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Method of multi-level recursive and application to nonlinear dynamic deformation forecasting
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作者 LIU Guo-lin~(1, 2), ZHANG Lian-peng~2, OU Ji-kun~1 (1. Institute of Geodesy and Geophysics, Chinese Academy of Science, Wuhan, 430077,China 2. Shandong University of Science and Technology, Tai’an 271019, China) 《中国有色金属学会会刊:英文版》 CSCD 2005年第S1期172-175,共4页
The time-dependence bilinear mixed-regression deformation model and time-dependence bilinear dynamic system deformation model are established for deformation observation series. According to the multi- level recursive... The time-dependence bilinear mixed-regression deformation model and time-dependence bilinear dynamic system deformation model are established for deformation observation series. According to the multi- level recursive method, the time-dependence parameters are first traced and predicted, and then the dynamic system states. Due to the method considering time-dependence of deformation and having stronger adaptability to time-dependence system, it can improve forecast’s precision. It is very effective for data processing of nonlinear dynamic deformation monitoring to make multi-step forecasting. 展开更多
关键词 multi-level recursive DYNAMIC MONITORING timedependence PARAMETERS
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Piecewise linear recursive convolution FDTD method for magnetized plasmas 被引量:4
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作者 Liu Song Zhong Shuangying Liu Shaobin 《Journal of Systems Engineering and Electronics》 SCIE EI CSCD 2006年第2期290-295,共6页
The piecewise linear recursive convolution (PLRC) finite-different time-domain (FDTD) method greatly improves accuracy over the original recursive convolution (RC) FDTD approach but retains its speed and efficie... The piecewise linear recursive convolution (PLRC) finite-different time-domain (FDTD) method greatly improves accuracy over the original recursive convolution (RC) FDTD approach but retains its speed and efficiency advantages. A PLRC-FDTD formulation for magnetized plasma which incorporates both anisotropy and frequency dispersion at the same time is presented, enabled the transient analysis of magnetized plasma media. The technique is illustrated by numerical simulations the reflection and transmission coefficients through a magnetized plasma layer. The results show that the PLRC-FDTD method has significantly improved the accuracy over the original RC method. 展开更多
关键词 electromagnetic wave FDTD methods piecewise linear recursive convolution magnetized plasma.
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A Revised Piecewise Linear Recursive Convolution FDTD Method for Magnetized Plasmas 被引量:1
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作者 刘崧 钟双英 刘少斌 《Plasma Science and Technology》 SCIE EI CAS CSCD 2005年第6期3122-3126,共5页
The piecewise linear recursive convolution (PLRC) finite-different time-domain (FDTD) method improves accuracy over the original recursive convolution (RC) FDTD approach and current density convolution (JEC) b... The piecewise linear recursive convolution (PLRC) finite-different time-domain (FDTD) method improves accuracy over the original recursive convolution (RC) FDTD approach and current density convolution (JEC) but retains their advantages in speed and efficiency. This paper describes a revised piecewise linear recursive convolution PLRC-FDTD formulation for magnetized plasma which incorporates both anisotropy and frequency dispersion at the same time, enabling the transient analysis of magnetized plasma media. The technique is illustrated by numerical simulations of the reflection and transmission coefficients through a magnetized plasma layer. The results show that the revised PLRC-FDTD method has improved the accuracy over the original RC FDTD method and JEC FDTD method. 展开更多
关键词 Electromagnetic wave finite-different time-domain (FDTD) methods piecewise linear recursive convolution magnetized plasma
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Recursive Asymptotic Hybrid Matrix Method for Acoustic Waves in Multilayered Piezoelectric Media 被引量:1
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作者 Eng Leong Tan 《Open Journal of Acoustics》 2011年第2期27-33,共7页
This paper presents the recursive asymptotic hybrid matrix method for acoustic waves in multilayered piezoelectric media. The hybrid matrix method preserves the numerical stability and accuracy across large and small ... This paper presents the recursive asymptotic hybrid matrix method for acoustic waves in multilayered piezoelectric media. The hybrid matrix method preserves the numerical stability and accuracy across large and small thicknesses. For discussion and comparison, the scattering matrix method is also presented in physics-based form and coherent form. The latter form resembles closely that of hybrid matrix method and helps to highlight their relationship and distinction. For both scattering and hybrid matrix methods, their formulations in terms of eigenwaves solution are provided concisely. Making use of the hybrid matrix, the recursive asymptotic method without eigenwaves solution is described and discussed. The method bypasses the intricacies of eigenvalue-eigenvector approach and requires only elementary matrix operations along with thin- layer asymptotic approximation. It can be used to determine Green’s function matrix readily and facilitates the trade-off between computation efficiency and accuracy. 展开更多
关键词 HYBRID Matrix method recursive ASYMPTOTIC method MULTILAYERED MEDIA Piezoelectric MEDIA
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Recursive Fourier Method and Its Application to AC Measurement
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作者 Shi Yuxiang Tao Xiaonong +2 位作者 Xu Shiming Zhao Jinrong Chen Zhaoqing (Naming Automation Research Institute) 《Electricity》 1999年第2期23-26,共4页
The Modified Recursive Fourier Meth(MRFM) is presented here and applied to DISA series integrated substation automation systems for AC measurement comparing with the other measure methods used in RTUs. The application... The Modified Recursive Fourier Meth(MRFM) is presented here and applied to DISA series integrated substation automation systems for AC measurement comparing with the other measure methods used in RTUs. The application shows its high accuracy, good real time response. And it can measure harmonic in real bine. 展开更多
关键词 AC MEASUREMENT recursive FOURIER method RMS
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Recursive Least Square Vehicle Mass Estimation Based on Acceleration Partition 被引量:5
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作者 FENG Yuan XIONG Lu +1 位作者 YU Zhuoping QU Tong 《Chinese Journal of Mechanical Engineering》 SCIE EI CAS CSCD 2014年第3期448-459,共12页
Vehicle mass is an important parameter in vehicle dynamics control systems. Although many algorithms have been developed for the estimation of mass, none of them have yet taken into account the different types of resi... Vehicle mass is an important parameter in vehicle dynamics control systems. Although many algorithms have been developed for the estimation of mass, none of them have yet taken into account the different types of resistance that occur under different conditions. This paper proposes a vehicle mass estimator. The estimator incorporates road gradient information in the longitudinal accelerometer signal, and it removes the road grade from the longitudinal dynamics of the vehicle. Then, two different recursive least square method (RLSM) schemes are proposed to estimate the driving resistance and the mass independently based on the acceleration partition under different conditions. A 6 DOF dynamic model of four In-wheel Motor Vehicle is built to assist in the design of the algorithm and in the setting of the parameters. The acceleration limits are determined to not only reduce the estimated error but also ensure enough data for the resistance estimation and mass estimation in some critical situations. The modification of the algorithm is also discussed to improve the result of the mass estimation. Experiment data on asphalt road, plastic runway, and gravel road and on sloping roads are used to validate the estimation algorithm. The adaptability of the algorithm is improved by using data collected under several critical operating conditions. The experimental results show the error of the estimation process to be within 2.6%, which indicates that the algorithm can estimate mass with great accuracy regardless of the road surface and gradient changes and that it may be valuable in engineering applications. This paper proposes a recursive least square vehicle mass estimation method based on acceleration partition. 展开更多
关键词 mass estimation recursive least square method acceleration partition
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A New Rational-based Optimal Design Strategy of Ship Structure Based on Multi-level Analysis and Super-element Modeling Method 被引量:6
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作者 Li Sun Deyu Wang 《Journal of Marine Science and Application》 2011年第3期272-280,共9页
A new multi-level analysis method of introducing the super-element modeling method, derived from the multi-level analysis method first proposed by O. F. Hughes, has been proposed in this paper to solve the problem of ... A new multi-level analysis method of introducing the super-element modeling method, derived from the multi-level analysis method first proposed by O. F. Hughes, has been proposed in this paper to solve the problem of high time cost in adopting a rational-based optimal design method for ship structural design. Furthermore,the method was verified by its effective application in optimization of the mid-ship section of a container ship. A full 3-D FEM model of a ship,suffering static and quasi-static loads, was used as the analyzing object for evaluating the structural performance of the mid-ship module, including static strength and buckling performance. Research results reveal that this new method could substantially reduce the computational cost of the rational-based optimization problem without decreasing its accuracy, which increases the feasibility and economic efficiency of using a rational-based optimal design method in ship structural design. 展开更多
关键词 rational-based optimal design method (RBODM) multi-level analysis SUPER-ELEMENT ship module genetic algorithm
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Recursive weighted least squares estimation algorithm based on minimum model error principle 被引量:2
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作者 雷晓云 张志安 《Defence Technology(防务技术)》 SCIE EI CAS CSCD 2021年第2期545-558,共14页
Kalman filter is commonly used in data filtering and parameters estimation of nonlinear system,such as projectile's trajectory estimation and control.While there is a drawback that the prior error covariance matri... Kalman filter is commonly used in data filtering and parameters estimation of nonlinear system,such as projectile's trajectory estimation and control.While there is a drawback that the prior error covariance matrix and filter parameters are difficult to be determined,which may result in filtering divergence.As to the problem that the accuracy of state estimation for nonlinear ballistic model strongly depends on its mathematical model,we improve the weighted least squares method(WLSM)with minimum model error principle.Invariant embedding method is adopted to solve the cost function including the model error.With the knowledge of measurement data and measurement error covariance matrix,we use gradient descent algorithm to determine the weighting matrix of model error.The uncertainty and linearization error of model are recursively estimated by the proposed method,thus achieving an online filtering estimation of the observations.Simulation results indicate that the proposed recursive estimation algorithm is insensitive to initial conditions and of good robustness. 展开更多
关键词 Minimum model error Weighted least squares method State estimation Invariant embedding method Nonlinear recursive estimate
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AN IMPROVED RECURSIVE DOUBLING ALGORITHM FOR THE PARALLEL SOLUTION OF LINEAR RECURRENCE R
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作者 潘晓苏 《Transactions of Nanjing University of Aeronautics and Astronautics》 EI 1995年第2期218-220,共3页
An improved recursive doubling algorithm for solving linear recurrence R <n,1>is given,whose parallel time complexity is (τ++τ.) logn when n processors are available,achieving the lower bound in array processo... An improved recursive doubling algorithm for solving linear recurrence R <n,1>is given,whose parallel time complexity is (τ++τ.) logn when n processors are available,achieving the lower bound in array processor type computation. 展开更多
关键词 parallel processing linear forms linear equations recursive doubling method linear recurrence systems
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Recursive Identification for Hammerstein Systems with State-space Model 被引量:9
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作者 CHEN Xi FANG Hai-Tao 《自动化学报》 EI CSCD 北大核心 2010年第10期1460-1467,共8页
关键词 自动化系统 稳定性 研究 发展
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Recursion-transform method and potential formulae of the m×n cobweb and fan networks 被引量:11
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作者 谭志中 《Chinese Physics B》 SCIE EI CAS CSCD 2017年第9期82-90,共9页
In this paper, we made a new breakthrough, which proposes a new recursion–transform(RT) method with potential parameters to evaluate the nodal potential in arbitrary resistor networks. For the first time, we found ... In this paper, we made a new breakthrough, which proposes a new recursion–transform(RT) method with potential parameters to evaluate the nodal potential in arbitrary resistor networks. For the first time, we found the exact potential formulae of arbitrary m × n cobweb and fan networks by the RT method, and the potential formulae of infinite and semi-infinite networks are derived. As applications, a series of interesting corollaries of potential formulae are given by using the general formula, the equivalent resistance formula is deduced by using the potential formula, and we find a new trigonometric identity by comparing two equivalence results with different forms. 展开更多
关键词 recursion-transform method network model potential formula exact solution
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Recursion Least Square Method to Study the Fault Diagnosis and Its Model of Hydraulic Equipment 被引量:2
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作者 Hu Guoqing Luo Renfei(Department of Mechanical and Electrical Engineering,Xiamen University, 361005, Xiamen, Fujian, P.R.ChinaEmail: gqhu@jingxian.xmu.edu.cn) 《International Journal of Plant Engineering and Management》 1999年第1期383-390,共8页
In this paper establishing model of the fault diagnosis of hydraulic equipment isdescribed in details. It also studies the advantage of the recursion least square method. When theLSM is used in compuring the fault of... In this paper establishing model of the fault diagnosis of hydraulic equipment isdescribed in details. It also studies the advantage of the recursion least square method. When theLSM is used in compuring the fault of hydraulic equipment, not only does it save the computerCPU-time and memory, but it also has a high computation speed and,makes it easy to identifythe estimation parameters. 展开更多
关键词 medel FAULT hydraulic equipment recursion least square method.
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阈值效应分析的应用和R软件实现
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作者 盛松 张艳虹 +5 位作者 环璐瑶 郭曼萍 马杭琨 高洪阳 赵阳 黄烨 《中国循证心血管医学杂志》 2025年第2期161-163,174,共4页
当一研究因素超过某一阈值后,其作用大小或/和方向发生显著变化称为阈值效应。阈值效应分析作为一种统计工具,可以推测病变的发生、发展和预后,具有重大意义。目前尚缺乏开源、免费、简便、有效的工具实现阈值效应分析,确定阈值的过程... 当一研究因素超过某一阈值后,其作用大小或/和方向发生显著变化称为阈值效应。阈值效应分析作为一种统计工具,可以推测病变的发生、发展和预后,具有重大意义。目前尚缺乏开源、免费、简便、有效的工具实现阈值效应分析,确定阈值的过程复杂、工作量大,需要较高的编程技巧,因此本文通过实例展示如何通过编写的R脚本文件、精简代码等流程简化这一过程并且降低对编程技巧的要求,使非统计专业人员也能够进行阈值效应分析。首先,通过平滑曲线拟合观察研究因素(X)与结局(Y)间是否存在非线性关系,如果目测存在阈值,采用最大似然法、递归法、分段线性模型和似然比检验确定阈值、阈值前后两段效应量和前后两段的效应量是否显著。 展开更多
关键词 阈值效应 最大似然法 递归法 分段线性回归 R软件
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双有源桥变换器自适应参数辨识鲁棒预测控制
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作者 尹政 邓富金 +1 位作者 黄堃 詹昕 《电机与控制学报》 北大核心 2025年第2期74-84,95,共12页
针对双有源桥(DAB)变换器传统模型预测控制(MPC)输出电压性能对系统参数变化较为敏感的问题,提出一种基于自适应参数辨识的DAB变换器鲁棒预测控制方法。本研究采用递归最小二乘法构建参数辨识矩阵,通过在线实时校正DAB系统的电感与电容... 针对双有源桥(DAB)变换器传统模型预测控制(MPC)输出电压性能对系统参数变化较为敏感的问题,提出一种基于自适应参数辨识的DAB变换器鲁棒预测控制方法。本研究采用递归最小二乘法构建参数辨识矩阵,通过在线实时校正DAB系统的电感与电容动态参数,有效增强了MPC在变工况下的鲁棒特性;通过参数误差反馈及门槛值设置,在每个控制周期中根据误差大小自适应调整遗忘因子,提高参数辨识准确性及收敛速度;结合系统采样和参数辨识结果,实现未来时刻的电压预测,并通过价值函数评估最优移相角,应用在下一个控制周期。该方法可以实时辨识DAB系统电感和电容参数,消除了参数失配对预测控制的影响,保证了输出电压性能。最后,通过仿真和硬件实验平台验证了所提方法在稳态、动态以及参数辨识下的运行性能。 展开更多
关键词 双有源桥变换器 模型预测控制 参数辨识 递归最小二乘法 自适应遗忘因子 鲁棒性
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基于全纯嵌入的电热综合能源系统动态能流计算方法
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作者 李宏仲 滕佳伦 《电工技术学报》 北大核心 2025年第4期1254-1267,共14页
为实现多种能源互补共济与高效利用,集多种异质能源于一体的综合能源系统受到了广泛的关注。而综合能源系统的动态能流计算对后续的优化控制与能源调度研究起着重要作用。为了精准地描述热力网络的动态特性,实现对综合能源系统的连续动... 为实现多种能源互补共济与高效利用,集多种异质能源于一体的综合能源系统受到了广泛的关注。而综合能源系统的动态能流计算对后续的优化控制与能源调度研究起着重要作用。为了精准地描述热力网络的动态特性,实现对综合能源系统的连续动态能流计算,该文提出一种基于全纯嵌入的电热综合能源系统动态能流联合计算方法。首先,对热网动态模型做空间离散化处理,保留温度对时间的微分,将热力网络的偏微分动态方程转化常微分方程。其次,利用时变的全纯函数对电-热能流方程进行重构,构建全纯嵌入的电-热动态能流模型,并递归求解全纯函数的系数,得到能流的解析表达式。最后,先用单个热力管道算例验证模型的有效性和准确性,而后用IEEE14节点标准算例和51节点热力网络耦合成的电热互联系统算例进行仿真分析,设置热负荷、电负荷和发电机出力发生波动的场景,并将仿真结果与分解求解法、快速灵活全纯嵌入法、龙格库塔法进行对比。仿真结果表明,该文所提方法可获得准确、连续的动态能流解,同时能够精准地描述能流响应扰动的过程。 展开更多
关键词 全纯嵌入法 能流计算 动态仿真 递归计算
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线性系统参数辨识的多项式型最小二乘法
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作者 刘博文 文成林 《广东石油化工学院学报》 2025年第1期103-107,126,共6页
针对传统递归最小二乘法辨识的参数精度不够高的问题,研究了一种改进的线性系统参数辨识的多项式型最小二乘法,用于提高线性输入输出系统参数辨识的精度。线性系统参数辨识的多项式型最小二乘法是把参数预测值和真实值之间的关系式与线... 针对传统递归最小二乘法辨识的参数精度不够高的问题,研究了一种改进的线性系统参数辨识的多项式型最小二乘法,用于提高线性输入输出系统参数辨识的精度。线性系统参数辨识的多项式型最小二乘法是把参数预测值和真实值之间的关系式与线性输入输出系统方程联立起来,再利用过测量最小二乘估计方法进行参数预测,同时对预测公式中的系数矩阵进行改造,还引入了额外的多项式项来代表预测误差,通过逐步计算预测误差间接求取更准确的预测值,以此来提高辨识的精度。该方法的核心思想是在预测公式中引入额外的多项式项,利用这些多项式项来描述因改造系数矩阵后而产生的预测误差,称这种形式为多项式型。再通过间接求取预测误差的方式来获取更精准的预测值,以此来提高参数辨识的精度。通过Matlab软件进行了仿真实验,仿真结果表明,该方法能够提高系统参数辨识的准确性,为参数辨识技术提供了一种新的技术途径。 展开更多
关键词 线性系统 参数辨识 逐级辨识 最小二乘法
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基于系统参数辨识法的电力系统惯量估计
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作者 王鑫 苗桂喜 +4 位作者 元亮 孙浩然 崔哲芳 王沛林 李春煦 《电工技术》 2025年第2期47-49,53,共4页
随着新能源在电力系统中的渗透率逐步提高,电力系统失稳的情况也在增多,系统的惯量估计问题显得尤为重要,为此提出一种含风光的电力系统惯量估计方法。首先通过分析含风光的电力系统惯量原理,建立计及风光快速时变特征的整体参数辨识模... 随着新能源在电力系统中的渗透率逐步提高,电力系统失稳的情况也在增多,系统的惯量估计问题显得尤为重要,为此提出一种含风光的电力系统惯量估计方法。首先通过分析含风光的电力系统惯量原理,建立计及风光快速时变特征的整体参数辨识模型,然后基于含遗忘因子的递推最小二乘法对模型求解估计系统惯量,最后在MATLAB/Simulink平台搭建含风光的三机九节点的仿真系统,验证所提方法的有效性。 展开更多
关键词 含新能源的电力系统 参数辨识方法 遗忘因子的递推最小二乘法
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结合中医证候的膜性肾病患者疾病进展风险预测模型的建立
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作者 黄小燕 李娴 +8 位作者 邹昆 洪晓帆 曹悦 梁星 王荣荣 李苹 赵代鑫 周武 包崑 《广州中医药大学学报》 2025年第3期774-781,共8页
【目的】基于机器学习方法构建包含中医证候的特发性膜性肾病(IMN)患者的疾病进展风险预测模型,以期量化评价中医证候在IMN的疾病进展风险预测中的价值。【方法】利用单因素分析、递归消除法(RFE)和多因素二元Logistic回归分析方法筛选... 【目的】基于机器学习方法构建包含中医证候的特发性膜性肾病(IMN)患者的疾病进展风险预测模型,以期量化评价中医证候在IMN的疾病进展风险预测中的价值。【方法】利用单因素分析、递归消除法(RFE)和多因素二元Logistic回归分析方法筛选影响IMN的疾病进展风险的独立相关因素,并构建风险预测模型。将102例IMN患者按65∶35的比例随机分配至训练集和测试集,比较纳入或不纳入证候信息特征的风险预测模型的性能指标如精确度、敏感度、特异性、F1值和受试者工作特征(ROC)曲线下面积(AUC)的变化。【结果】未纳入证候信息特征之前,经单因素分析结合RFE筛选得到IMN患者年龄、血红蛋白定量、尿潜血、24 h尿蛋白定量、尿蛋白肌酐比、肾小球滤过率(eGFR)、肌酐、尿酸、谷丙转氨酶、抗磷脂酶A2受体抗体(PLA2R-Ab)、总胆固醇和低密度脂蛋白胆固醇共12个临床特征变量。构建含有上述变量的风险预测模型,经多因素二元Logistic回归分析后,结果显示训练组和测试组中以上临床变量均具有统计学意义,且该风险预测模型具有良好的敏感性和预测性。将证候信息特征纳入后再次运用RFE法,筛选出14个特征变量,其中血瘀证和湿阻证被纳入,结果显示风险预测模型的敏感度、特异性等指标较未纳入证候信息特征前有了明显的提高。【结论】研究结果初步表明中医证候是IMN的疾病进展风险预测重要的补充特征,可为今后中西医信息联合的智能化诊断提供参考,为后续的中医药治疗起到指导作用。 展开更多
关键词 特发性膜性肾病 中医证候 机器学习方法 单因素分析 递归消除法 疾病进展风险预测模型
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Study on Modification Mechanism of Rare Earth in ZA27 Cast Alloy with Electronic Theory and Molecular Dynamics Method 被引量:6
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作者 Guili LIU, Rongde LI and Zhenping ZHOUSchool of Materials Science and Engineering, Shenyang University of Technology, Shenyang 110023, China 《Journal of Materials Science & Technology》 SCIE EI CAS CSCD 2004年第5期586-588,共3页
A model of liquid ZA27 cast alloy is established according to molecular dynamics theory and an atomic structural model of co-existent a phase and liquid is also presented by means of computer programming. Recursion me... A model of liquid ZA27 cast alloy is established according to molecular dynamics theory and an atomic structural model of co-existent a phase and liquid is also presented by means of computer programming. Recursion method is adopted to calculate the electronic structure of RE (rare earth) in grains and around phase boundaries respectively. The calculation shows that RE is more stable around phase boundaries than in grains, which explains the fact that the solution of RE in a phase is less, and RE mainly aggregates in front of phase boundary. The calculations of bonding order integrals also show that RE in front of phases hardly solidify onto the grain surfaces as active element so as to prevent grains growth and refine the grains. As a result, the modification mechanism of RE may be explained from the view of electronic structure. 展开更多
关键词 Atomic structural model recursion method Electronic structure Modification mechanism Rare easth
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