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An operational radar current observing and data service platform in the East China Sea 被引量:1
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作者 DENG Zeng'an ZHANG Anmin +5 位作者 ZHAI Jingsheng YU Ting WU Shuangquan ZHANG Xuefeng KANG Linchong ZHANG Yuming 《Acta Oceanologica Sinica》 SCIE CAS CSCD 2016年第11期9-15,共7页
An ocean state monitor and analysis radar(OSMAR), developed by Wuhan University in China, have been mounted at six stations along the coasts of East China Sea(ECS) to measure velocities(currents, waves and winds... An ocean state monitor and analysis radar(OSMAR), developed by Wuhan University in China, have been mounted at six stations along the coasts of East China Sea(ECS) to measure velocities(currents, waves and winds) at the sea surface. Radar-observed surface current is taken as an example to illustrate the operational high-frequency(HF) radar observing and data service platform(OP), presenting an operational flow from data observing, transmitting, processing, visualizing, to end-user service. Three layers(systems): radar observing system(ROS), data service system(DSS) and visualization service system(VSS), as well as the data flow within the platform are introduced. Surface velocities observed at stations are synthesized at the radar data receiving and preprocessing center of the ROS, and transmitted to the DSS, in which the data processing and quality control(QC) are conducted. Users are allowed to browse the processed data on the portal of the DSS, and access to those data files. The VSS aims to better show the data products by displaying the information on a visual globe. By utilizing the OP, the surface currents in East China Sea are monitored, and hourly and seasonal variabilities of them are investigated. 展开更多
关键词 RADAR operational system currentS data service VISUALIZATION
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Current Climate Data Rescue Activities in Australia
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作者 Linden ASHCROFT Rob ALLAN +3 位作者 Howard BRIDGMAN Joelle GERGIS Christa PUDMENZKY Ken THORNTON 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2016年第12期1323-1324,共2页
1. Introduction Recovering historical instrumental climate data is crucial for identifying long-term climate variability and change, putting present climate into context and constraining future climate projections (... 1. Introduction Recovering historical instrumental climate data is crucial for identifying long-term climate variability and change, putting present climate into context and constraining future climate projections (Brunet and Jones, 2011). In other words, to understand the future, we need to improve our understanding of the past. 展开更多
关键词 OVER ENSO current Climate data Rescue Activities in Australia
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Pseudo-Maximum Likelihood Estimation in the Hazards Cure Model with a Single Change Point for Current Status Data
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作者 Bing WANG Xiaoguang WANG 《Journal of Mathematical Research with Applications》 CSCD 2020年第3期320-330,共11页
The change-point hazards model has received much attention, since it can not only display the impacts of treatments or medical breakthroughs more directly, but also provide the time point when those impacts occur. In ... The change-point hazards model has received much attention, since it can not only display the impacts of treatments or medical breakthroughs more directly, but also provide the time point when those impacts occur. In this paper, we propose the single change-point hazards model for current status survival data with long-term survivors and investigate the estimation for the proposed model. Large-sample properties of the estimators are established. Simulation studies are carried out to evaluate the finite-sample performance of the estimation. 展开更多
关键词 current status data change-point hazard model cure fraction pseudo-maximum likelihood
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Development of data acquisition and over-current protection systems for a suppressor-grid current with a neutral-beam ion source
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作者 刘伟 胡纯栋 +5 位作者 刘胜 宋士花 汪金新 王艳 赵远哲 梁立振 《Plasma Science and Technology》 SCIE EI CAS CSCD 2017年第12期154-158,共5页
Neutral beam injection is one of the effective auxiliary heating methods in magnetic-confinementfusion experiments. In order to acquire the suppressor-grid current signal and avoid the grid being damaged by overheatin... Neutral beam injection is one of the effective auxiliary heating methods in magnetic-confinementfusion experiments. In order to acquire the suppressor-grid current signal and avoid the grid being damaged by overheating, a data acquisition and over-current protection system based on the PXI(PCI e Xtensions for Instrumentation) platform has been developed. The system consists of a current sensor, data acquisition module and over-current protection module. In the data acquisition module,the acquired data of one shot will be transferred in isolation and saved in a data-storage server in a txt file. It can also be recalled using NBWave for future analysis. The over-current protection module contains two modes: remote and local. This gives it the function of setting a threshold voltage remotely and locally, and the forbidden time of over-current protection also can be set by a host PC in remote mode. Experimental results demonstrate that the data acquisition and overcurrent protection system has the advantages of setting forbidden time and isolation transmission. 展开更多
关键词 neutral beam injection high-current ion source suppression grid current data acquisition and protection system
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On the Current Error Based Sampled-data Iterative Learning Control with Reduced Memory Capacity
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作者 Chiang-Ju Chien Yu-Chung Hung Rong-Hu Chi 《International Journal of Automation and computing》 EI CSCD 2015年第3期307-315,共9页
The design of iterative learning controller(ILC) requires to store the system input, output or control parameters of previous trials for generating the input of the current trial. In order to apply the iterative learn... The design of iterative learning controller(ILC) requires to store the system input, output or control parameters of previous trials for generating the input of the current trial. In order to apply the iterative learning controller for a real application and reduce the memory size for implementation, a current error based sampled-data proportional-derivative(PD) type iterative learning controller is proposed for control systems with initial resetting error, input disturbance and output measurement noise in this paper.The proposed iterative learning controller is simple and effective. The first contribution in this paper is to prove the learning error convergence via a rigorous technical analysis. It is shown that the learning error will converge to a residual set if a forgetting factor is introduced in the controller. All the theoretical results are also shown by computer simulations. The second main contribution is to realize the iterative learning controller by a digital circuit using a field programmable gate array(FPGA) chip applied to repetitive position tracking control of direct current(DC) motors. The feasibility and effectiveness of the proposed current error based sampleddata iterative learning controller are demonstrated by the experiment results. Finally, the relationship between learning performance and design parameters are also discussed extensively. 展开更多
关键词 Iterative learning control current error sampled-data system memory capacity field programmable gate array(FPGA) chip.
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Analysis of sea surface height variabilities in the Kuroshio Current region by using Geosat altimeter data
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作者 Pan Jiayi Yuan Yeli and Zheng Quan’an 1. First Institute of Oceanography, State Oceanic Administration, Qingdao 266003, China 2. Center for Remote Sensing, University of Delaware, Newark, DE19716, USA (Received May 8, 1998 accepted June 17, 1998) 《Acta Oceanologica Sinica》 SCIE CAS CSCD 1999年第2期177-189,共13页
The Geosat altimeter ERM T2-GDRs data were used to analyze sea surface height (SSH) variabilities in the Northwest Pacific region of 10°- 45°N, 120°-- 160°E covering all the Kuroshio Current. After... The Geosat altimeter ERM T2-GDRs data were used to analyze sea surface height (SSH) variabilities in the Northwest Pacific region of 10°- 45°N, 120°-- 160°E covering all the Kuroshio Current. After processing the Geosat GDRs data, the 50 gridded SSH anomaly fields were acquired. The comparison between the SSH anomalies and tidal gauge sea levels showed that the altimeter data accorded with the tidal gauge data especially in the low frequency scale and in open sea. The mesoscale variability energy distribution obtained from the SSH anomalies was controlled by the position of the Kuroshio, bottom topography and the stationary meander of the Kuroshio. The relative transports of the Kuroshio Extension and the Kuroshio south of Japan, represented by the difference between the SSH anomalies on two sides of the current, had strong interannual and seasonal cycles, which was related to the Kuroshio large meander. When the Kuroshio meander occurred, the transport of the Kuroshio east of the Tokara Strait decreased, but that northeast of Taiwan Island increased. The variability of the transport east of the Philippines reflected the effects of the ENSO. The EOF analysis of the SSH anomaly fields showed that the first three EOFs accounted for 25.3%, 17.1 % and 13.7% of the total variance, and represented the meander mode, the ENSO mode and season mode respectively. 展开更多
关键词 Kuroshio current seasonal and interannual cycles Geosat altimeter data
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Variations in tidal currents and suspended sediment concentration of the upper part of the North Channel of Changjiang Estuary over the past 10 years 被引量:1
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作者 刘高伟 程和琴 +3 位作者 计娜 乔远英 胡浩 王冬梅 《Marine Science Bulletin》 CAS 2015年第2期9-24,共16页
The tidal current duration (TCD) and velocity (TCV) and suspended sediment concentration (SSC) were measured in the dry season in December, 2011 and in the flood season in June, 2012 at the upper part of the Nor... The tidal current duration (TCD) and velocity (TCV) and suspended sediment concentration (SSC) were measured in the dry season in December, 2011 and in the flood season in June, 2012 at the upper part of the North Channel of Changjiang Estuary. They were assimilated with the measured data in 2003, 2004, 2006 and 2007, using the tidal range's proportion conversion. Variations in TCD and TCV, preferential flow and SSC have been calculated. Influences of typical engineering projects such as Qingcaosha fresh water reservoir, Yangtze River Bridge, and land reclamation on the ebb and flood TCD, TCV and SSC in the North Channel for the last 10 years are discussed. The results show that: (1) currently, in the upper part of North Channel, the ebb tide dominates; after the construction of the typical projects, ebb TCD and TCV tends to be larger and the vertical average ebb and flood SSC decrease during the flood season while SSC increases during the dry season; (2) changes in the vertical average TCV are mainly contributed by seasonal runoff variation during the flood season, which is larger in the flood season than that in the dry season; the controlling parameters of increasing ebb TCD and TCV are those large-scale engineering projects in the North Channel; variation in SSC may result mainly from the reduction of basin annual sediment loads, large-scale nearshore projects and so on. 展开更多
关键词 changes in tidal currents and suspended sediment concentration preferential flow data assimilation large-scale engineering projects Changjiang Estuary
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Tidal current observation in the southern Yellow Sea in the summers of 2001 and 2003 被引量:4
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作者 刘志亮 胡敦欣 唐晓晖 《Chinese Journal of Oceanology and Limnology》 SCIE CAS CSCD 2008年第2期121-129,共9页
Direct current observations in the Yellow Sea interior are very scarce due to intense fishing and trawling activities. Most previous studies on tides in the area were based on coastal measurements or satellite altimet... Direct current observations in the Yellow Sea interior are very scarce due to intense fishing and trawling activities. Most previous studies on tides in the area were based on coastal measurements or satellite altimeter sea levels and have not been rigorously compared with direct measurements. In this paper, tidal currents are studied with current profiles from three bottom-moored Sontek Acoustic Doppler Profilers (ADPs) deployed in the southern Yellow Sea in summer of 2001 and 2003. The measured current series were dominated by tidal currents. Maximum velocities are between 40–80 cm/s at the mooring stations. M2 current is the most dominant primary tidal constituent, while MS4 and M4 are the most significant shallow water tides with much smaller amplitudes than the primary tides. 展开更多
关键词 southern Yellow Sea tidal current ADP current data
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数据知识产权在产业中的保护价值、保护现状与保护机制
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作者 张亚娟 《中国科技产业》 2026年第1期63-66,共4页
数据是数字经济时代的核心生产要素,数据知识产权在产业中的价值和保护凸显。本文首先界定了数据知识产权在产业中的保护范畴,然后阐述了数据知识产权在产业中的保护价值,其次介绍了数据知识产权的保护现状,最后提出产业中的数据知识产... 数据是数字经济时代的核心生产要素,数据知识产权在产业中的价值和保护凸显。本文首先界定了数据知识产权在产业中的保护范畴,然后阐述了数据知识产权在产业中的保护价值,其次介绍了数据知识产权的保护现状,最后提出产业中的数据知识产权保护机制——“技术-法律-管理”三位一体的保护框架,系统分析了数据知识产权在技术、法律和管理层面的保护路径。在产业中构建和完善数据知识产权保护体系,需要企业、政策制定者、法律界和技术界的共同探索并落地。 展开更多
关键词 数据知识产权 产业 保护价值 保护现状 保护机制
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State Estimation of Distribution Network Considering Data Compatibility 被引量:1
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作者 Shengtao Wu Yan Li 《Energy and Power Engineering》 2020年第4期73-83,共11页
Considering that the measurement devices of the distribution network are becoming more and more abundant, on the basis of the traditional Supervisory Control And Data Acquisition (SCADA) measurement system, Phasor mea... Considering that the measurement devices of the distribution network are becoming more and more abundant, on the basis of the traditional Supervisory Control And Data Acquisition (SCADA) measurement system, Phasor measurement unit (PMU) devices are also gradually applied to the distribution network. So when estimating the state of the distribution network, the above two devices need to be used. However, because the data of different measurement systems are different, it is necessary to balance this difference so that the data of different systems can be compatible to achieve the purpose of effective utilization of the estimated power distribution state. To this end, this paper starts with three aspects of data accuracy of the two measurement systems, data time section and data refresh frequency to eliminate the differences between system data, and then considers the actual situation of the three-phase asymmetry of the distribution network. The three-phase state estimation equations are constructed by the branch current method, and finally the state estimation results are solved by the weighted least square method. 展开更多
关键词 DISTRIBUTION Network STATE Estimation data Compatibility Branch current Method
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Rotary spectrum analysis of tidal current in the southern Yellow Sea
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作者 刘志亮 胡敦欣 +1 位作者 唐晓晖 魏恩泊 《Chinese Journal of Oceanology and Limnology》 SCIE CAS CSCD 2007年第3期286-291,共6页
A complete set of one-month Acoustic Doppler Profiler (ADP) current data at a station in the southern Yellow Sea (SYS) is analyzed using the rotary spectrum method. The results revealed different rotary properties bet... A complete set of one-month Acoustic Doppler Profiler (ADP) current data at a station in the southern Yellow Sea (SYS) is analyzed using the rotary spectrum method. The results revealed different rotary properties between barotropic and baroclinic tidal currents. The barotropic and baroclinic tidal currents rotate elliptically counter-clockwise and clockwise, respectively. Meanwhile, baroclinic bottom tidal currents are almost along-isobath. The baroclinic cross-isobath velocities attenuate quickly at the bottom, implying important effects of bottom topography on the cross-isobath motions. 展开更多
关键词 the southern Yellow Sea rotary spectrum current ADP data
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基于特征数据信息熵的锂离子储能电站电芯健康状态评估与预测方法研究 被引量:1
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作者 夏向阳 岳家辉 +2 位作者 张媛 夏天 王明琦 《太阳能学报》 北大核心 2025年第2期78-89,共12页
针对锂离子储能电站簇内电芯老化程度及其一致性难以准确评估的问题,提出基于特征数据信息熵的储能电站锂离子电池健康状态评估与预测方法。该方法将传统属性数据进行优化预处理以形成特征数据集,提出将信息熵概念移植到储能电站特定运... 针对锂离子储能电站簇内电芯老化程度及其一致性难以准确评估的问题,提出基于特征数据信息熵的储能电站锂离子电池健康状态评估与预测方法。该方法将传统属性数据进行优化预处理以形成特征数据集,提出将信息熵概念移植到储能电站特定运行片段数据来展开分析,依据计算特征数据熵值大小情况来反映特征数据的有序程度,实现对簇内电芯老化程度及其一致性的分析判断,同时利用神经网络对熵值进行预测来对储能电站健康状态进行短期预测。最后通过储能电站实际运行数据与20S1P电池仿真模型验证基于特征数据信息熵值法对储能电站健康状态评估与预测的可行性与有效性,并在100 kW/200 kWh储能系统平台进行实际工程应用。 展开更多
关键词 锂离子电池 电池簇 信息熵 特征数据 恒流放电 健康状态
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A fault identification based on the parameter variation of apparent current
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作者 LI Junguang LI Diquan YANG Yang 《Petroleum Exploration and Development》 2018年第3期553-562,共10页
A new fault identification method, which is called the apparent current method, based on the parameter variation of apparent current is proposed after the analysis of the limitations of the fault interpretation method... A new fault identification method, which is called the apparent current method, based on the parameter variation of apparent current is proposed after the analysis of the limitations of the fault interpretation method for the wide field electromagnetic data in the non-seismic exploration for oil and gas exploration. This method takes the study of the wide field electromagnetic theory and the mechanism of the fault generation, this method takes the wide field electromagnetic data as the research object, and establishes the connection between the geoelectric section and the virtual equivalent circuit, and then uses the virtual equivalent circuit as the carrier, and applies the theoretical equation of the apparent current, and combines the geological background of the study area to achieve scientific inference for location of fault in wide field electromagnetic exploration data. Theoretical model tests and the application of practical data proved that the location of underground fault can be accurately deduced by the trend of apparent current in underground space, reducing the multiple interpretations of electromagnetic data interpretation. At the same time, it also verified the correctness of the theory of apparent current and the feasibility of the method of apparent current. 展开更多
关键词 WIDE field ELECTROMAGNETIC data APPARENT current FAULT identification virtual EQUIVALENT circuit oil and gas exploration
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Ocean Data Assimilation Using Intermittent Analyses and Continuous Model Error Correction 被引量:2
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作者 BohuaHuang JamesL.KinterIII PaulS.Schopf 《Advances in Atmospheric Sciences》 SCIE CAS CSCD 2002年第6期965-992,共28页
A new data insertion approach is applied to the Derber and Rosati ocean data assimilation (ODA) system, a system that uses a variational scheme to analyze ocean temperature and provide ocean model corrections continuo... A new data insertion approach is applied to the Derber and Rosati ocean data assimilation (ODA) system, a system that uses a variational scheme to analyze ocean temperature and provide ocean model corrections continuously. Utilizing the same analysis component as the original system, the new approach conducts analyses to derive model corrections intermittently at once-daily intervals. A technique similar to the Incremental Analysis Update (IAU) method of Bloom et al. is applied to incorporate the corrections into the model gradually and continuously. This approach is computationally more economical than the original.A 13-year global ocean analysis from 1986 to 1998 is produced using this new approach and compared with an analysis based on the original one. An examination of both analyses in the tropical Pacific Ocean shows that they have qualitatively similar annual and interannual temperature variability. However, the new approach produces smoother monthly analyses. Moreover, compared to the independent 展开更多
关键词 data assimilation ocean general circulation model ocean current temperature profiles sea surface temperature
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Statewide GNSS-RTN Systems: Current Practices
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作者 Sajid Raza Ahmed Al-Kaisy 《Journal of Geographic Information System》 2023年第1期73-97,共25页
The applications of geospatial technologies and positioning data embrace every sphere of modern-day science and industry. With technological advancement, the demands for highly accurate positioning services in real-ti... The applications of geospatial technologies and positioning data embrace every sphere of modern-day science and industry. With technological advancement, the demands for highly accurate positioning services in real-time led to the development of the Global Navigation Satellite System—Real-Time Network (GNSS-RTN). While there is numerous published information on the technical aspects of the GNSS-RTN technology, information on the best practices or guidelines in building, operating, and managing the GNSS-RTN networks is lacking in practice. To better understand the current practice in establishing and operating the GNSS-RTN systems, an online questionnaire survey was sent to the GNSS-RTN system owners/operators across the U.S. Additionally, a thorough review of available literature on business models and interviews with representatives of two major manufacturers/vendors of GNSS-RTN products and services were conducted. Study results revealed a great deal of inconsistency in current practices among states in the way the GNSS-RTN systems are built, operated, and managed. Aspects of the diversity in state practices involved the business models for the GNSS-RTN systems besides the technical attributes of the network and system products. The information gathered in this study is important in helping state agencies make informed decisions as they build, expand or manage their own GNSS-RTN systems. 展开更多
关键词 Real-Time Network Geospatial data Practice Survey current Practices Business Models Real-Time Correction
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基于K近邻算法的数据融合与改进图卷积神经网络的电机轴承故障诊断
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作者 孙丽玲 唐李昱 许伯强 《电机与控制学报》 北大核心 2025年第5期12-18,共7页
为了解决单一类型数据对电机轴承故障诊断准确率不高和图卷积神经网络具有过平滑现象的问题,提出一种多数据融合和改进图卷积神经网络的电机轴承故障诊断方法。首先,通过快速傅里叶变换将电机轴承的振动信号和电机电流信号分别转换为频... 为了解决单一类型数据对电机轴承故障诊断准确率不高和图卷积神经网络具有过平滑现象的问题,提出一种多数据融合和改进图卷积神经网络的电机轴承故障诊断方法。首先,通过快速傅里叶变换将电机轴承的振动信号和电机电流信号分别转换为频域信号;然后,将每一个频率视为一个结点,对应的振动和电流信号视为节点特征,根据K近邻图构造法,将振动信号和电流信号融合成图结构数据;进而,将图数据输入通过添加初始残差连接模块而改进的图卷积神经网络进行训练,从而得到诊断结果。在帕德博恩数据集上,将所提方法和多种模型进行电机轴承故障诊断对比实验,实验结果表明,所提模型的故障识别准确率能达到98.6%,优于对比方法,证明所提数据融合方法与改进图卷积神经网络是有效的。 展开更多
关键词 深度学习 故障诊断 图卷积神经网络 电机轴承 快速傅里叶变换 数据融合 电流数据
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基于ZYNQ的束流损失测量系统电子学设计
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作者 曾磊 徐智虹 +4 位作者 邱瑞阳 田建民 李芳 黄蔚玲 杨仁俊 《强激光与粒子束》 北大核心 2025年第12期138-144,共7页
中国散裂中子源(CSNS)作为一台高功率强流质子加速器,其设计目标是严格控制束流损失,束流损失测量系统对加速器的设备保护、残留活化剂量控制和加速器机器调试非常重要。在CSNS一期工程中,束流损失测量系统使用NI PXIe-6358采集卡进行... 中国散裂中子源(CSNS)作为一台高功率强流质子加速器,其设计目标是严格控制束流损失,束流损失测量系统对加速器的设备保护、残留活化剂量控制和加速器机器调试非常重要。在CSNS一期工程中,束流损失测量系统使用NI PXIe-6358采集卡进行束流损失波形采集。在CSNS二期工程中,计划开发基于ZYNQ的新型束流损失波形采集卡替代现有的NI采集板卡。详细介绍了基于ZYNQ的束流损失测量系统的电子学构成,主要分硬件架构和软件架构两部分进行详细阐述,重点介绍了AXI总线的LINUX驱动设计、EPICS IOC开发,通过实验室功能测试实现了束损波形采集、增益控制、过阈值机器保护和EPICSPV量发布等功能,并在RCS本地站进行了带束流测试。 展开更多
关键词 强流质子加速器 束流损失 数据采集 ZYNQ EPICS
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基于边缘计算的车间设备生产信息监测系统研发 被引量:5
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作者 王玉国 费家翔 +2 位作者 朱晓春 谢斌 郑堃 《机床与液压》 北大核心 2025年第3期89-93,共5页
随市场竞争加剧,传统离散制造车间设备急需借助现代技术实现数字化、网络化、智能化升级。采用边缘计算架构,针对车间生产信息采集的实际需求,研发了离散制造车间设备生产信息监测系统。详细设计了监测系统的总体架构、硬件方案、软件功... 随市场竞争加剧,传统离散制造车间设备急需借助现代技术实现数字化、网络化、智能化升级。采用边缘计算架构,针对车间生产信息采集的实际需求,研发了离散制造车间设备生产信息监测系统。详细设计了监测系统的总体架构、硬件方案、软件功能,并采用国产化芯片和开源Linux系统进行开发。研发的监测系统实现了原始电流数据的边缘存储和零件级实时边缘计算和状态监测,识别设备加工、待机等运行状态以及每个零件的开工时间和完工时间等生产信息。对某汽车零件的加工过程进行了试验,结果表明:所研发系统能够实时、准确地对车间设备进行长时间稳定监测。 展开更多
关键词 车间设备 监测系统 生产信息 边缘计算 电流数据
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数字时代病历语言数据的特征、挑战与治理 被引量:1
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作者 梁京涛 张志平 《语言战略研究》 北大核心 2025年第4期44-53,共10页
电子病历以语言数据为主体,极少部分以语言数据为阐释工具,可被称为病历语言数据。病历语言数据从依靠手写生成,到数字时代依靠信息系统电写生成,主要呈现出以下时代特征:媒介物从书面语言拓展至机器语言;使用拉丁语、图形等多类符号来... 电子病历以语言数据为主体,极少部分以语言数据为阐释工具,可被称为病历语言数据。病历语言数据从依靠手写生成,到数字时代依靠信息系统电写生成,主要呈现出以下时代特征:媒介物从书面语言拓展至机器语言;使用拉丁语、图形等多类符号来建构新意义,超语化趋势进一步增强;保管主体从患者转移拓展至医院。当前病历语言数据面临以下现实挑战:数据生成规则面临“黑箱”、数据共享范围存在“壁垒”、数据开发应用场景的“窄化”。为激发病历语言数据的潜力,应从以下几方面积极探索对策,助力电子病历数据的善治:以处方代码规则普及破除规则“黑箱”,以区块链技术赋能电子病历数据共享,以激发电子病历数据“乘数效应”助力健康中国建设。 展开更多
关键词 病历语言数据 时代特征 现实问题 治理路径
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基于混合数据驱动的牵引整流器故障诊断方法
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作者 毛琦 汪一龙 +3 位作者 王为介 陈晓雪 苟斌 葛兴来 《铁道科学与工程学报》 北大核心 2025年第8期3795-3808,共14页
在列车牵引变流器中,电流传感器和功率器件(如IGBT模块)作为薄弱环节,因受到过热过压等影响而故障频发,此类故障在初期往往潜伏在系统中,难以被硬件保护电路辨识。针对系统中传感器与IGBT(绝缘栅双极晶体管)模块开路的复合故障,以列车... 在列车牵引变流器中,电流传感器和功率器件(如IGBT模块)作为薄弱环节,因受到过热过压等影响而故障频发,此类故障在初期往往潜伏在系统中,难以被硬件保护电路辨识。针对系统中传感器与IGBT(绝缘栅双极晶体管)模块开路的复合故障,以列车牵引系统中牵引脉冲整流器为研究对象,结合数据驱动回归与分类算法,提出一种混合数据驱动的在线诊断方法,避免单一数据驱动的局限,兼顾故障的检测与溯源。该方法通过建立故障检测预测器模型,设定预测值与传感器测量值残差阈值以实时判断系统运行状态,检测到故障发生后,通过故障诊断分类器模型识别出故障位置及原因。根据电流传感器故障与IGBT开路故障特性,分析牵引整流器单个IGBT开路故障与多个IGBT开路故障机理,提出一种基于故障特征叠加的故障诊断决策方法,在不同时间范围内区分出电流传感器故障和IGBT开路故障模式。实验结果表明,该故障诊断方法可检测到任意时刻的故障发生,可在10 ms内,以98.5%的准确率诊断出电流传感器故障模式;克服IGBT相似故障干扰,在15 ms内以99%的准确率诊断出单个和多个IGBT开路故障模式。所研究的在线故障检测方法无需增加额外的硬件电路,仅需将整流器网侧电压、电流信号和直流侧电压信号作为特征输入,是一种用于整流器在线诊断中精确且具实用性的有效方法。 展开更多
关键词 牵引脉冲整流器 故障诊断 数据驱动 电流预测器 故障分类器
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