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Fragility of disconnect switch subjected to random earthquake ground motions 被引量:1
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作者 吕宝龙 陈玲俐 叶志明 《Journal of Shanghai University(English Edition)》 CAS 2011年第3期180-184,共5页
A fragility calculation scheme is estabtished in this paper for porcelain-type equipments subjected to random earthquake ground motions. All steps of the method are illustrated by the seismic damage analysis of GW4-11... A fragility calculation scheme is estabtished in this paper for porcelain-type equipments subjected to random earthquake ground motions. All steps of the method are illustrated by the seismic damage analysis of GW4-110 disconnect switch. The model of the equipment is built applying the finite element method with flexible joints, and the seismic response of the equipment is analyzed using elastic time history method. On the base, according to the strength damage index and Monte-Carlo Method, the seismic damage ratios are counted and the seismic fragility curves are presented. Then the seismic damage of GW4-110 disconnect switch can be predicted. 展开更多
关键词 disconnect switch FRAGILITY random earthquake ground motion strength damage index
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Analysis and modeling of resistive switching mechanisms oriented to resistive random-access memory
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作者 黄达 吴俊杰 唐玉华 《Chinese Physics B》 SCIE EI CAS CSCD 2013年第3期522-527,共6页
With the progress of the semiconductor industry,the resistive random-access memory(RAM) has drawn increasing attention.The discovery of the memristor has brought much attention to this study.Research has focused on ... With the progress of the semiconductor industry,the resistive random-access memory(RAM) has drawn increasing attention.The discovery of the memristor has brought much attention to this study.Research has focused on the resistive switching characteristics of different materials and the analysis of resistive switching mechanisms.We discuss the resistive switching mechanisms of different materials in this paper and analyze the differences of those mechanisms from the view point of circuitry to establish their respective circuit models.Finally,simulations are presented.We give the prospect of using different materials in resistive RAM on account of their resistive switching mechanisms,which are applied to explain their resistive switchings. 展开更多
关键词 resistive random-access memory resistive switching mechanism circuit model
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Effects of Film Thickness and Ar/O2 Ratio on Resistive Switching Characteristics of HfOx-Based Resistive-Switching Random Access Memories
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作者 郭婷婷 谭婷婷 刘正堂 《Chinese Physics Letters》 SCIE CAS CSCD 2015年第1期125-128,共4页
Cu/HfOx/n^+Si devices are fabricated to investigate the influence of technological parameters including film thickness and Ar/02 ratio on the resistive switching (RS) characteristics of HfOx films, in terms of swit... Cu/HfOx/n^+Si devices are fabricated to investigate the influence of technological parameters including film thickness and Ar/02 ratio on the resistive switching (RS) characteristics of HfOx films, in terms of switch ratio, endurance properties, retention time and multilevel storage. It is revealed that the RS characteristics show strong dependence on technological parameters mainly by altering the defects (oxygen vacancies) in the film. The sample with thickness of 2Onto and Ar/O2 ratio of 12:3 exhibits the best RS behavior with the potential of multilevel storage. The conduction mechanism of all the films is interpreted based on the filamentary model. 展开更多
关键词 Effects of Film Thickness and Ar/O2 Ratio on Resistive switching Characteristics of HfOx-Based Resistive-switching random Access Memories
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基于全量拓扑的随机森林算法配电网拓扑辨识方法 被引量:1
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作者 李斌 陈志 《电气自动化》 2025年第3期57-60,共4页
为了解决中压配电网在转供或故障时开关动作信号失真对配电网运行控制和故障恢复的影响,提出了一种基于全量拓扑的随机森林算法配电网拓扑辨识模型。模型结合线路首末端功率数值关系,初步筛选现有数据库;配电网中开关开合组合,生成配网... 为了解决中压配电网在转供或故障时开关动作信号失真对配电网运行控制和故障恢复的影响,提出了一种基于全量拓扑的随机森林算法配电网拓扑辨识模型。模型结合线路首末端功率数值关系,初步筛选现有数据库;配电网中开关开合组合,生成配网拓扑形态;基于随机森林算法构建配电网辨识模型,针对开关状态进行辨识。所提方法减少了对传感器需求以及数据不足问题,提高了模型的准确性和鲁棒性。通过电网真实数据,试验验证了所提模型的有效性和优越性。 展开更多
关键词 配电网 拓扑 开关辨识 随机森林 机器学习
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不同随机脉宽调制策略对永磁直线电机电流高频谐波特性的影响
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作者 罗恒 黄垂兵 康军 《海军工程大学学报》 北大核心 2025年第3期26-33,共8页
为了研究不同随机脉宽调制策略在双三相永磁直线电机系统中的有效性,首先对比分析了空间矢量脉宽调制SVPWM(space vector pulse width modulation)、随机开关频率SVPWM(RSF-SVPWM)、基于马尔可夫链的随机开关频率SVPWM(MRSF-SVPWM)3种... 为了研究不同随机脉宽调制策略在双三相永磁直线电机系统中的有效性,首先对比分析了空间矢量脉宽调制SVPWM(space vector pulse width modulation)、随机开关频率SVPWM(RSF-SVPWM)、基于马尔可夫链的随机开关频率SVPWM(MRSF-SVPWM)3种调制策略下三相逆变器输出电压的高频谐波特性;然后,以双三相永磁同步直线电机为研究对象,搭建了实验平台,通过ARM芯片实现了这3种调制策略,并开展了开环电压测试工况、闭环电流测试工况以及机动工况下的研究。实验结果表明:采用SVPWM技术时,电机相电流高频谐波集中在开关频率及其倍频处;RSF-SVPWM与MRSF-SVPWM技术的采用,能使电机相电流开关频率次谐波幅值均降低85%以上,同时相较于RSF-SVPWM技术,采用MRSF-SVPWM技术,电机相电流具有更低的总谐波畸变率,表明不同随机脉宽调制在双三相永磁直线电机系统中仍有较好的高频谐波抑制作用。 展开更多
关键词 DTP-PMLSM 随机开关频率 马尔科夫链 高频谐波特性
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基于随机空间矢量脉宽调制的电机降噪研究
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作者 王振 唐佳 +3 位作者 郭辉 傅伟 刘宁宁 王岩松 《声学技术》 北大核心 2025年第3期428-437,共10页
当变频器采用空间矢量脉宽调制(space vector pulse width modulation, SVPWM)控制策略进行调制时,在开关频率及倍频附近存在幅度较大的谐波电流,电机会产生危害性较大的高频电磁噪声。针对该问题,提出一种改进型随机开关频率SVPWM控制... 当变频器采用空间矢量脉宽调制(space vector pulse width modulation, SVPWM)控制策略进行调制时,在开关频率及倍频附近存在幅度较大的谐波电流,电机会产生危害性较大的高频电磁噪声。针对该问题,提出一种改进型随机开关频率SVPWM控制策略,对电机的高频电磁噪声进行抑制。首先,基于逻辑映射混沌序列,设计随机开关频率SVPWM控制策略;其次,在随机开关频率SVPWM的基础上,加入多随机周期数和特定载波频率段限制技术,改进随机开关频率SVPWM控制策略;最后,采用多物理场耦合法验证改进随机开关频率SVPWM控制策略。结果表明:与传统SVPWM控制策略相比,改进型随机开关频率SVPWM控制策略对电机开关频率附近的高频电磁噪声具有一定的抑制效果,平均声压级降低了2.53 dB。 展开更多
关键词 永磁同步电机 谐波电流 随机开关频率 多随机周期数 特定载波频率段限制技术
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Advanced 6 G wireless communication technologies for intelligent high-speed railways 被引量:2
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作者 Wei Chen Bo Ai +3 位作者 Yuxuan Sun Cong Yu Bowen Zhang Chau Yuen 《High-Speed Railway》 2025年第1期78-92,共15页
The rapid expansion of railways,especially High-Speed Railways(HSRs),has drawn considerable interest from both academic and industrial sectors.To meet the future vision of smart rail communications,the rail transport ... The rapid expansion of railways,especially High-Speed Railways(HSRs),has drawn considerable interest from both academic and industrial sectors.To meet the future vision of smart rail communications,the rail transport industry must innovate in key technologies to ensure high-quality transmissions for passengers and railway operations.These systems must function effectively under high mobility conditions while prioritizing safety,ecofriendliness,comfort,transparency,predictability,and reliability.On the other hand,the proposal of 6 G wireless technology introduces new possibilities for innovation in communication technologies,which may truly realize the current vision of HSR.Therefore,this article gives a review of the current advanced 6 G wireless communication technologies for HSR,including random access and switching,channel estimation and beamforming,integrated sensing and communication,and edge computing.The main application scenarios of these technologies are reviewed,as well as their current research status and challenges,followed by an outlook on future development directions. 展开更多
关键词 High-speed railway random access and switching Channel estimation and beamforming Integrated sensing and communication Edge computing
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面向存储和神经形态计算应用的CBRAM发展综述
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作者 杨瀚 刘国柱 +7 位作者 魏轶聃 赵伟 魏应强 周颖 隋志远 刘美杰 尤兴宇 魏敬和 《材料导报》 北大核心 2025年第21期116-127,共12页
导电桥式随机存储器(CBRAM)作为一种新兴的非易失性存储器技术,近年来在半导体存储领域引起了广泛关注。随着物联网(IoT)、可穿戴设备、移动计算等应用的快速发展,对存储器的性能、功耗、尺寸和成本提出了更高的要求,CBRAM等新一代存储... 导电桥式随机存储器(CBRAM)作为一种新兴的非易失性存储器技术,近年来在半导体存储领域引起了广泛关注。随着物联网(IoT)、可穿戴设备、移动计算等应用的快速发展,对存储器的性能、功耗、尺寸和成本提出了更高的要求,CBRAM等新一代存储器技术应运而生。本文阐述了CBRAM的基本概念与基本结构;详细分析了不同介质层中导电细丝的形成机理;对比了不同电极材料和介质层材料制备的器件电学性能的差异;介绍了CBRAM在存储器及神经形态计算领域的应用;总结了忆阻器面临的挑战并对未来的进一步发展提出了建议。 展开更多
关键词 导电桥式随机存储器 阻变机制 介质层材料 电极材料 存储器 神经形态计算
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Stabilization Control for Linear Switching Stochastic Systems Against Time-Delay in Communication Channel
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作者 Dongfang Lv Shen Cong 《Journal of Harbin Institute of Technology(New Series)》 EI CAS 2015年第5期110-115,共6页
The paper is concerned with stabilization problem for a class of stochastic switching systems with time-delay in the detection of switching signal. By using binomial model,Poisson process,and Wiener process to describ... The paper is concerned with stabilization problem for a class of stochastic switching systems with time-delay in the detection of switching signal. By using binomial model,Poisson process,and Wiener process to describe time-delay, switching signal, and exogenous disturbance, respectively, the system under investigation is entirely set in a stochastic framework. The influence of the random time-delay is combined into reconstructing the switching signal of overall closed-loop system and changes the distribution property of switching points. Therefore,based on the asymptotical behaviors of Poisson processes and Wiener processes,the almost surely exponential stability conditions are established. Furthermore,a design methodology is posed for solving the stabilization control. 展开更多
关键词 switching systems stochastic systems random switching almost sure stability STABILIZATION
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车用永磁同步电机随机开关频率控制策略研究
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作者 盛伟辉 李晶晶 《汽车实用技术》 2025年第9期21-27,共7页
针对车用永磁同步电机(PMSM)空间矢量脉宽调制(SVPWM)策略采用固定开关频率,其非线性特性会在开关频率及其整数倍附近产生高频谐波,增加了转矩脉动与电磁噪声,严重时产生电磁干扰。文章阐述了SVPWM基本工作原理,推导了开关元器件非线性... 针对车用永磁同步电机(PMSM)空间矢量脉宽调制(SVPWM)策略采用固定开关频率,其非线性特性会在开关频率及其整数倍附近产生高频谐波,增加了转矩脉动与电磁噪声,严重时产生电磁干扰。文章阐述了SVPWM基本工作原理,推导了开关元器件非线性产生的高频谐波表达,介绍了随机开关频率控制工作原理和三种伪随机数生成方法,对于随机开关频率,无法直接探讨其频谱规律,进而推导了其功率谱表达,并在此基础上搭建了基于随机开关频率的矢量控制模型。仿真结果表明,基于文章所述三种随机数生成策略的随机开关频率控制算法,能够抑制PMSM运行过程中产生的线电压、相电流、相电压高频谐波。 展开更多
关键词 永磁同步电机 随机开关频率 谐波抑制
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Investigation of resistive switching behaviours in WO_3-based RRAM devices 被引量:1
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作者 李颖弢 龙世兵 +7 位作者 吕杭炳 刘琦 王琴 王艳 张森 连文泰 刘肃 刘明 《Chinese Physics B》 SCIE EI CAS CSCD 2011年第1期589-595,共7页
In this paper, a WO3-based resistive random access memory device composed of a thin film of WO3 sandwiched between a copper top and a platinum bottom electrodes is fabricated by electron beam evaporation at room tempe... In this paper, a WO3-based resistive random access memory device composed of a thin film of WO3 sandwiched between a copper top and a platinum bottom electrodes is fabricated by electron beam evaporation at room temperature. The reproducible resistive switching, low power consumption, multilevel storage possibility, and good data retention characteristics demonstrate that the Cu/WO3/Pt memory device is very promising for future nonvolatile memory applications. The formation and rupture of localised conductive filaments is suggested to be responsible for the observed resistive switching behaviours. 展开更多
关键词 resistive random access memory resistive switching NONVOLATILE WO3
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Enhanced resistance switching stability of transparent ITO/TiO_2/ITO sandwiches 被引量:1
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作者 孟洋 张培健 +5 位作者 刘紫玉 廖昭亮 潘新宇 梁学锦 赵宏武 陈东敏 《Chinese Physics B》 SCIE EI CAS CSCD 2010年第3期503-507,共5页
We report that fully transparent resistive random access memory (TRRAM) devices based on ITO/TiO2/ITO sandwich structure, which are prepared by the method of RF magnetron sputtering, exhibit excellent switching stab... We report that fully transparent resistive random access memory (TRRAM) devices based on ITO/TiO2/ITO sandwich structure, which are prepared by the method of RF magnetron sputtering, exhibit excellent switching stability. In the visible region (400 800 nm in wavelength) the TRRAM device has a transmittance of more than 80%. The fabricated TRRAM device shows a bipolar resistance switching behaviour at low voltage, while the retention test and rewrite cycles of more than 300,000 indicate the enhancement of switching capability. The mechanism of resistance switching is further explained by the forming and rupture processes of the filament in the TiO2 layer with the help of more oxygen vacancies which are provided by the transparent ITO electrodes. 展开更多
关键词 colossal electroresistance effect electrical pulse induced resistance switching (EPIR) transparent resistance random access memory (TRRAM)
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考虑SOP与主动电压控制的有源配网两阶段随机规划 被引量:1
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作者 刘艾旺 张明明 +4 位作者 姚宝明 胡程平 姜振宇 张超 施云辉 《电子科技》 2025年第5期1-7,21,共8页
为解决配网对新能源承载力不足的问题,文中提出了一种考虑软开关(Soft Open Point,SOP)和负荷主动电压控制的联合规划模型和求解方法。建立应用于配电网规划的SOP数学模型,分别针对多项式形式和指数形式的负荷电压特性建立线性化模型。... 为解决配网对新能源承载力不足的问题,文中提出了一种考虑软开关(Soft Open Point,SOP)和负荷主动电压控制的联合规划模型和求解方法。建立应用于配电网规划的SOP数学模型,分别针对多项式形式和指数形式的负荷电压特性建立线性化模型。以分布式新能源承载力、投资成本和运行成本为目标,建立有源配网两阶段随机二阶锥规划模型,对SOP、电容器组以及分布式新能源等设备的选址定容及其日内运行策略做出决策。考虑新能源、负荷和能源价格的不确定性,提出了基于K均值的场景聚类方法,提出了基于信赖域法的Benders分解算法来求解所提模型。通过改进51节点系统验证了所提模型的有效性和正确性,并分析了SOP与主动电压控制对新能源承载力的影响。 展开更多
关键词 软开关 主动电压控制 负荷电压特性 随机规划 光伏承载力 二阶锥规划 信赖域 Benders分解
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Resistive switching characteristics of Ti/ZrO_2/Pt RRAM device 被引量:2
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作者 雷晓艺 刘红侠 +5 位作者 高海霞 杨哈妮 王国明 龙世兵 马晓华 刘明 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第11期507-511,共5页
In this paper, the bipolar resistive switching characteristic is reported in Ti/ZrO2/Pt resistive switching memory de- vices. The dominant mechanism of resistive switching is the formation and rupture of the conductiv... In this paper, the bipolar resistive switching characteristic is reported in Ti/ZrO2/Pt resistive switching memory de- vices. The dominant mechanism of resistive switching is the formation and rupture of the conductive filament composed of oxygen vacancies. The conduction mechanisms for low and high resistance states are dominated by the ohmic conduc- tion and the trap-controlled space charge limited current (SCLC) mechanism, respectively. The effect of a set compliance current on the switching parameters is also studied: the low resistance and reset current are linearly dependent on the set compliance current in the log-log scale coordinate; and the set and reset voltage increase slightly with the increase of the set compliance current. A series circuit model is proposed to explain the effect of the set compliance current on the resistive switching behaviors. 展开更多
关键词 resistive random access memory (RRAM) resistive switching (RS) conductive filament (CF) compliance current
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Analysis of the resistive switching behaviors of vanadium oxide thin film 被引量:1
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作者 韦晓莹 胡明 +3 位作者 张楷亮 王芳 赵金石 苗银萍 《Chinese Physics B》 SCIE EI CAS CSCD 2013年第3期437-441,共5页
We demonstrate the polarization of resistive switching for a Cu/VOx/Cu memory cell.The switching behaviors of Cu/VOx/Cu cell are tested by using a semiconductor device analyzer(Agilent B1500A),and the relative micro... We demonstrate the polarization of resistive switching for a Cu/VOx/Cu memory cell.The switching behaviors of Cu/VOx/Cu cell are tested by using a semiconductor device analyzer(Agilent B1500A),and the relative micro-analysis of I-V characteristics of VOx/Cu is characterized by using a conductive atomic force microscope(CAFM).The I-V test results indicate that both the forming and the reversible resistive switching between low resistance state(LRS) and high resistance state(HRS) can be observed under either positive or negative sweep.The CAFM images for LRS and HRS directly exhibit evidence for the formation and rupture of filaments based on positive or negative voltage.The Cu/VOx/Cu sandwiched structure exhibits reversible resistive switching behavior and shows potential applications in the next generation of nonvolatile memory. 展开更多
关键词 VOx thin films reversible resistive switching resistive random access memory(RRAM) conductive atomic force microscope
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Bipolar resistance switching in the fully transparent BaSnO_3-based memory device
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作者 张婷 殷江 +3 位作者 赵高峰 张伟风 夏奕东 刘治国 《Chinese Physics B》 SCIE EI CAS CSCD 2014年第8期481-486,共6页
The fully transparent indium-tin-oxide/BaSnO3/F-doped SnO2 devices that show a stable bipolar resistance switching effect are successfully fabricated. In addition to the transmittance being above 87% for visible light... The fully transparent indium-tin-oxide/BaSnO3/F-doped SnO2 devices that show a stable bipolar resistance switching effect are successfully fabricated. In addition to the transmittance being above 87% for visible light, an initial forming process is unnecessary for the production of transparent memory. Fittings to the current-voltage curves reveal the interfacial conduction in the devices. The first-principles calculation indicates that the oxygen vacancies in cubic BaSnO3 will form the defective energy level below the bottom of conduction band. The field-induced resistance change can be explained based on the change of the interracial Schottky barrier, due to the migration of oxygen vacancies in the vicinity of the interface. This work presents a candidate material BaSnO3 for the application of resistive random access memory to transparent electronics. 展开更多
关键词 transparent resistive random access memory resistance switching oxygen vacancy BaSnO3
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Physical Mechanism and Performance Factors of Metal Oxide Based Resistive Switching Memory:A Review 被引量:3
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作者 Cong Ye Jiaji Wu +4 位作者 Gang He Jieqiong Zhang Tengfei Deng Pin He Hao Wang 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2016年第1期1-11,共11页
This review summarizes the mechanism and performance of metal oxide based resistive switching memory. The origin of resistive switching (RS) behavior can be roughly classified into the conducting filament type and t... This review summarizes the mechanism and performance of metal oxide based resistive switching memory. The origin of resistive switching (RS) behavior can be roughly classified into the conducting filament type and the interface type. Here, we adopt the filament type to study the metal oxide based resistive switch- ing memory, which considers the migration of metallic cations and oxygen vacancies, as well as discuss two main mechanisms including the electrochemical metallization effect (ECM) and valence change memory effect (VCM). At the light of the influence of the electrode materials and switching layers on the RS char- acteristics, an overview has also been given on the performance parameters including the uniformity, endurance, the retention, and the multi-layer storage. Especially, we mentioned ITO (indium tin oxide) electrode and discussed the novel RS characteristics related with ITO. Finally, the challenges resistive random access memory (RRAM) device is facing, as well as the future development trend, are expressed. 展开更多
关键词 RRAM (resistive random access memory) Transition metal oxide Conductive filament Resistive switching
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低轨通信卫星双向测量差分定位方法 被引量:3
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作者 王鑫洋 赵亚飞 +1 位作者 李锦康 彭木根 《电信科学》 北大核心 2024年第4期66-75,共10页
在非地面网络中,依托低轨通信卫星的星地链路、卫星载荷以及地面终端等资源,实现定位解算,是实现未来6G通感一体化的重要技术手段之一。在手机直连卫星等场景下,终端设计上往往只与一颗卫星进行通信,探索单星定位方法具有十分迫切的意... 在非地面网络中,依托低轨通信卫星的星地链路、卫星载荷以及地面终端等资源,实现定位解算,是实现未来6G通感一体化的重要技术手段之一。在手机直连卫星等场景下,终端设计上往往只与一颗卫星进行通信,探索单星定位方法具有十分迫切的意义。针对以往单星连续观测定位精度因子差、时钟同步困难、收敛速度慢等难题,提出了一种低轨星座场景下的双向测量差分定位方法,并基于卫星位置精度因子设计了位置更新策略。利用星地链路,采用单程双向测距方法消除时钟误差,通过时间累计测量、终端随机切换的方式弥补单星观测的空间缺陷,优化了终端定位性能。在仿真场景下,基于SpaceX的卫星轨道参数,对所提方案进行了验证,结果表明,采用随机切换卫星的方法进行测量,相比于未切换保持单星测量的终端,定位性能提升近100%;联合解算多个时刻观测数据,能够提升精度收敛速度,减小定位误差,在180 s的仿真时间内利用512次观测数据,当终端切换次数为19次时,最优定位精度可达299.5 m。 展开更多
关键词 低轨通信卫星 双向测量 单星定位 随机切换
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Graphene resistive random memory - the promising memory device in next generation
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作者 王雪峰 赵海明 +1 位作者 杨轶 任天令 《Chinese Physics B》 SCIE EI CAS CSCD 2017年第3期160-173,共14页
Graphene-based resistive random access memory (GRRAM) has grasped researchers' attention due to its merits com- pared with ordinary RRAM. In this paper, we briefly review different types of GRRAMs. These GRRAMs can... Graphene-based resistive random access memory (GRRAM) has grasped researchers' attention due to its merits com- pared with ordinary RRAM. In this paper, we briefly review different types of GRRAMs. These GRRAMs can be divided into two categories: graphene RRAM and graphene oxide (GO)/reduced graphene oxide (rGO) RRAM. Using graphene as the electrode, GRRAM can own many good characteristics, such as low power consumption, higher density, transparency, SET voltage modulation, high uniformity, and so on. Graphene flakes sandwiched between two dielectric layers can lower the SET voltage and achieve multilevel switching. Moreover, the GRRAM with rGO and GO as the dielectric or electrode can be simply fabricated. Flexible and high performance RRAM and GO film can be modified by adding other materials layer or making a composite with polymer, nanoparticle, and 2D materials to further improve the performance. Above all, GRRAM shows huge potential to become the next generation memory. 展开更多
关键词 graphene-based resistive random access memory graphene oxide (GO)/reduced graphene oxide(rGO) resistive switching GRAPHENE
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基于随机森林算法的V2G充电桩故障诊断研究 被引量:3
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作者 王群飞 尹忠东 鄂涛 《电测与仪表》 北大核心 2024年第8期111-118,共8页
针对V2G直流充电桩开关模块的故障诊断问题,提出一种基于随机森林算法的诊断方法。该方法使用小波包分析提取故障电流信号中的特征信息,使用核主成分分析降维以降低样本数据的复杂程度,使用随机森林算法训练出适用于直流充电桩开关模块... 针对V2G直流充电桩开关模块的故障诊断问题,提出一种基于随机森林算法的诊断方法。该方法使用小波包分析提取故障电流信号中的特征信息,使用核主成分分析降维以降低样本数据的复杂程度,使用随机森林算法训练出适用于直流充电桩开关模块的故障诊断器。实验验证表明,采用随机森林故障诊断器可以有效诊断开关模块故障。该方案在直流充电桩开关模块故障诊断方面具有现实意义。 展开更多
关键词 充电设备 开关模块 故障诊断 随机森林算法 小波包分解 核主成分分析
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