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交通流量VNNTF神经网络模型多步预测研究 被引量:13
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作者 殷礼胜 何怡刚 +1 位作者 董学平 鲁照权 《自动化学报》 EI CSCD 北大核心 2014年第9期2066-2072,共7页
研究了VNNTF神经网络(Volterra neural network traffic flow model,VNNTF)交通流量混沌时间序列多步预测问题.通过分析比较交通流量混沌时间序列相空间重构的嵌入维数和Volterra离散模型之间的关系,给出了确定交通流量Volterra级数模... 研究了VNNTF神经网络(Volterra neural network traffic flow model,VNNTF)交通流量混沌时间序列多步预测问题.通过分析比较交通流量混沌时间序列相空间重构的嵌入维数和Volterra离散模型之间的关系,给出了确定交通流量Volterra级数模型截断阶数和截断项数的方法,并在此基础上建立了VNNTF神经网络交通流量时间序列模型;设计了交通流量Volterra神经网络的快速学习算法;最后,利用交通流量混沌时间序列对VNNTF网络模型,Volterra预测滤波器和BP网络进行了多步预测实验,比较了多步预测结果的仿真图、绝对误差的柱状图以及归一化后的方均根;实验结果表明VNNTF神经网络的多步预测性能明显优于Volterra预测滤波器和BP神经网络. 展开更多
关键词 相空间重构 泛函级数 多步预测 VNN神经网络 算法 混沌
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基于功率潮流分析的电能计量新方法 被引量:10
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作者 张晓冰 李云辉 曹伟 《电机与控制学报》 EI CSCD 北大核心 2016年第6期87-93,共7页
针对非平稳畸变信号条件下电能准确合理计量问题,在非线性负载泛函级数模型的基础上,进行了功率潮流分析并提出畸变信号条件下电能计量新方法。根据泛函级数理论中Wiener核与Volterra核转换定理求得负载的Volterra核,应用Volterra级数... 针对非平稳畸变信号条件下电能准确合理计量问题,在非线性负载泛函级数模型的基础上,进行了功率潮流分析并提出畸变信号条件下电能计量新方法。根据泛函级数理论中Wiener核与Volterra核转换定理求得负载的Volterra核,应用Volterra级数理论将正弦输入信号条件下负载输出电流与电压用Volterra泛函级数表示。利用小波分解与重构算法对电流与电压信号进行分解与重构,求出功率潮流分析所需电流与电压的基波分量与畸变分量。结合IEEE-Std1459-2010标准定义,以半导体整流器、电力机车及两者组成的复合系统为例,对非线性负载进行功率潮流分析,依据各功率潮流的物理意义及潮流方向,提出畸变信号条件下电能计量新方法。仿真结果表明非线性负载功率潮流仿真结果与理论结果一致,基于功率潮流分析的电能计量新方法能够实现畸变信号条件下电能的合理计量。 展开更多
关键词 电能计量 功率潮流 泛函级数 负载模型 小波分析
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爆破振动效应预测方法新进展 被引量:8
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作者 刘军 崔清荷 《河海大学学报(自然科学版)》 CAS CSCD 北大核心 2015年第5期465-471,共7页
介绍了爆破振动效应预测研究的目的与意义,回顾了爆破振动效应预测研究的发展历程,从基于现场监测数据的统计分析法、动力分析法、数值模拟法到振动历程综合预测法,系统地分析了当前各方法的优缺点。结合笔者研究成果,详细介绍了2个先... 介绍了爆破振动效应预测研究的目的与意义,回顾了爆破振动效应预测研究的发展历程,从基于现场监测数据的统计分析法、动力分析法、数值模拟法到振动历程综合预测法,系统地分析了当前各方法的优缺点。结合笔者研究成果,详细介绍了2个先进的预测方法:修正的Anderson模型与基于非线性泛函级数预测模型。对预测结构振动响应的振型分解反应谱法、传递函数法与时程分析法的基本原理、适用条件、预测结果进行了总结。最后指出了爆破振动效应预测研究的发展趋势。 展开更多
关键词 爆破振动 预测方法 结构响应 泛函级数 非线性系统
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Neural substrates of data-driven scientific discovery:An fMRI study during performance of number series completion task 被引量:8
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作者 ZHONG Ning LIANG PeiPeng +3 位作者 QIN YuLin LU ShengFu YANG YanHui LI KunCheng 《Science China(Life Sciences)》 SCIE CAS 2011年第5期466-473,共8页
Although much has been known about how humans psychologically perform data-driven scientific discovery,less has been known about its brain mechanism.The number series completion is a typical data-driven scientific dis... Although much has been known about how humans psychologically perform data-driven scientific discovery,less has been known about its brain mechanism.The number series completion is a typical data-driven scientific discovery task,and has been demonstrated to possess the priming effect,which is attributed to the regularity identification and its subsequent extrapolation.In order to reduce the heterogeneities and make the experimental task proper for a brain imaging study,the number magnitude and arithmetic operation involved in number series completion tasks are further restricted.Behavioral performance in Experiment 1 shows the reliable priming effect for targets as expected.Then,a factorial design (the priming effect:prime vs.target;the period length:simple vs.complex) of event-related functional magnetic resonance imaging (fMRI) is used in Experiment 2 to examine the neural basis of data-driven scientific discovery.The fMRI results reveal a double dissociation of the left DLPFC (dorsolateral prefrontal cortex) and the left APFC (anterior prefrontal cortex) between the simple (period length=1) and the complex (period length=2) number series completion task.The priming effect in the left DLPFC is more significant for the simple task than for the complex task,while the priming effect in the left APFC is more significant for the complex task than for the simple task.The reliable double dissociation may suggest the different roles of the left DLPFC and left APFC in data-driven scientific discovery.The left DLPFC (BA 46) may play a crucial role in rule identification,while the left APFC (BA 10) may be related to mental set maintenance needed during rule identification and extrapolation. 展开更多
关键词 dorsolaterai prefrontal cortex (DLPFC) functional MRI data-driven scientific discovery number series completion
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前后向时间序列模型联合估计的时变结构模态参数辨识 被引量:6
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作者 杨武 刘莉 +1 位作者 周思达 马志赛 《振动与冲击》 EI CSCD 北大核心 2015年第3期129-135,共7页
为提高时变结构模态参数辨识精度和抗噪声能力,提出一种前后向泛函向量时变自回归滑动平均(FSVTARMA)时间序列模型联合估计的模态参数辨识方法。首先建立前后向FS-VTARMA模型联合估计的均方误差形式的费用函数,其次引入非平稳信号中前... 为提高时变结构模态参数辨识精度和抗噪声能力,提出一种前后向泛函向量时变自回归滑动平均(FSVTARMA)时间序列模型联合估计的模态参数辨识方法。首先建立前后向FS-VTARMA模型联合估计的均方误差形式的费用函数,其次引入非平稳信号中前向模型和后向模型估计系数的近似共轭关系,再利用两步最小二乘法(2SLS)得到时变模型系数,最后把时变模型特征方程转换为广义特征值问题提取出模态参数。利用时变刚度系统非平稳振动信号验证该方法,结果表明:能有效地克服前向模型估计中模态参数一步延迟以及起始时刻无法准确获得,以及后向模型估计中模态参数一步超前以及终止时刻无法准确获得的缺点,具有更高的模态参数辨识精度和更强的抗噪声能力。 展开更多
关键词 时变结构 模态参数辨识 前后向时间序列 向量 泛函
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ANALYTIC INVARIANT CURVES OF A NONLINEAR SECOND ORDER DIFFERENCE EQUATION 被引量:4
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作者 王五生 《Acta Mathematica Scientia》 SCIE CSCD 2009年第2期415-426,共12页
This article studies the existence of analytic invariant curves for a nonlinear second order difference equation which was modeled from macroeconomics of the business cycle. The author not only discusses the case of t... This article studies the existence of analytic invariant curves for a nonlinear second order difference equation which was modeled from macroeconomics of the business cycle. The author not only discusses the case of the eigenvalue off the unit circle S^1 and the case on S^1 with the Diophantine condition but also considers the case of the eigenvalue at a root of the unity, which obviously violates the Diophantine condition. 展开更多
关键词 Difference equation invariant curves functional equation ANALYTICITY diophantine condition majorant series
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大清河流域生态适度恢复的安全格局构建 被引量:3
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作者 诸葛亦斯 梁晓旭 +4 位作者 李国强 陈一迪 石浩洋 聂睿 李双双 《中国水利》 2021年第16期19-21,共3页
随着雄安新区的设立,资源环境禀赋不足的大清河流域将面临更加强烈的开发需求,保护形势紧迫严峻。根据大清河流域战略定位确定生态定位,结合空间要素的景观格局,将大清河流域划分为太行山水源涵养生态区、山前过渡带城市生态区、白洋淀... 随着雄安新区的设立,资源环境禀赋不足的大清河流域将面临更加强烈的开发需求,保护形势紧迫严峻。根据大清河流域战略定位确定生态定位,结合空间要素的景观格局,将大清河流域划分为太行山水源涵养生态区、山前过渡带城市生态区、白洋淀国家湿地公园区、文安洼森林湿地生态区与滨海交错带湿地生态区5个生态分区,并在不同的生态分区内识别生态源斑块,构建了“五区七源三轴”的大清河流域生态适度恢复的安全格局,为大清河流域生态廊道建设提供了科学支撑。 展开更多
关键词 生态分区 功能定位 生态源斑块 阻力面构建 廊道串联
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Functional Causality between Oil Prices and GDP Based on Big Data 被引量:2
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作者 Ibrahim Mufrah Almanjahie Zouaoui Chikr Elmezouar Ali Laksaci 《Computers, Materials & Continua》 SCIE EI 2020年第5期593-604,共12页
This paper examines the causal relationship between oil prices and the Gross Domestic Product(GDP)in the Kingdom of Saudi Arabia.The study is carried out by a data set collected quarterly,by Saudi Arabian Monetary Aut... This paper examines the causal relationship between oil prices and the Gross Domestic Product(GDP)in the Kingdom of Saudi Arabia.The study is carried out by a data set collected quarterly,by Saudi Arabian Monetary Authority,over a period from 1974 to 2016.We seek how a change in real crude oil price affects the GDP of KSA.Based on a new technique,we treat this data in its continuous path.Precisely,we analyze the causality between these two variables,i.e.,oil prices and GDP,by using their yearly curves observed in the four quarters of each year.We discuss the causality in the sense of Granger,which requires the stationarity of the data.Thus,in the first Step,we test the stationarity by using the Monte Carlo test of a functional time series stationarity.Our main goal is treated in the second step,where we use the functional causality idea to model the co-variability between these variables.We show that the two series are not integrated;there is one causality between these two variables.All the statistical analyzes were performed using R software. 展开更多
关键词 functional time series functional stationarity FAR FARX CAUSALITY
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三种国外集散控制系统(DCS)功能块扫描规则和执行顺序的分析和总结 被引量:2
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作者 陈朝权 吴文虎 《仪器仪表用户》 2020年第8期106-108,82,共4页
用功能块进行图形化编程组态是DCS编程组态的主要方式。本文对DCS功能块的扫描规则和执行顺序进行了分析总结,对科学规划编程组态架构,合理分配控制系统资源,减轻系统CPU负荷具有重要的指导帮助作用。
关键词 DCS 功能块 基本扫描周期 执行顺序 中断 忽略 DELTAV CENTUM CS3000 I/A series
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LOCAL ANALYTIC SOLUTIONS OF A MORE GENERALIZED DHOMBRES EQUATION 被引量:1
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作者 张倩 《Acta Mathematica Scientia》 SCIE CSCD 2013年第1期207-217,共11页
We study the local analytic solutions f of the functional equation f(ψ(zf(z))) = φ(f(z)) for z in some neighborhood of the origin. Whether the solution f vanishes at z = 0 or not plays a critical role for ... We study the local analytic solutions f of the functional equation f(ψ(zf(z))) = φ(f(z)) for z in some neighborhood of the origin. Whether the solution f vanishes at z = 0 or not plays a critical role for local analytic solutions of this equation. In this paper, we obtain results of analytic solutions not only in the case f(0) = 0 but also for f(0) ≠ 0. When assuming f(0) = 0, for technical reasons, we just get the result for f′(0)≠ 0. Then when assuming f(0) = ω0 ≠ 0, ψ(0) = s # 0, ψ(z) is analytic at z = 0 and ψ(z) is analytic at z = ω0, we give the existence of local analytic solutions f in the case of 0 〈 |sω0| 〈 1 and the case of |sω0| = 1 with the Brjuno condition. 展开更多
关键词 local analytic solutions the majorant series functional equation Brjunocondition
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函数级数一致收敛的一个充要条件 被引量:2
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作者 郭祖胜 《三峡大学学报(人文社会科学版)》 1999年第2期14-17,共4页
证明了函数级数一致收敛的一个充要条件 。
关键词 函数级数 一致收敛 充要条件
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Functional Time Series Models to Estimate Future Age-Specific Breast Cancer Incidence Rates for Women in Karachi, Pakistan 被引量:1
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作者 Farah Yasmeen Sidra Zaheer 《Journal of Health Science》 2014年第5期213-221,共9页
Background: Breast cancer is the most common female cancer in Pakistan. The incidence of breast cancer in Pakistan is about 2.5 times higher than that in the neighboring countries India and Iran. In Karachi, the most... Background: Breast cancer is the most common female cancer in Pakistan. The incidence of breast cancer in Pakistan is about 2.5 times higher than that in the neighboring countries India and Iran. In Karachi, the most populated city of Pakistan, the age-standardized rate of breast cancer was 69.1 per 100,000 women during 1998-2002, which is the highest recorded rate in Asia. The carcinoma of breast in Pakistan is an enormous public health concern. In this study, we examined the recent trends of breast cancer incidence rates among the women in Karachi. Methods: We obtained the secondary data of breast cancer incidence from various hospitals. They included Jinnah Hospital, KIRAN (Karachi Institute of Radiotherapy and Nuclear Medicine), and Civil hospital, where the data were available for the years 2004-2011. A total of 5331 new cases of female breast cancer were registered during this period. We analyzed the data in 5-year age groups 15-19, 20-24, 25-29, 30-34, 35-39, 40-44, 45-49, 50-54, 55-59, 60-64, 65-69, 70-74, 75+. Nonparametric smoothing were used to obtained age-specific incidence curves, and then the curves are decomposed using principal components analysis to fit FTS (functional time series) model. We then used exponential smoothing statspace models to estimate the forecasts of incidence curve and construct prediction intervals. Results: The breast cancer incidence rates in Karachi increased with age for all available years. The rates increased monotonically and are relatively sharp with the age from 15 years to 50 years and then they show variability after the age of 50 years. 10-year forecasts for the female breast cancer incidence rates in Karachi show that the future rates are expected to remain stable for the age-groups 15-50 years, but they will increase for the females of 50-years and over. Hence in future, the newly diagnosed breast cancer cases in the older women in Karachi are expected to increase. Conclusion: Prediction of age related changes in breast cancer incidence rates w 展开更多
关键词 Breast cancer INCIDENCE rates NONPARAMETRIC smoothing FTS (functional time series) functional principal components.
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An Inner Product Formula on Two-dimensional Complex Hyperbolic Space
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作者 Lei YANG 《Acta Mathematica Sinica,English Series》 SCIE CSCD 2011年第11期2285-2300,共16页
We study the Eisenstein series for a convex cocompact discrete subgroup on a two-dimen- sional complex hyperbolic space Hc^2. We find an inner product formula which gives the connection between Eisenstein series and a... We study the Eisenstein series for a convex cocompact discrete subgroup on a two-dimen- sional complex hyperbolic space Hc^2. We find an inner product formula which gives the connection between Eisenstein series and automorphic Green functions on a two-dimensional complex hyperbolic space HC^2. As an application of our inner product formula, we obtain the functional equations of Eisenstein series. 展开更多
关键词 Eisenstein series automorphic Green functions functional equations
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The Proof of the Generalized Piemann’s Hypothesis
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作者 S. V. Matnyak 《Advances in Pure Mathematics》 2018年第7期672-686,共15页
The article presents the proof of the validity of the generalized Riemann hypothesis on the basis of adjustment and correction of the proof of the Riemanns hypothesis in the work?[1], obtained by a finite exponential ... The article presents the proof of the validity of the generalized Riemann hypothesis on the basis of adjustment and correction of the proof of the Riemanns hypothesis in the work?[1], obtained by a finite exponential functional series and finite exponential functional progression. 展开更多
关键词 Riemann’s Hypothesis Natural series function of M?bius Mertens function Finite Exponential functional series Finite Exponential functional Progression
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Modeling Distortion Signals of Power Grid Based on Wiener-G Functionals
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作者 Xiao-Bing Zhang Yun-Hui Li Guo-Zhi Fang 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2014年第3期79-84,共6页
The uniform mathematical model of distortion signals in power grid has been setup with the theory of Wiener-G Functional. Firstly,the Matlab simulation models were established. Secondly,the Wiener kernel of power load... The uniform mathematical model of distortion signals in power grid has been setup with the theory of Wiener-G Functional. Firstly,the Matlab simulation models were established. Secondly,the Wiener kernel of power load was found based on the Gaussian white noise as input. And then the uniform mathematical model of the power grid signal was established according to the homogeneous of the same order of Wiener functional series. Finally,taking three typical distortion sources which are semiconductor rectifier,electric locomotive and electric arc furnace in power grid as examples,we have validated the model through the Matlab simulation and analyzed the simulation errors. The results show that the uniform mathematical model of distortion signals in power grid can approximation the actual model by growing the items of the series under the condition of the enough storage space and computing speed. 展开更多
关键词 electric energy measurement distortion signals model of power grid signal functional series Wiener kernel
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Representation of Functions in <i>L</i><sup>1</sup><sub style="margin-left:-6px"><i>μ</i></sub>Weighted Spaces by Series with Monotone Coefficients in the Walsh Genrealized System
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作者 Martin Grigoryan Artavazd Minasyan 《Applied Mathematics》 2013年第11期6-12,共7页
Let is the Walsh generalized system. In the paper constructed a weighted space , and series in the Walsh generalized system with monotonically decreasing coefficient such that for each function in the space one can fi... Let is the Walsh generalized system. In the paper constructed a weighted space , and series in the Walsh generalized system with monotonically decreasing coefficient such that for each function in the space one can find a subseries that converges to in the weighted and almost everywhere on [0,1]. 展开更多
关键词 Orthonormal SYSTEM Convergence functional series
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A Direct Proof for Riemann Hypothesis Based on Jacobi Functional Equation and Schwarz Reflection Principle
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作者 Xiang Liu Rybachuk Ekaterina Fasheng Liu 《Advances in Pure Mathematics》 2016年第4期193-200,共8页
Using the properties of theta-series and Schwarz reflection principle, a proof for Riemann hypothesis (RH) is directly presented and the first ten nontrivial zeros are easily obtained. From now on RH becomes Riemann T... Using the properties of theta-series and Schwarz reflection principle, a proof for Riemann hypothesis (RH) is directly presented and the first ten nontrivial zeros are easily obtained. From now on RH becomes Riemann Theorem (RT) and all its equivalent results and the consequences assuming RH are true. 展开更多
关键词 Theta-series Jacobi functional Equation Schwarz Reflection Principle Riemann Hypothesis (RH)
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Group LASSO for Change-points in Functional Time Series
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作者 Chang Xiong CHI Rong Mao ZHANG 《Acta Mathematica Sinica,English Series》 SCIE CSCD 2023年第11期2075-2090,共16页
Multiple change-points estimation for functional time series is studied in this paper.The change-point problem is first transformed into a high-dimensional sparse estimation problem via basis functions.Group least abs... Multiple change-points estimation for functional time series is studied in this paper.The change-point problem is first transformed into a high-dimensional sparse estimation problem via basis functions.Group least absolute shrinkage and selection operator(LASSO)is then applied to estimate the number and the locations of possible change points.However,the group LASSO(GLASSO)always overestimate the true points.To circumvent this problem,a further Information Criterion(IC)is applied to eliminate the redundant estimated points.It is shown that the proposed two-step procedure estimates the number and the locations of the change-points consistently.Simulations and two temperature data examples are also provided to illustrate the finite sample performance of the proposed method. 展开更多
关键词 Basis function CHANGE-POINT functional time series information criterion group LASSO(GLASSO)
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用几何画板辅助函数列一致收敛性问题的研究 被引量:1
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作者 刘秀梅 《连云港师范高等专科学校学报》 2006年第1期87-90,共4页
利用几何画板,通过描绘函数列的图像和使用动画功能,可以使函数列一致收敛问题由抽象到具体,由现象到本质,由局部到全体,化抽象为直观,化难为易,帮助我们充分理解函数列一致收敛的思想,牢固掌握函数列一致收敛性的判别方法,深刻理解函... 利用几何画板,通过描绘函数列的图像和使用动画功能,可以使函数列一致收敛问题由抽象到具体,由现象到本质,由局部到全体,化抽象为直观,化难为易,帮助我们充分理解函数列一致收敛的思想,牢固掌握函数列一致收敛性的判别方法,深刻理解函数列在不同区间上所体现的性质。 展开更多
关键词 函数列 一致收敛 图像 几何意义
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2D Ti_(3)C_(2)T_(x)MXene-derived self-assembled 3D TiO_(2)nanoflowers for nonvolatile memory and synaptic learning applications
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作者 Atul C.Khot Tukaram D.Dongale +3 位作者 Kiran A.Nirmal Jayan K.Deepthi Santosh S.Sutar Tae Geun Kim 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2023年第19期1-10,共10页
Two-dimensional(2D)semiconducting materials and transition-metal oxides are promising materials for nonvolatile memory and brain-inspired neuromorphic computing applications.However,it remains chal-lenging to obtain h... Two-dimensional(2D)semiconducting materials and transition-metal oxides are promising materials for nonvolatile memory and brain-inspired neuromorphic computing applications.However,it remains chal-lenging to obtain high-quality stacked 2D films with low energy consumptions(or drive currents)be-cause of their high interfacial resistance.In this study,we synthesized 2D Ti_(3)C_(2)T_(x)MXene-derived three-dimensional(3D)TiO_(2)nanoflowers(NFs)as a feasible resistive switching(RS)material with outstanding electronic properties and synaptic learning capabilities.The electrical and optical characteristics of the synthesized material were determined through density functional theory calculations.Electrical measure-ments of the Al/Ti_(3)C_(2)T_(x)-TiO_(2)NF/Pt memory device indicated the occurrence of forming-free switching phenomena with extremely low switching voltages(0.68-0.53 V),stable ON/OFF ratio(2.3×103),and retention greater than 105 s.The Holt-Winters exponential smoothing technique was used for mod-eling and predicting the switching voltages of the RS device.The mechanism underlying the reliable RS was confirmed by observing the dense conductive filaments through conductive atomic force mi-croscopy.Interestingly,the 2D Ti_(3)C_(2)T_(x)MXene-derived 3D TiO_(2)NF-based RS device mimicked the po-tentiation/depression and spike-time-dependent plasticity of a biological synapse.Finally,a convolutional neural network was implemented based on the observed synaptic weights of Al/Ti_(3)C_(2)T_(x)-TiO_(2)NF/Pt for image-edge detection. 展开更多
关键词 MXene Ti_(3)C_(2)T_(x)-TiO_(2)nanoflowers Resistive switching Synaptic learning Density functional theory Time-series analysis
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