,a universal theory to explain the origin of mid-gap states(MGS),which are the key feature leading to the OTS behavior,is still lacking.To avoid the formidable computational tasks,we adopt machine learning method to understand and predict MGS in typical OTS materials.We build hundreds of chalcogenide glass models and collect major structural features from both short-range order(SRO)and medium-range order(MRO)of the amorphous cells.After training the artificial neural network using these features,the accuracy has reached~95%when it recognizes MGS in new glass.By analyzing the synaptic weights of the input structural features,we discover that the bonding and coordination environments from SRO and particularly MRO are closely related to MGS.The trained model could be used in many other OTS chalcogenides after minor modification.The intelligent machine learning allows us to understand the OTS mechanism from vast amount of structural data without heavy computational tasks,providing a new strategy to design functional amorphous materials from first principles. 展开更多
关键词 chalcogenide glass machine learning mid-gap states ovonic threshold switching phasechange memory SELECTOR
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Chalcogenide Ovonic Threshold Switching Selector
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作者 Zihao Zhao Sergiu Clima +4 位作者 Daniele Garbin Robin Degraeve Geoffrey Pourtois Zhitang Song Min Zhu 《Nano-Micro Letters》 SCIE EI CAS CSCD 2024年第5期1-40,共40页
Today’s explosion of data urgently requires memory technologies capable of storing large volumes of data in shorter time frames,a feat unattain-able with Flash or DRAM.Intel Optane,commonly referred to as three-dimen... Today’s explosion of data urgently requires memory technologies capable of storing large volumes of data in shorter time frames,a feat unattain-able with Flash or DRAM.Intel Optane,commonly referred to as three-dimensional phase change memory,stands out as one of the most promising candidates.The Optane with cross-point architecture is constructed through layering a storage element and a selector known as the ovonic threshold switch(OTS).The OTS device,which employs chalcogenide film,has thereby gathered increased attention in recent years.In this paper,we begin by providing a brief introduction to the discovery process of the OTS phenomenon.Subsequently,we summarize the key elec-trical parameters of OTS devices and delve into recent explorations of OTS materials,which are categorized as Se-based,Te-based,and S-based material systems.Furthermore,we discuss various models for the OTS switching mechanism,including field-induced nucleation model,as well as several carrier injection models.Additionally,we review the progress and innovations in OTS mechanism research.Finally,we highlight the successful application of OTS devices in three-dimensional high-density memory and offer insights into their promising performance and extensive prospects in emerging applications,such as self-selecting memory and neuromorphic computing. 展开更多
关键词 Non-volatile memory ovonic threshold switch(OTS) CHALCOGENIDE SELECTOR
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Multilayer doped-GeSe OTS selector for improved endurance and threshold voltage stability
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作者 Shiqing Zhang Bing Song +4 位作者 Shujing Jia Rongrong Cao Sen Liu Hui Xu Qingjiang Li 《Journal of Semiconductors》 EI CAS CSCD 2022年第10期97-102,共6页
Selector devices are indispensable components of large-scale memristor array systems.The thereinto,ovonic threshold switching(OTS)selector is one of the most suitable candidates for selector devices,owing to its high ... Selector devices are indispensable components of large-scale memristor array systems.The thereinto,ovonic threshold switching(OTS)selector is one of the most suitable candidates for selector devices,owing to its high selectivity and scalability.However,OTS selectors suffer from poor endurance and stability which are persistent tricky problems for applica-tion.Here,we report on a multilayer OTS selector based on simple GeSe and doped-GeSe.The experimental results show im-proving selector performed extraordinary endurance up to 1010 and the fluctuation of threshold voltage is 2.5%.The reason for the improvement may lie in more interface states which strengthen the interaction among individual layers.These develop-ments pave the way towards tuning a new class of OTS materials engineering,ensuring improvement of electrical perform-ance. 展开更多
关键词 ovonic threshold switch SELECTOR GeSe multilayer structure ENDURANCE stability
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硫系化合物在相变存储器中的应用概述
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作者 石红春 刘晓华 +6 位作者 朱晨阳 林泉 马远飞 曹波 尚鹏 杨海 黎建明 《材料导报》 CSCD 北大核心 2023年第S01期99-103,共5页
相变存储器具有非挥发性、存储密度高、循环寿命长、元件尺寸小、功耗低、抗辐射干扰等诸多优点,被认为是最具潜力的下一代存储器。硫系化合物材料在电压驱动下,可在高阻态和低阻态之间可逆转换,这一特性使之作为相变存储和阈值开关材... 相变存储器具有非挥发性、存储密度高、循环寿命长、元件尺寸小、功耗低、抗辐射干扰等诸多优点,被认为是最具潜力的下一代存储器。硫系化合物材料在电压驱动下,可在高阻态和低阻态之间可逆转换,这一特性使之作为相变存储和阈值开关材料广泛地应用于相变存储领域。本文简要介绍了硫系化合物材料特性及作为相变存储和阈值开关材料的工作原理,综述了近年来硫系化合物在相变存储和阈值开关领域的应用、材料研究进展,展望了硫系化合物材料在相变存储领域的研究和发展趋势。 展开更多
关键词 功能材料 硫系化合物 相变存储 阈值开关
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一种三维相变存储器1S1R存储单元电路仿真模型
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作者 张光明 雷宇 +2 位作者 陈后鹏 俞秋瑶 宋志棠 《上海交通大学学报》 EI CAS CSCD 北大核心 2022年第12期1649-1657,共9页
三维相变存储芯片1S1R存储单元由双向阈值选通管(OTS)和相变存储器件(PCM)串联组成.为了解决现有OTS和PCM电路仿真模型不能准确模拟器件电学特性和物理特性、不适用于限制型PCM等问题,提出了一种采用Verilog-A语言实现的1S1R电路仿真模... 三维相变存储芯片1S1R存储单元由双向阈值选通管(OTS)和相变存储器件(PCM)串联组成.为了解决现有OTS和PCM电路仿真模型不能准确模拟器件电学特性和物理特性、不适用于限制型PCM等问题,提出了一种采用Verilog-A语言实现的1S1R电路仿真模型.该模型实现了对OTS电学特性和PCM相变过程中电流、温度、熔融比例、晶态比例和非晶比例变化的模拟,具有良好的收敛性和较快的仿真速度,仿真结果与器件实际测试结果吻合.与传统模型相比,该模型针对限制型PCM特点,实现了对PCM熔融过程、晶态非线性、熔融电阻率稳定和OTS亚阈值非线性、双向选通特性的模拟和集成.分析了OTS亚阈值非线性参数和读电压窗口的关系,发现当OTS阈值电流约等于PCM阈值电流时读窗口最大;展示了1S1R单元直流和阵列瞬态仿真结果,为三维相变存储器的电路设计和仿真提供了基础. 展开更多
关键词 相变存储器 电路仿真模型 双向阈值选通管 VERILOG-A
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稀奥科厂区外部空间环境设计的探讨
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作者 黄杰 郝倩茹 《包钢科技》 2005年第2期61-63,共3页
随着人类社会物质文明与精神文明的发展,“人、建筑、环境”这一新的信息与交往系统正越来越多地影响着人们的各种活动,在这种情况下,如何用新的思维来重新认识工业建筑外部空间环境设计的重要性,成为建筑师们面临的重要课题,本文结合... 随着人类社会物质文明与精神文明的发展,“人、建筑、环境”这一新的信息与交往系统正越来越多地影响着人们的各种活动,在这种情况下,如何用新的思维来重新认识工业建筑外部空间环境设计的重要性,成为建筑师们面临的重要课题,本文结合实例——稀奥科镍氢动力电池厂,对工业建筑外部空间环境设计进行了探索。 展开更多
关键词 稀奥科电池厂 工业建筑 外部空间环境设计
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双向开关高频变换型三相异步电机软起动器 被引量:2
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作者 闫朝阳 张微 +1 位作者 顾和荣 邬伟扬 《电力电子技术》 CSCD 北大核心 2009年第12期52-54,共3页
系统归纳了三相异步电机常用的软起动方法,研究了一种交流双向开关高频变换型PWM斩控式软起动器。针对主电路拓扑结构,对比分析了相控和斩控两种基本控制方案,进行了计算机PSpice仿真研究。在仿真基础上,设计了一种带有续流用三相双向... 系统归纳了三相异步电机常用的软起动方法,研究了一种交流双向开关高频变换型PWM斩控式软起动器。针对主电路拓扑结构,对比分析了相控和斩控两种基本控制方案,进行了计算机PSpice仿真研究。在仿真基础上,设计了一种带有续流用三相双向开关的PWM斩控软起动装置。实验结果证明,电机软起动效果达到预期目标,三相双向开关可以有效解决高频斩控时感性负载的续流问题。 展开更多
关键词 异步电机 软起动 交流双向开关 高频变换
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