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SOME PROBLEMS IN PARTIAL ABSTRACT DATA TYPE
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作者 李中章 李传湘 黄汉飞 《Acta Mathematica Scientia》 SCIE CSCD 1992年第3期355-360,共6页
In this paper, we discuss some characteristic properties of partial abstract data type (PADT) and show the diffrence between PADT and abstract data type (ADT) in specification of programming language. Finally, we clar... In this paper, we discuss some characteristic properties of partial abstract data type (PADT) and show the diffrence between PADT and abstract data type (ADT) in specification of programming language. Finally, we clarify that PADT is necessary in programming language description. 展开更多
关键词 ADT SOME PROBLEMS IN PARTIAL ABSTRACT data type
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Inter-hour direct normal irradiance forecast with multiple data types and time-series 被引量:8
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作者 Tingting ZHU Hai ZHOU +3 位作者 Haikun WEI Xin ZHAO Kanjian ZHANG Jinxia ZHANG 《Journal of Modern Power Systems and Clean Energy》 SCIE EI CSCD 2019年第5期1319-1327,共9页
Boosted by a strong solar power market,the electricity grid is exposed to risk under an increasing share of fluctuant solar power.To increase the stability of the electricity grid,an accurate solar power forecast is n... Boosted by a strong solar power market,the electricity grid is exposed to risk under an increasing share of fluctuant solar power.To increase the stability of the electricity grid,an accurate solar power forecast is needed to evaluate such fluctuations.In terms of forecast,solar irradiance is the key factor of solar power generation,which is affected by atmospheric conditions,including surface meteorological variables and column integrated variables.These variables involve multiple numerical timeseries and images.However,few studies have focused on the processing method of multiple data types in an interhour direct normal irradiance(DNI)forecast.In this study,a framework for predicting the DNI for a 10-min time horizon was developed,which included the nondimensionalization of multiple data types and time-series,development of a forecast model,and transformation of the outputs.Several atmospheric variables were considered in the forecast framework,including the historical DNI,wind speed and direction,relative humidity time-series,and ground-based cloud images.Experiments were conducted to evaluate the performance of the forecast framework.The experimental results demonstrate that the proposed method performs well with a normalized mean bias error of 0.41%and a normalized root mean square error(n RMSE)of20.53%,and outperforms the persistent model with an improvement of 34%in the nRMSE. 展开更多
关键词 Inter-hour FORECAST Direct NORMAL IRRADIANCE Ground-based cloud images MULTIPLE data types MULTIPLE time-series
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A comparative study of the methods in estimating pharmacokinetic parameters with single-observation-per-animal type data
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作者 Tingjie Guo1 《Journal of Chinese Pharmaceutical Sciences》 CAS CSCD 2016年第12期869-875,共7页
During pre-clinical pharmacokinetic research, it is not easy to gather complete pharmacokinetic data in each animal. In some cases, an animal can only provide a single observation. Under this circumstance, it is not c... During pre-clinical pharmacokinetic research, it is not easy to gather complete pharmacokinetic data in each animal. In some cases, an animal can only provide a single observation. Under this circumstance, it is not clear how to utilize this data to estimate the pharmacokinetic parameters effectively. This study was aimed at comparing a new method to handle such single-observation-per-animal type data with the conventional method in estimating pharmacokinetic parameters. We assumed there were 15 animals within the study receiving a single dose by intravenous injection. Each animal provided one observation point. There were five time points in total, and each time point contained three measurements. The data were simulated with a one-compartment model with first-order elimination. The inter-individual variabilities (ⅡV) were set to 10%, 30% and 50% for both clearance (CL) and apparent volume of distribution (V). A proportional model was used to describe the residual error, which was also set to 10%, 30% and 50%. Two methods (conventional method and the finite msampling method) to handle with the simulated single-observation-per-animal type data in estimating pharmacokinetic parameters were compared. The conventional method (MI) estimated pharmacokinetic parameters directly with original data, i.e., single-observation-per-animal type data. The finite resampling method (M2) was to expand original data to a new dataset by resampling original data with all kinds of combinations by time. After resampling, each individual in the new dataset contained complete pharmacokinetic data, i.e., in this study, there were 243 (C3^1×C3^1×C3^1×C3^1×C3^1) kinds of possible combinations and each of them was a virtual animal. The study was simulated 100 times by the NONMEM software. According to the results, parameter estimates of CL and V by M2 based on the simulated dataset were closer to their true values, though there was a small difference among different combinations of ⅡVs and the residual errors. In general, M2 was less advantageous over M1 when the residual error increased. It was also influenced by the levels of ⅡV as higher levels of IIV could lead to a decrease in the advantage of M2. However, M2 had no ability to estimate the ⅡV of parameters, nor did M1. The finite resampling method could provide more reliable results compared to the conventional method in estimating pharmacokinetic parameters with single-observation-per-animal type data. Compared to the inter-individual variability, the results of estimation were mainly influenced by the residual error. 展开更多
关键词 Single-observation-per-animal type data Finite resampling Pharmacokinetic parameters NONMEM
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Test of the Cosmic Transparency with the Baryon Acoustic Oscillation and Type Ia Supernova Data
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作者 李合昆 吴普训 余洪伟 《Chinese Physics Letters》 SCIE CAS CSCD 2016年第5期149-151,共3页
We use the latest baryon acoustic oscillation and Union 2.1 type Ia supernova data to test the cosmic opacity between different redshift regions without assuming any cosmological models. It is found that the universe ... We use the latest baryon acoustic oscillation and Union 2.1 type Ia supernova data to test the cosmic opacity between different redshift regions without assuming any cosmological models. It is found that the universe may be opaque between the redshift regions 0.35 0.44, 0.44 0.57 and 0.6-0.73 since the best fit values of cosmic opacity in these regions are positive, while a transparent universe is favored in the redshift region 0.57-0.63. However, in general, a transparent universe is still consistent with observations at the lo confidence level. 展开更多
关键词 of in Test of the Cosmic Transparency with the Baryon Acoustic Oscillation and type Ia Supernova data with that is
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Maximum Likelihood Estimation of the Parameters of Exponentiated Generalized Weibull Based on Progressive Type II Censored Data 被引量:4
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作者 Ibrahim Sawadogo Leo Odongo Ibrahim Ly 《Open Journal of Statistics》 2017年第6期956-963,共8页
Exponentiated Generalized Weibull distribution is a probability distribution which generalizes the Weibull distribution introducing two more shapes parameters to best adjust the non-monotonic shape. The parameters of ... Exponentiated Generalized Weibull distribution is a probability distribution which generalizes the Weibull distribution introducing two more shapes parameters to best adjust the non-monotonic shape. The parameters of the new probability distribution function are estimated by the maximum likelihood method under progressive type II censored data via expectation maximization algorithm. 展开更多
关键词 MAXIMUM LIKELIHOOD type II Censored data Exponentiated GENERALIZED Weibull EM-ALGORITHM
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Bayesian Study Using MCMC of Three-Parameter Frechet Distribution Based on Type-I Censored Data 被引量:2
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作者 Al Omari Mohammed Ahmed 《Journal of Applied Mathematics and Physics》 2021年第2期220-232,共13页
Type-I censoring mechanism arises when the number of units experiencing the event is random but the total duration of the study is fixed. There are a number of mathematical approaches developed to handle this type of ... Type-I censoring mechanism arises when the number of units experiencing the event is random but the total duration of the study is fixed. There are a number of mathematical approaches developed to handle this type of data. The purpose of the research was to estimate the three parameters of the Frechet distribution via the frequentist Maximum Likelihood and the Bayesian Estimators. In this paper, the maximum likelihood method (MLE) is not available of the three parameters in the closed forms;therefore, it was solved by the numerical methods. Similarly, the Bayesian estimators are implemented using Jeffreys and gamma priors with two loss functions, which are: squared error loss function and Linear Exponential Loss Function (LINEX). The parameters of the Frechet distribution via Bayesian cannot be obtained analytically and therefore Markov Chain Monte Carlo is used, where the full conditional distribution for the three parameters is obtained via Metropolis-Hastings algorithm. Comparisons of the estimators are obtained using Mean Square Errors (MSE) to determine the best estimator of the three parameters of the Frechet distribution. The results show that the Bayesian estimation under Linear Exponential Loss Function based on Type-I censored data is a better estimator for all the parameter estimates when the value of the loss parameter is positive. 展开更多
关键词 Frechet Distribution Bayesian Method type-I Censored data Markov Chain Monte Carlo Metropolis-Hastings Algorithm
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Analysis of Evaluation Data Collected on Likert Type Items: Humanities-Courses
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作者 Raghavendra Dwivedi Nagendra Nath Pandey 《Journal of Data Analysis and Information Processing》 2021年第2期102-121,共20页
To improve high quality and/or retain achieved high quality of an academic program, time to time evaluation for quality of each covered course is often an integrated aspect considered in reputed institutions, however,... To improve high quality and/or retain achieved high quality of an academic program, time to time evaluation for quality of each covered course is often an integrated aspect considered in reputed institutions, however, there has been little effort regarding humanities courses. This research article deals with analysis of evaluation data collected regarding humanities course from a College of Commerce & Economics, Mumbai, Maharashtra, India, on Likert type items. Appropriateness of one parametric measure and three non-parametric measures are discussed and used in this regard which could provide useful clues for educational policy planners. Keeping in view of the analytical results using these four measures, regardless of the threshold regarding satisfaction among students, overall performance of almost every subject has been un-satisfactory. There is a need to make a focused approach to take every course at the level of high performance. The inconsistency noticed under every threshold further revealed that under such poorly performing subjects globally, one needs to analyze merely at the global level item. Once the global level analysis reveals high performance of a course, then only item specific analysis may need to be focused to find out the items requiring further improvements. 展开更多
关键词 Evaluation data Humanities Courses Likert type Items Parametric Measure Non-Parametric Measures
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片上操作系统应用C语言子集及扩展设计
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作者 曹国顺 耿力 +3 位作者 付睿 高健 何碧波 袁桃鸿 《信息技术与标准化》 2026年第1期116-119,共4页
针对片上操作系统(COS)采用标准C语言存在的异常处理能力不足、数据存储管理与生命周期表达等问题,提出了一种C语言子集及语言扩展设计。该设计对标准C语言进行裁剪以适应受限的COS环境;设计异常处理关键字,实现在运行期间对异常的结构... 针对片上操作系统(COS)采用标准C语言存在的异常处理能力不足、数据存储管理与生命周期表达等问题,提出了一种C语言子集及语言扩展设计。该设计对标准C语言进行裁剪以适应受限的COS环境;设计异常处理关键字,实现在运行期间对异常的结构化捕获与受控处理;设计应用数据类型关键字,实现对应用数据的存储管理、作用域范围及生命周期的语言级表达。工程实践表明,该语言扩展设计提高了C语言应用开发效率和应用运行安全性。 展开更多
关键词 片上操作系统 C 语言子集 语言扩展 异常处理 应用数据类型 关键词
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Which is better for presenting your data: table or graph? 被引量:1
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作者 张莉 傅小兰 《Journal of Zhejiang University Science》 EI CSCD 2004年第9期1165-1168,共4页
This study aimed at investigating the characteristics of table and graph that people perceive and the data types which people consider the two displays are most appropriate for. Participants in this survey were 195 te... This study aimed at investigating the characteristics of table and graph that people perceive and the data types which people consider the two displays are most appropriate for. Participants in this survey were 195 teachers and undergraduates from four universities in Beijing. The results showed people's different attitudes towards the two forms of display. 展开更多
关键词 TABLE GRAPH data types Subjective evaluation
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Phase-Type分布数据拟合方法综述 被引量:3
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作者 黄卓 潘晓 郭波 《系统工程与电子技术》 EI CSCD 北大核心 2008年第11期2167-2174,共8页
Phase-Type(PH)分布具有良好的通用性和易于进行解析处理的特性,因此PH分布已经成为随机模型解析分析的重要工具。PH分布的数据拟合方法是应用PH分布的基础,分析了PH分布数据拟合的矩估计方法、极大似然估计方法及PH分布拟合重尾分布数... Phase-Type(PH)分布具有良好的通用性和易于进行解析处理的特性,因此PH分布已经成为随机模型解析分析的重要工具。PH分布的数据拟合方法是应用PH分布的基础,分析了PH分布数据拟合的矩估计方法、极大似然估计方法及PH分布拟合重尾分布数据方法的研究现状,并讨论了PH分布数据拟合方法进一步的研究方向。 展开更多
关键词 PH分布 数据拟合 矩估计 极大似然估计 重尾分布
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基于Type-2 FNN数据融合的双进双出磨煤机料位检测 被引量:4
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作者 曲星宇 崔宝侠 +1 位作者 段勇 徐冰 《控制与决策》 EI CSCD 北大核心 2011年第8期1259-1263,共5页
针对双进双出磨煤机料位准确检测的难题,提出一种基于二型模糊神经网络(Type-2 FNN)数据融合的双进双出磨煤机料位检测方法.首先将多传感器采集的变量参数数据按照二型模糊规则进行模糊化处理;然后构造神经网络进行数据融合,所得融合结... 针对双进双出磨煤机料位准确检测的难题,提出一种基于二型模糊神经网络(Type-2 FNN)数据融合的双进双出磨煤机料位检测方法.首先将多传感器采集的变量参数数据按照二型模糊规则进行模糊化处理;然后构造神经网络进行数据融合,所得融合结果即为检测的料位值.该方法具有较好的自组织、自学习、并行分别处理能力,保证了检测结果具有较高的准确性.仿真实验表明,该方法可有效弥补单一测量方法的不足,实现料位更为准确的测量. 展开更多
关键词 多信息数据融合 料位准确检测 二型模糊系统 神经网络 双进双出磨煤机
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基于数据增强策略的跨座式单轨列车齿轮箱故障检测模型
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作者 赵玲 王航 +1 位作者 邹杰 秦佳继 《振动与冲击》 北大核心 2026年第1期206-214,共9页
齿轮箱作为跨座式单轨列车的主要传动部件,列车频繁启停的冲击和高负荷运行的压力,使得传动系统故障成为一个无法忽视的问题。由于无法直接从实际工程场景中获取充足的故障数据,可利用的故障数据非常有限,导致小样本故障数据集问题的出... 齿轮箱作为跨座式单轨列车的主要传动部件,列车频繁启停的冲击和高负荷运行的压力,使得传动系统故障成为一个无法忽视的问题。由于无法直接从实际工程场景中获取充足的故障数据,可利用的故障数据非常有限,导致小样本故障数据集问题的出现。针对这一问题,提出一种优化连续变模态分解(successive variational mode decomposition,SVMD)和基于平均绝对误差的一维运算生成对抗网络(1D operational generative adversarial network based on mean absolute error,1D MOPGAN)的故障数据增强策略,首先通过引入优化SVMD,采用本征模态函数(intrinsic mode function,IMF)随机加权和标准差一致策略,初步构建一组足以训练1D MOPGAN模型的故障样本数据集,以提升模型生成数据的质量。同时,在所用生成对抗网络(generative adversarial network,GAN)模型的损失函数中引入平均绝对误差这一度量指标,用以衡量生成样本与真实样本之间的相似度,促进生成样本更贴近真实情况,最后利用随机配置网络(stochastic configuration network,SCN)进行故障分类。试验结果显示,所提出的方法可以更高效地生成质量更高的多种故障样本,并具有较高的精度和良好的稳定性,对解决实际工程中的小样本数据集问题具有重要的应用价值。 展开更多
关键词 跨座式单轨列车 故障检测 小样本 1D MOPGAN 数据增强
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地形级基础地理实体数据生产实践浅析——以新疆哈密地区为例
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作者 热娜·乌满尔江 《测绘与空间地理信息》 2026年第2期182-185,共4页
基础地理实体通过基础测绘完成采集与呈现,是其他地理实体及相关信息的定位依托与承载基础,是新型基础测绘的核心产品之一。本文根据新疆区情实际及地域特点,按照新型基础测绘体系要求,探讨利用现势性较好、数据质量满足要求的基础地理... 基础地理实体通过基础测绘完成采集与呈现,是其他地理实体及相关信息的定位依托与承载基础,是新型基础测绘的核心产品之一。本文根据新疆区情实际及地域特点,按照新型基础测绘体系要求,探讨利用现势性较好、数据质量满足要求的基础地理信息要素数据、国土变更调查数据、地理国情监测数据及数字正射影像等不同数据源,通过数据收集与分析、数据预处理、数据转换生产、语义化处理4个阶段制作地形级基础地理实体生产技术方法,为新疆地形级基础地理实体数据的标准化生产提供参考数据和示范经验。 展开更多
关键词 基础地理实体 数据源类型 数据转换生产
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基于数据挖掘探究中医治疗肾虚型先兆流产用药规律
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作者 吴海凤 凌舒艺 +8 位作者 翁若欣 李媛 吴文波 任崇阳 白梦莹 钟志胜 周紫琼 张柳娟 郑月慧 《中国中医药图书情报杂志》 2026年第1期36-40,共5页
目的采用数据挖掘技术探究中药治疗先兆流产用药规律,为实践诊疗提供理论依据。方法检索中国知识资源总库(CNKI)、中国学术期刊数据库(万方数据)、中文科技期刊数据库(VIP)、中国生物医学文献数据库(CBM)2000年1月1日-2024年9月16日收... 目的采用数据挖掘技术探究中药治疗先兆流产用药规律,为实践诊疗提供理论依据。方法检索中国知识资源总库(CNKI)、中国学术期刊数据库(万方数据)、中文科技期刊数据库(VIP)、中国生物医学文献数据库(CBM)2000年1月1日-2024年9月16日收录的中医治疗肾虚型先兆流产研究文献,利用Excel2016软件建立数据库,借助古今医案云平台2.3.9及SPSS Statistics 26.0、Cytoscape3.10、SPSS Modeler 18.0软件进行药物频次、性味归经统计及复杂网络、系统聚类、关联规则分析。结果共纳入文献212篇,包含处方219首、中药93味。中药药性多为平、微温,药味多为甘、苦,主要归肝经、肾经、脾经。核心药物为桑寄生、续断、菟丝子、阿胶、白术、白芍、甘草,核心药物组合为续断→菟丝子、菟丝子→续断、桑寄生→续断、桑寄生→菟丝子,系统聚类发现5个新处方。结论肾虚型先兆流产以补肾健脾、益精安胎为基本治法,以寿胎丸为基础方,辅以理气、清热、止血,善用补气药和补阳药,重视调和肝、脾、肾,为中医药治疗肾虚型先兆流产提供用药思路和参考依据。 展开更多
关键词 肾虚型 先兆流产 数据挖掘 中药 用药规律
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Data Windows管理数据的过程
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作者 张安生 《甘肃高师学报》 2004年第2期70-71,共2页
本文对PowerBuilderDataWindow实现数据管理的过程作一简要概述 ,以便更加深入了解DataWin dow在数据管理方面的强大功能。
关键词 管理数据 过程 数据管理 功能
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True Type格式“地质矿产符号库”特点介绍 被引量:1
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作者 刘冶兵 王立民 +1 位作者 陈雷 徐卫 《吉林地质》 2004年第2期69-71,共3页
"地质矿产符号库"是一套采用国际先进技术、符合国内行业标准的专业字库。具有4大特点,可用8个字概括:"美观、统一、规范、通用"。
关键词 Truetype格式 空间数据库 国家标准 “地质矿产符号库”
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基于《中国百年百名中医临床家丛书》探讨名家治疗不寐病的证型、证素与处方用药规律
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作者 苏啟后 彭俊杰 +1 位作者 李中 张维维 《中西医结合心脑血管病杂志》 2026年第1期27-34,共8页
目的:通过数据挖掘,探寻名家治疗不寐病的证型、证素与处方用药规律。方法:统计《中国百年百名中医临床家丛书》中所有医家治疗不寐病的医案处方,运用数据挖掘软件进行证型、证素及用药规律分析。结果:最终纳入32位现代中医名家治疗不... 目的:通过数据挖掘,探寻名家治疗不寐病的证型、证素与处方用药规律。方法:统计《中国百年百名中医临床家丛书》中所有医家治疗不寐病的医案处方,运用数据挖掘软件进行证型、证素及用药规律分析。结果:最终纳入32位现代中医名家治疗不寐病的处方共114首,药物共计197味药,总使用频次1 381次,提取出证型35种,病位证素8项和病性证素14项,统计其高频药物共有37味(频次≥10次),共计使用887次,占所有药物使用频次的64.23%。将高频次药物由高到低排序,分别统计出了其常用三种剂量及药物剂量的使用范围。证型以心肾不交证型最为常见,病位证素以心为主,病性证素以热/火为主。药物类别主要为安神药;药性以平性为重;药味尤重甘味;归经则以心经占比最高。关联规则分析发现关联强度较高的组合有16个,因子分析提取公因子14个,系统聚类分析得出5个聚类,决策树分析筛选出甘草、蒺藜和石决明3味主要中药,复杂网络分析提示核心药物为龙骨、牡蛎、酸枣仁、甘草、半夏、陈皮、茯苓等,且药物间的配伍关联性较强。结论:数据挖掘全面探讨了治疗不寐病的证型、证素与处方用药规律,对临床具有重要的指导意义。 展开更多
关键词 不寐病 《中国百年百名中医临床家丛书》 证型证素 处方用药规律 数据挖掘
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Type synthesis of 2-DoF rotational parallel mechanisms actuating the inter-satellite link antenna 被引量:5
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作者 Song Yimin Qi Yang +1 位作者 Dong Gang Sun Tao 《Chinese Journal of Aeronautics》 SCIE EI CAS CSCD 2016年第6期1795-1805,共11页
This paper focuses on the type synthesis of two degree-of-freedom(2-DoF) rotational parallel mechanisms(RPMs) that would be applied as mechanisms actuating the inter-satellite link antenna. Based upon Lie group theory... This paper focuses on the type synthesis of two degree-of-freedom(2-DoF) rotational parallel mechanisms(RPMs) that would be applied as mechanisms actuating the inter-satellite link antenna. Based upon Lie group theory, two steps are necessary to synthesize 2-DoF RPMs except describing the continuous desired motions of the moving platform. They are respectively generation of required open-loop limbs between the fixed base and the moving platform and definition of assembly principles for these limbs. Firstly, all available displacement subgroups or submanifolds are obtained readily according to that the continuous motion of the moving platform is the intersection of those of all open-loop limbs. These subgroups or submanifolds are used to generate all the topology structures of limbs. By describing the characteristics of the displacement subgroups and submanifolds intuitively through employing simple geometrical symbols, their intersection and union operations can be carried out easily. Based on this, the assembly principles of two types are defined to synthesize all 2-DoF RPMs using obtained limbs. Finally, two novel categories of 2-DoF RPMs are provided by introducing a circular track and an articulated rotating platform,respectively. This work can lay the foundations for analysis and optimal design of 2-DoF RPMs that actuate the inter-satellite link antenna. 展开更多
关键词 Articulated rotating platform Assembly principle Circular track Lie group theory Rotational parallel mechanism Tracking and data relay satellite type synthesis
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汽油道路运输罐式车辆停驻点类型识别方法
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作者 周锦婷 袁梦 李帅杰 《公路交通科技》 北大核心 2026年第1期25-32,共8页
【目标】通过对油品运输车辆轨迹停驻点的信息分类和数据处理,以加强其运输途中的安全管控。【方法】本研究基于油品运输车辆轨迹数据,提出了车辆停驻点阈值确定方法,在对停驻点类型标定基础上构建包含停驻点特征、兴趣点特征、停驻类... 【目标】通过对油品运输车辆轨迹停驻点的信息分类和数据处理,以加强其运输途中的安全管控。【方法】本研究基于油品运输车辆轨迹数据,提出了车辆停驻点阈值确定方法,在对停驻点类型标定基础上构建包含停驻点特征、兴趣点特征、停驻类簇特征3个特征子集的停驻行为特征集,分别建立支持向量机模型和随机森林模型,运用网格搜索算法确定最优参数组合,将停驻行为特征集作为自变量,将停驻类型作为因变量,区分车辆归场点、装货点、卸货点和其他点,通过比较4种分类评估指标,对比模型预测性能确定最优分类模型。【结果】包含3个子集的停驻行为特征集能够有效识别停驻点类型;随机森林模型分类性能优于支持向量机模型,分类准确率超过90%;停驻点特征、兴趣点特征、停驻类簇特征3个特征子集中对分类结果影响最大的特征分别是停驻时长、距加油站距离、簇内总计停驻时长;全部特征中对分类结果影响最大的是停驻时长;“是否首末点”与“簇内车辆熵”特征的引入对分类同样有较大贡献。【结论】研究结果可用于确定车辆在途装载状态,分析车辆出行特征,为危险货物运输安全监管提供支持。 展开更多
关键词 智能交通 停驻点类型识别 随机森林模型 轨迹数据 支持向量机模型
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面向新型电力系统的多源异构数据驱动式配电网隐患智能感知研究
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作者 赵一畅 张楠楠 《电气应用》 2026年第1期33-39,共7页
为解决新型电力系统高比例新能源接入下,配电网隐患隐蔽性强、传统单一数据感知方法精度低与响应慢的问题,提出一种多源异构数据驱动的智能感知方案。该方案通过整合电网运行、设备状态及环境气象等多类异构数据,构建“预处理-特征融合... 为解决新型电力系统高比例新能源接入下,配电网隐患隐蔽性强、传统单一数据感知方法精度低与响应慢的问题,提出一种多源异构数据驱动的智能感知方案。该方案通过整合电网运行、设备状态及环境气象等多类异构数据,构建“预处理-特征融合-智能识别”分层框架,采用改进深度学习算法并结合注意力机制,挖掘数据深层关联特征,实现隐患精准识别与定位。实验及工程验证表明,该方法隐患识别准确率达97.2%,F1值为0.958,平均响应时延为56 ms,在复杂工况下仍保持优异鲁棒性,显著优于传统方法,可为新型电力系统配电网安全稳定运行提供可靠技术支撑。 展开更多
关键词 新型电力系统 多源异构数据 配电网隐患 智能感知
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