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Long Pulse H-Mode Scenarios Sustained by RF Heating on EAST 被引量:1
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作者 高翔 李国强 +14 位作者 张涛 杨曜 龚先祖 刘子奚 任启龙 刘海庆 曾龙 余耀伟 刘少承 刘晓菊 张寿彪 蔡辉山 吴雪梅 李建刚 the EAST team 《Plasma Science and Technology》 SCIE EI CAS CSCD 2015年第6期448-453,共6页
Abstract EAST has demonstrated its capability of long pulse operation using RF heating (LHCD and ICRF) in past experiments. One key issue to realize the long pulse H-mode expert- meats is to sustain the plasma curre... Abstract EAST has demonstrated its capability of long pulse operation using RF heating (LHCD and ICRF) in past experiments. One key issue to realize the long pulse H-mode expert- meats is to sustain the plasma current for steady state operation. Based on the calculations of the transport code ONETWO and its coupled RF code GENRAY, two scenarios have been proposed to achieve the 10 s H-mode plasma with Ip=400 kA, 〈 ne 〉=4.5×1019 m-a, βN=2, and the 100 s H-mode plasma with Ip=280 kA, 〈 ne 〉=3.5×1019 m-a, βN=1.8 recently. The current drive of lower hybrid wave is an important issue in the two scenarios. An experimental result on lower hybrid current drive in H-mode plasmas on EAST is also presented. 展开更多
关键词 long pulse H-mode rf heating ONETWO
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Stabilization of Neoclassical Tearing Modes by rf Current
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作者 Xiaojing Wang Xiaodong Zhang +4 位作者 Qingquan Yu Yang Zhang Sizheng Zhu Xiaoguang Wang Bin Wu 《World Journal of Engineering and Technology》 2017年第4期99-104,共6页
Neoclassical tearing mode (NTM) can degrade plasma confinement or even cause disruptions in existing tokamaks. Stabilization of the NTMs by radio frequency (rf) current is investigated by the modified Rutherford equat... Neoclassical tearing mode (NTM) can degrade plasma confinement or even cause disruptions in existing tokamaks. Stabilization of the NTMs by radio frequency (rf) current is investigated by the modified Rutherford equation (MRE) in this paper. In a range of parameters, the required rf current for mode stabilization is obtained, which is linearly proportional to the bootstrap current density for both modulated current drive (MCD) and non-modulated current drive (NMCD), linearly (quadratically) to the radial width of the rf current for MCD (NMCD), and quadratically to the radial deviation of the rf current from the rational surface for both MCD and NMCD. 展开更多
关键词 NEOCLASSICAL TEARING mode (NTM) Radio Frequency (rf) CURRENT Modified RUTHErfORD Equation (MRE)
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基于VMD形态梯度谱与BAS-RF的变压器绕组松动诊断
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作者 颜锦 马宏忠 +2 位作者 朱昊 张玉良 许洪华 《振动.测试与诊断》 EI CSCD 北大核心 2023年第5期953-959,1040,共8页
为有效提取变压器振动信号中的绕组状态信息,提出一种基于变分模态分解(variational mode decomposition,简称VMD)、形态梯度谱的特征提取,采用天牛须搜索算法优化随机森林(beetle antennae search‑random forest,简称BAS‑RF)识别绕组... 为有效提取变压器振动信号中的绕组状态信息,提出一种基于变分模态分解(variational mode decomposition,简称VMD)、形态梯度谱的特征提取,采用天牛须搜索算法优化随机森林(beetle antennae search‑random forest,简称BAS‑RF)识别绕组松动状态的诊断方法。首先,将实测变压器振动信号经VMD分解得到若干个模态分量;其次,计算多个尺度的形态梯度谱以形成初始特征样本集,为防止维数灾难,使用主成分分析法对初始特征样本集进行降维处理;最后,利用天牛须搜索算法对随机森林中决策树的个数和树的深度进行寻优以构造分类器模型,实现对变压器绕组松动状态的识别。实验结果表明,该方法能有效提取变压器绕组松动故障特征信息,且具有优良的抗噪性能,构建的BAS‑RF模型具有较高的识别准确率和识别速度。 展开更多
关键词 变压器 绕组松动 变分模态分解 形态梯度谱 随机森林
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Ku波段相对论扩展互作用速调管振荡器粒子模拟研究
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作者 蒋俊杰 阳福香 +5 位作者 党方超 葛行军 张鹏 李家文 邓如金 李志敏 《强激光与粒子束》 CAS CSCD 北大核心 2024年第10期137-143,共7页
射频击穿、模式竞争是导致速调管振荡器(RKO)功率下降、脉冲缩短的主要原因。本文引入扩展互作用提取结构,可以有效降低提取腔射频电场,增大器件功率容量。传统的双间隙提取结构将电子能量在提取腔内转化为微波能量,共用一个通道输出。... 射频击穿、模式竞争是导致速调管振荡器(RKO)功率下降、脉冲缩短的主要原因。本文引入扩展互作用提取结构,可以有效降低提取腔射频电场,增大器件功率容量。传统的双间隙提取结构将电子能量在提取腔内转化为微波能量,共用一个通道输出。而扩展互作用提取结构采用了分布式提取腔而非集中式提取腔,增加了输出通道,可以有效提高束-波转换效率,降低提取腔的射频电场。粒子模拟结果显示:二极管电压561 kV,磁场强度0.5 T条件下,保持阴极结构、调制腔及反射器不变时,分别对传统双间隙提取腔、双间隙及三间隙扩展互作用提取腔进行仿真:输出功率分别为2.14、 2.22、 2.35 GW;分析其提取腔最大射频电场,分别为1.50、1.21、1.10 MV/cm;束波转换效率分别为35.7%、36.9%、39.1%;器件工作频率为12.52 GHz。在三维仿真中,通过改变阴极结构的S参数、设计新的反射器,有效抑制了调制腔TM113模带来的模式竞争,为开展后续实验奠定了基础。 展开更多
关键词 扩展互作用 功率容量 射频电场 模式竞争
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基于超声RF信号的超声成像实验设计 被引量:3
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作者 黄韫栀 刘奇 肖勇 《实验科学与技术》 2016年第6期32-35,84,共5页
该文为让学生更直观地了解超声RF信号重建出B超图像的过程,首先在超声设备上完成RF数据的采集,然后在Matlab平台上对每个成像步骤的信号进行分析,完成成像过程的仿真,最后将得到的结果与超声设备上显示的图像进行对比。该实验具有较强... 该文为让学生更直观地了解超声RF信号重建出B超图像的过程,首先在超声设备上完成RF数据的采集,然后在Matlab平台上对每个成像步骤的信号进行分析,完成成像过程的仿真,最后将得到的结果与超声设备上显示的图像进行对比。该实验具有较强的设计性和参与性,实验结果具有一定的开放性。实践表明,实验过程既能锻炼学生分析问题的能力,又能加深学生对专业课程的理解,激发其学习兴趣,进而改善教学效果、提高教学质量。 展开更多
关键词 超声rf信号 B超图像 MATLAB
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RF-CMOS建模:一种改进的累积型MOS变容管模型 被引量:2
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作者 刘军 孙玲玲 文进才 《Journal of Semiconductors》 EI CAS CSCD 北大核心 2007年第9期1448-1453,共6页
提出一种改进的累积型MOS变容管射频模型,改进后模型方程可精确描述累积型MOS变容管全工作区域特性;模型方程连续,且任意阶次可导,至少三阶导数求解结果可实现与测试结果的精确拟合,解决了原模型可导但导数错误、变阻方程不连续等问题.... 提出一种改进的累积型MOS变容管射频模型,改进后模型方程可精确描述累积型MOS变容管全工作区域特性;模型方程连续,且任意阶次可导,至少三阶导数求解结果可实现与测试结果的精确拟合,解决了原模型可导但导数错误、变阻方程不连续等问题.模型最终应用到采用CSM(Chartered Semiconductor Manufacture Ltd)0.25μmRF-CMOS工艺制造的一30栅指(每指尺寸为长L=1μm,宽W=4.76μm)累积型MOS变容管建模中,测量和仿真所得C-V,R-V特性,品质因素以及高达39GHzS参数对比结果验证了模型的良好精度. 展开更多
关键词 累积型MOS变容管 射频模型 方程 连续 可导
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北斗双模接收机射频前端关键技术研究
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作者 林仁杰 《电气传动自动化》 2024年第2期7-10,共4页
随着电子信息产业和航空航天产业的飞速发展,卫星导航技术已经成为继移动通信技术、互联网技术之后电子信息产业新的研究热点,北斗卫星导航系统也逐步走向成熟。北斗卫星导航接收机射频前端的研究与设计是一项很有价值和实际意义的工作... 随着电子信息产业和航空航天产业的飞速发展,卫星导航技术已经成为继移动通信技术、互联网技术之后电子信息产业新的研究热点,北斗卫星导航系统也逐步走向成熟。北斗卫星导航接收机射频前端的研究与设计是一项很有价值和实际意义的工作。本文主要针对北斗双模射频前端的研究与设计,对双模射频前端进行了技术分析,并对功率放大器进行了设计,最后经过仿真研究,结果表明,对于射频前端的设计完全满足要求,性能良好。 展开更多
关键词 双模接收机 射频前端 功率放大器
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Realization of minute-long steady-state H-mode discharges on EAST 被引量:1
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作者 Xianzu GONG Baonian WAN +26 位作者 Jiangang LI Jinping QIAN Erzhong LI Fukun LIU Yanping ZHAO Mao WANG Handong XU A M GAROFALO Annika EKEDAH Siye. DINGJuan HUANG Ling ZHANG Qing ZANG Haiqing LIU Long ZENG Shiyao LIN Biao SHEN Bin ZHANG Linming SHAO Bingjia XIAO Jiansheng HU Chundong HU Liqun HU Liang WANG Youwen SUN GuoshengXU Yunfeng LIANG Nong XIANG 《Plasma Science and Technology》 SCIE EI CAS CSCD 2017年第3期1-3,共3页
In the 2016 EAST experimental campaign,a steady-state long-pulse H-mode discharge with an ITER-like tungsten divertor lasting longer than one minute has been obtained using only RF heating and current drive,through an... In the 2016 EAST experimental campaign,a steady-state long-pulse H-mode discharge with an ITER-like tungsten divertor lasting longer than one minute has been obtained using only RF heating and current drive,through an integrated control of the wall conditioning,plasma configuration,divertor heat flux,particle exhaust,impurity management,and effective coupling of multiple RF heating and current drive sources at high injected power.The plasma current(Ip - 0.45 MA) was fully-noninductively driven(Vloop 〈 0.0 V) by a combination of-2.5 MW LHW,-0.4 MW ECH and -0.8 MW ICRF.This result demonstrates the progress of physics and technology studies on EAST,and will benefit the physics basis for steady state operation of ITER and CFETR. 展开更多
关键词 long pulse steady state rf heating H-mode
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基于RF谱分析技术的光网络性能监测技术的研究
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作者 陈亮 李兰兰 +2 位作者 伍剑 邱吉芳 林金桐 《光通信技术》 CSCD 北大核心 2013年第10期56-59,共4页
依据RF谱分析技术,提出了一种新型的利用光偏移带阻滤波来实现PMD不灵敏的CD监测技术。在此基础上研究了利用光偏移带阻滤波来实现CD不灵敏的PMD监测技术,建立了理论模型并分析其原理。最后验证了理论模型对80Gb/s NRZ-DQPSK信号的监测... 依据RF谱分析技术,提出了一种新型的利用光偏移带阻滤波来实现PMD不灵敏的CD监测技术。在此基础上研究了利用光偏移带阻滤波来实现CD不灵敏的PMD监测技术,建立了理论模型并分析其原理。最后验证了理论模型对80Gb/s NRZ-DQPSK信号的监测结果。 展开更多
关键词 rf谱分析 光网络性能监测 偏振膜色散 色度色散 光偏移带阻滤波器
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Spatial Evolution Study of EEDFs and Plasma Parameters in RF Stochastic Regime by Langmuir Probe 被引量:3
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作者 Djelloul MENDIL Hadj LAHMAR Laifa BOUFENDI 《Plasma Science and Technology》 SCIE EI CAS CSCD 2014年第9期837-842,共6页
An RF compensated cylindrical Langmuir probe system has been developed and used to characterize an RF capacitive two temperature plasma discharge in a stochastic mode. The novelty of the work presented here is the use... An RF compensated cylindrical Langmuir probe system has been developed and used to characterize an RF capacitive two temperature plasma discharge in a stochastic mode. The novelty of the work presented here is the use of the driven electrode (cathode) without ground shield. Measurements of the electron energy distribution function (EEDF) and plasma parameters were achieved under the following conditions: 50 W of RF power and 5× 10-2 mbar of argon pressure. The probe measurements are performed at 3 cm above the electrode and the probe was shifted radially (r direction) from the center (r = 0 cm) of the inter-electrodes region towards the chamber wall (R = 10.75 cm). The results show that the EEDF is bi-Maxwellian and its shape remains the same through the scanned region. The farther the probe from the central region, the lower the EEDF maximum. The plasma density is observed to decrease according to a Gaussian profile along the radial direction and falls to 50% of its maximum when close to the cathode edge (r = 5.5 cm). At the same time the effective electron temperature remains constant for r〈4 cm and increases for r≥4 cm. The high-temperature and low-temperature electrons' densities and temperatures are also discussed in the article. 展开更多
关键词 rf capacitive discharge Langmuir probe EEDF stochastic mode PECVD
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AOA-CEEMDAN和融合特征在齿轮箱故障诊断中的应用
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作者 马卫东 刘子全 +1 位作者 姚楠 朱雪琼 《机电工程》 CAS 北大核心 2024年第5期817-826,共10页
自适应噪声完备集成经验模态分解(CEEMDAN)的参数由于是人为设置的,从而会导致其信号的分解不彻底。针对这一问题,提出了一种基于算术优化算法(AOA)优化CEEMDAN、融合特征和随机森林(RF)的齿轮箱故障诊断方法。首先,采用AOA算法对CEEMDA... 自适应噪声完备集成经验模态分解(CEEMDAN)的参数由于是人为设置的,从而会导致其信号的分解不彻底。针对这一问题,提出了一种基于算术优化算法(AOA)优化CEEMDAN、融合特征和随机森林(RF)的齿轮箱故障诊断方法。首先,采用AOA算法对CEEMDAN方法的关键参数进行自适应选取,并采用优化后的CEEMDAN方法对齿轮箱振动信号进行了分解,生成若干个本征模态函数(IMF);随后,利用相关系数准则选择了前4阶IMF分量作为故障敏感分量;接着,利用由注意熵和散度熵组成的融合特征提取方法挖掘了故障敏感分量的故障特征,得到了故障敏感特征样本;最后,将表征齿轮箱故障特性的故障特征输入至RF多故障分类器中,建立了故障分类模型,完成了齿轮箱的故障识别;利用QPZZ-Ⅱ型齿轮箱数据集进行了实验,并将其结果与采用其他方法所得结果进行了对比。研究结果表明:相较于原始CEEMDAN,优化后的CEEMDAN能够更加准确地分解非线性齿轮箱振动信号,故障识别准确率提高了4%;相较于单一的故障特征,融合特征能够更加准确地表征齿轮箱的故障状态,故障识别准确率分别提高了3.2%和8%。基于AOA-CEEMDAN和融合特征提取以及RF分类器的故障诊断方法为齿轮箱的故障特征提取和故障诊断提供一种可行的思路和方案。 展开更多
关键词 齿轮箱 本征模态函数 算术优化算法 自适应噪声完备集成经验模态分解 随机森林
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CMOS衬底调制阈值调整型RF-DC整流器
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作者 李媛媛 韦保林 +2 位作者 韦雪明 徐卫林 段吉海 《微电子学》 CAS CSCD 北大核心 2016年第5期667-671,共5页
基于CMOS交叉耦合桥式射频整流器结构,在MOS整流管的栅极与衬底之间引入耦合电容,利用衬底调制效应动态调整MOS整流管的阈值电压,从而提高射频整流器的输出电压,减小稳定时间。对整流器工作原理进行了分析,对电路进行了仿真。结果表明,... 基于CMOS交叉耦合桥式射频整流器结构,在MOS整流管的栅极与衬底之间引入耦合电容,利用衬底调制效应动态调整MOS整流管的阈值电压,从而提高射频整流器的输出电压,减小稳定时间。对整流器工作原理进行了分析,对电路进行了仿真。结果表明,改进后的CMOS交叉耦合桥式整流器在输入功率为-16dBm@900 MHz时,输出电压为1.48V,输出电压和稳定时间分别比传统电路提高了13mV和22μs。 展开更多
关键词 射频能量收集整流器 CMOS交叉耦合桥式整流器 衬底调制效应
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PEO-Like Functional Films' Polymerization in RF-PECVD
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作者 胡立琼 陈强 葛袁静 《Plasma Science and Technology》 SCIE EI CAS CSCD 2006年第5期582-584,共3页
Polymer ethylene oxide (PEO) functional films can be used as a material for biocompatible research. In this paper, we investigated the structures of PEO-like films polymerized on Si surface with diethlyene glycole d... Polymer ethylene oxide (PEO) functional films can be used as a material for biocompatible research. In this paper, we investigated the structures of PEO-like films polymerized on Si surface with diethlyene glycole dimethyl ether (DEGDME) as the precursor and Ar as the dilution gas by plasma enhanced chemical vapor deposition (PECVD). And the pulse plasma model was employed to polymerize the functional films. The chemical structure of the coatings was investigated by Fourier transform inference (FTIR) and X-ray photoelectron spectroscopy (XPS). The results indicate that PEO-like structure films can be polymerized by DEGDME/Ar plasma. The concentration of C-O functional groups polymerized in the long plasma-off time was much higher than that in the short plasma-off time. With the same discharge parameters, moreover, the C-O ratio in polymers increased with a higher injected power. 展开更多
关键词 PEO films plasma mode rf-PECVD
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Optimization and comparison of accelerating cavities for the SSRF
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作者 ChenMing QinJiu 《Nuclear Science and Techniques》 SCIE CAS CSCD 1997年第3期179-182,共4页
OptimizationandcomparisonofaceleratingcavitiesfortheSSRFChenMing1,GuoYiGang1,QinJiu2,WangGuangWei3(1Shanghai... OptimizationandcomparisonofaceleratingcavitiesfortheSSRFChenMing1,GuoYiGang1,QinJiu2,WangGuangWei3(1ShanghaiInstituteofNuc... 展开更多
关键词 同步加速器 辐射装置 加速腔
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A Thyristor-Only Input ESD Protection Scheme for CMOS RF ICs
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作者 Jin Young Choi Choongkoo Park 《Circuits and Systems》 2011年第3期170-182,共13页
We propose an input protection scheme composed of thyristor devices only without using a clamp NMOS device in order to minimize the area consumed by a pad structure in CMOS RF ICs. For this purpose, we suggest low-vol... We propose an input protection scheme composed of thyristor devices only without using a clamp NMOS device in order to minimize the area consumed by a pad structure in CMOS RF ICs. For this purpose, we suggest low-voltage triggering thyristor protection device structures assuming usage of standard CMOS processes, and attempt an in-depth comparison study with a conventional thyristor protection scheme incorporating a clamp NMOS device. The comparison study mainly focuses on robustness against the HBM ESD in terms of peak voltages applied to gate oxides in an input buffer and lattice heating inside protection devices based on DC and mixed-mode transient analyses utilizing a 2-dimensional device simulator. We constructed an equivalent circuit for the input HBM test environment of the CMOS chip equipped with the input ESD protection devices. And by executing mixed-mode simulations including up to four protection devices and analyzing the results for five different test modes, we attempt a detailed analysis on the problems which can occur in real HBM tests. We figure out strength of the proposed thyristor-only protection scheme, and suggest guidelines relating the design of the protection devices and circuits. 展开更多
关键词 ESD Protection HBM THYRISTOR MIXED-mode Simulation rf ICS
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基于CEEMD-RF模型的渣土边坡地下水埋深预测 被引量:2
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作者 付智勇 陈文强 +2 位作者 唐伟雄 龙晶晶 曾江波 《人民长江》 北大核心 2020年第1期141-148,共8页
地下水是影响渣土边坡稳定性的关键因素之一,地下水埋深预测对分析渣土边坡稳定性具有重要意义。考虑渣土边坡地下水水位的高度非平稳和非线性特点,提出了一种基于相空间重构的互补集合经验模态分解-随机森林(CEEMD-RF)的地下水埋深预... 地下水是影响渣土边坡稳定性的关键因素之一,地下水埋深预测对分析渣土边坡稳定性具有重要意义。考虑渣土边坡地下水水位的高度非平稳和非线性特点,提出了一种基于相空间重构的互补集合经验模态分解-随机森林(CEEMD-RF)的地下水埋深预测模型。以广州市某渣土边坡SW2水文观测孔为例,将基于相空间重构的CEEMD-RF模型应用于该渣土边坡的地下水埋深预测,并与相空间重构的RF模型预测结果进行对比分析。结果表明:利用CEEMD-RF模型对地下水埋深预测的拟合优度为0.997,均方根误差为0.03 m,优于相空间重构的RF模型预测结果;基于相空间重构的CEEMD-RF模型预测的地下水埋深序列能很好地反映地下水埋深的尖变点。 展开更多
关键词 地下水埋深预测 渣土边坡 相空间重构 CEEMD-rf
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Modeling of the influences of multiple modulated electron cyclotron current drive on NTMs in rotating plasma
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作者 Long CHEN Jinyuan LIU +2 位作者 Ping DUAN Guangrui LIU Xingyu BIAN 《Plasma Science and Technology》 SCIE EI CAS CSCD 2017年第2期8-14,共7页
In this work, physical models of neoclassical tearing modes (NTMs) including bootstrap current and multiple modulated electron cyclotron current drive model are applied. Based on the specific physical problems durin... In this work, physical models of neoclassical tearing modes (NTMs) including bootstrap current and multiple modulated electron cyclotron current drive model are applied. Based on the specific physical problems during the suppression of NTMs by driven current, this work compares the efficiency of continuous and modulated driven currents, and simulates the physical processes of multiple modulated driven currents on suppressing rotating magnetic island. It is found that when island rotates along the poloidal direction, the suppression ability of continuous driven current can be massively reduced due to current deposition outside the island separatrix and reverse deposition direction at the X point, which can be avoided by current drive modulation. Multiple current drive has a better suppressing effect than single current drive. This work gives realistic numerical simulations by optimizing the model and parameters based on the experiments, which could provide references for successful suppression of NTMs in future advanced tokamak such as international thermonuclear experimental reactor. 展开更多
关键词 neoclassical tearing modes magnetic island current drive modulated rf wave plasma rotation
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油罐车阀门状态监测单元设计
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作者 黄国兵 王淇苇 +1 位作者 黄凯 张文星 《电子设计工程》 2023年第21期56-59,64,共5页
油罐车阀门监测具有低功耗和防爆要求,需要采用无线方式与车载终端通信。为此,采用支持低功耗设计的Atmega1281作为处理器,选用2节7号电池作为电源,实现阀门开合状态、阀门漏油情况、罐内油品液位等数据采集,使用AT86RF230实现RF无线通... 油罐车阀门监测具有低功耗和防爆要求,需要采用无线方式与车载终端通信。为此,采用支持低功耗设计的Atmega1281作为处理器,选用2节7号电池作为电源,实现阀门开合状态、阀门漏油情况、罐内油品液位等数据采集,使用AT86RF230实现RF无线通信链路,将采集的数据信息上报给车载终端。为了满足低功耗的要求,RF通信电路采用短距离省电模式设计,处理器每分钟被唤醒一次,完成数据采集和上传业务后自动睡眠,传感器也仅在数据采集时供电。监测单元的电池和模块固定在金属阀门盖内,以低电压、低功耗方式运行,满足电池长寿命和模块防爆的要求。 展开更多
关键词 物联网终端 射频通信 省电模式 防爆
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Tokamak Plasma Flows Induced by Local RF Forces
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作者 陈佳乐 高喆 《Plasma Science and Technology》 SCIE EI CAS CSCD 2015年第10期809-816,共8页
The tokamak plasma flows induced by the local radio frequency (RF) forces in the core region are analyzed. The effective components of local RF forces are composed of the momentum absorption term and the resonant pa... The tokamak plasma flows induced by the local radio frequency (RF) forces in the core region are analyzed. The effective components of local RF forces are composed of the momentum absorption term and the resonant parallel momentum transport term (i.e. the parallel component of the resonant ponderomotive forces). Different momentum balance relations are em- ployed to calculate the plasma flows depending on different assumptions of momentum transport. With the RF fields solved from RF simulation codes, the toroidal and poloidal flows by these forces under the lower hybrid current drive and the mode conversion ion cyclotron resonance heating on EAST-like plasmas are evaluated. 展开更多
关键词 low hybrid wave (LHW) ion cyclotron radio frequency (ICrf mode-conversion plasma rotation plasma flow rf force
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基于表面肌电和位姿信息融合的手势动作识别 被引量:1
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作者 杨庆华 金圣权 +1 位作者 都明宇 王志恒 《高技术通讯》 CAS 2023年第12期1295-1302,共8页
针对仅通过表面肌电信号(sEMG)进行手势识别难以应对复杂手势的问题,提出一种基于表面肌电和位姿信息融合的手势识别方法。通过双阈值方法对信号活动段进行分割,提取表面肌电信号、位姿信号的特征,使用核主成分分析方法(KPCA)对提取特... 针对仅通过表面肌电信号(sEMG)进行手势识别难以应对复杂手势的问题,提出一种基于表面肌电和位姿信息融合的手势识别方法。通过双阈值方法对信号活动段进行分割,提取表面肌电信号、位姿信号的特征,使用核主成分分析方法(KPCA)对提取特征进行降维融合,使提取特征中的非线性信息得到较好保留,最后通过随机森林(RF)分类器进行分类识别。实验结果显示,该方法对10名受试者的11种不同手势的最佳平均识别率为98.23%,单个动作的识别准确率均在90%以上,验证了提出方法的可靠性。 展开更多
关键词 表面肌电信号(sEMG) 位姿信号 多模融合 核主成分分析方法(KPCA) 随机森林(rf)
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