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A Recursive Method to Encryption-Decryption-Based Distributed Set-Membership Filtering for Time-Varying Saturated Systems Over Sensor Networks
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作者 Jun Hu Jiaxing Li +2 位作者 Chaoqing Jia Xiaojian Yi Hongjian Liu 《IEEE/CAA Journal of Automatica Sinica》 2025年第5期1047-1049,共3页
Dear Editor,This letter deals with the distributed recursive set-membership filtering(DRSMF)issue for state-saturated systems under encryption-decryption mechanism.To guarantee the data security,the encryption-decrypt... Dear Editor,This letter deals with the distributed recursive set-membership filtering(DRSMF)issue for state-saturated systems under encryption-decryption mechanism.To guarantee the data security,the encryption-decryption mechanism is considered in the signal transmission process.Specifically,a novel DRSMF scheme is developed such that,for both state saturation and encryption-decryption mechanism,the filtering error(FE)is limited to the ellipsoid domain.Then,the filtering error constraint matrix(FECM)is computed and a desirable filter gain is derived by minimizing the FECM.Besides,the bound-edness evaluation of the FECM is provided. 展开更多
关键词 time varying saturated systems signal transmission processspecificallya encryption decryption mechanism sensor networks recursive method distributed set membership filtering
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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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Robust recursive sigma point Kalman filtering for Huber-based generalized M-estimation
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作者 Shoupeng LI Panlong TAN +1 位作者 Weiwei LIU Naigang CUI 《Chinese Journal of Aeronautics》 2025年第5期428-442,共15页
For nonlinear state estimation driven by non-Gaussian noise,the estimator is required to be updated iteratively.Since the iterative update approximates a linear process,it fails to capture the nonlinearity of observat... For nonlinear state estimation driven by non-Gaussian noise,the estimator is required to be updated iteratively.Since the iterative update approximates a linear process,it fails to capture the nonlinearity of observation models,and this further degrades filtering accuracy and consistency.Given the flaws of nonlinear iteration,this work incorporates a recursive strategy into generalized M-estimation rather than the iterative strategy.The proposed algorithm extends nonlinear recursion to nonlinear systems using the statistical linear regression method.The recursion allows for the gradual release of observation information and consequently enables the update to proceed along the nonlinear direction.Considering the correlated state and observation noise induced by recursions,a separately reweighting strategy is adopted to build a robust nonlinear system.Analogous to the nonlinear recursion,a robust nonlinear recursive update strategy is proposed,where the associated covariances and the observation noise statistics are updated recursively to ensure the consistency of observation noise statistics,thereby completing the nonlinear solution of the robust system.Compared with the iterative update strategies under non-Gaussian observation noise,the recursive update strategy can facilitate the estimator to achieve higher filtering accuracy,stronger robustness,and better consistency.Therefore,the proposed strategy is more suitable for the robust nonlinear filtering framework. 展开更多
关键词 recursive methods Iterative methods Generalized M-estimation Huber loss Robustness non-Gaussian distribution Spacecraft relative navigation
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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:7
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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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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:12
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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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Construction of AFLT States by Reflection Method and Recursion Formula
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作者 寿暴 吴剑锋 喻明 《Communications in Theoretical Physics》 SCIE CAS CSCD 2014年第1期56-68,共13页
The AFLT states|PY1,Y2has reflection symmetry,Sn|PY1,Y2=|PY2,Y2,nb=2P,where S is the screening charge.AFLT state can be constructed using this reflect symmetry.We propose a recursion formula for this construction.The ... The AFLT states|PY1,Y2has reflection symmetry,Sn|PY1,Y2=|PY2,Y2,nb=2P,where S is the screening charge.AFLT state can be constructed using this reflect symmetry.We propose a recursion formula for this construction.The recursion formula is factorized completely. 展开更多
关键词 AGT duality AFLT states reflection method recursion formula
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基于改进递归最小二乘法的多种工况下多电机参数失配诊断研究
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作者 秦鹏博 郝杰 +4 位作者 袁亮 张建博 郑国泉 杨硕 张东 《制造技术与机床》 北大核心 2026年第2期221-232,共12页
针对多种电机采用的控制器模型也存在不同,电机参数存在多样性,并且针对多种工况下,电机在工作过程中存在参数变化、负载扰动等情况,导致电机参数辨识精度不高、电机-控制器模型失配等问题,提出了一种改进递归最小二乘法(recursive leas... 针对多种电机采用的控制器模型也存在不同,电机参数存在多样性,并且针对多种工况下,电机在工作过程中存在参数变化、负载扰动等情况,导致电机参数辨识精度不高、电机-控制器模型失配等问题,提出了一种改进递归最小二乘法(recursive least squares,RLS)算法进行多种工况下多电机参数失配诊断。针对传统的递归最小二乘法在进行在线电机参数辨识时,容易固遗忘因子影响,存在跟随速度慢、抗干扰性差等问题,在原始递归最小二乘法基础上引入了随系统工况变化而变化的“变遗忘因子”,提高电机参数的跟踪速度和抗负载扰动能力;为验证改进后的递归最小二乘法是否具有可靠性、鲁棒性和泛化性,分别设置了5种假设工况,并进行多组实验对比,通过分析电机速度响应、d-q轴电流以及量化分析转矩跟踪和R_(s)参数辨识精度等,验证改进后的算法具有较强的鲁棒性和泛化性;并通过分析性能指标数据,主要包括平均速度、平均q轴电流等,得出改进后算法分析数据的有效性。 展开更多
关键词 递归最小二乘法 变遗忘因子 参数失配诊断 参数辨识 转矩跟踪
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带递归定义的SMT公式求解技术综述
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作者 冯维直 刘嘉祥 +1 位作者 张立军 吴志林 《软件学报》 北大核心 2026年第2期508-542,共35页
带有递归数据结构,如列表(list)和二叉树(tree)等数据类型的程序,在计算机领域被广泛使用.程序验证问题通常将程序转换为可满足性模理论(satisfiability modulo theories,SMT)公式进行求解.递归数据结构通常会转换为代数数据类型(algebr... 带有递归数据结构,如列表(list)和二叉树(tree)等数据类型的程序,在计算机领域被广泛使用.程序验证问题通常将程序转换为可满足性模理论(satisfiability modulo theories,SMT)公式进行求解.递归数据结构通常会转换为代数数据类型(algebraic data type,ADT)和整数等混合理论的一阶逻辑公式.另外,为表示递归数据结构的性质,程序中通常需要包含递归函数,递归函数在SMT中则需要通过包含量词和未解释函数的断言来表示.关注带有ADT和递归函数这两类递归定义SMT公式的求解方法.从SMT求解器、自动定理证明器和约束霍恩子句(constrained Horn clause,CHC)求解器这3方面对现有技术进行梳理和介绍.同时,对主流的求解工具进行统一实验对比,探究现有求解工具和技术在各类问题上的优势和缺陷,尝试寻找潜在的优化方向,为研究者提供有价值的分析和参考. 展开更多
关键词 形式化方法 递归函数 可满足性模理论 归纳推理 引理合成 约束霍恩子句
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基于时空双维嵌入的电-气动态能流解析算法
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作者 陈飞雄 张河 +2 位作者 邵振国 颜熙颖 郑翔昊 《电力自动化设备》 北大核心 2026年第2期22-29,38,共9页
为实现动态多能流分析的全时空域解析,提出一种基于时空双维嵌入的电-气动态能流解析算法,获取时空连续的动态多能流分布。将时空微元视作嵌入因子,构造时空双维嵌入形式的动态多能流模型,进而递归求解动态能流关于时间与空间的显式表... 为实现动态多能流分析的全时空域解析,提出一种基于时空双维嵌入的电-气动态能流解析算法,获取时空连续的动态多能流分布。将时空微元视作嵌入因子,构造时空双维嵌入形式的动态多能流模型,进而递归求解动态能流关于时间与空间的显式表达式。在此基础上,提出一种动态多能流并行递归方法,通过能流状态量幂级数系数的并行递归求解,进一步提升电-气互联系统动态多能流计算的收敛性能与计算效率。仿真结果验证了所提算法能够获取连续时空的能流分布,以及其在精度、效率和收敛性等方面的优势。 展开更多
关键词 电-气互联系统 动态能流计算 时空双维嵌入 并行递归 全纯嵌入法 解析算法
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对《具体数学》中两处问题的探讨
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作者 任振强 《大学数学》 2026年第1期90-94,共5页
对《具体数学》一书中介绍的“成套方法”的计算原理进行了解释,并对书中一处超几何函数的计算错误进行了说明.
关键词 成套方法 repertoire method 具体数学 递归 超几何函数
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时变非平稳厚尾量测噪声下的锂电池荷电状态强跟踪估计方法
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作者 施琳 王天靖 +2 位作者 黄海东 熊浩 张琦兵 《电工技术学报》 北大核心 2026年第3期1040-1061,共22页
针对时变非平稳厚尾噪声影响下锂电池荷电状态(SOC)的高精度估计与动态快速跟踪响应难题,提出了基于广义变遗忘因子最小二乘法(GVFFRLS)参数在线辨识与Gauss-双Gamma混合先验变分H密度抗差容积滤波的锂电池SOC动态估计算法。提出GVFFRL... 针对时变非平稳厚尾噪声影响下锂电池荷电状态(SOC)的高精度估计与动态快速跟踪响应难题,提出了基于广义变遗忘因子最小二乘法(GVFFRLS)参数在线辨识与Gauss-双Gamma混合先验变分H密度抗差容积滤波的锂电池SOC动态估计算法。提出GVFFRLS以动态自适应在线辨识Thevenin等效电路模型参数,并基于Gauss-双Gamma混合分布先验建模的变分容积卡尔曼滤波联合估计电池状态向量与量测随机分布参数;引入L2-1/2分段鲁棒损失函数和状态-量测组合新息,设计H密度损失准则与变分迭代紧结合的抗差方法,强化了滤波的状态预测偏差适应性。基于锂电池不同温度、多种动态工况下的SOC估计仿真实验结果表明,在非平稳厚尾噪声影响下所提算法的参数辨识电压预测精度相比遗忘因子最小二乘法(FFRLS)提升96.32%,SOC估计多指标精度相比多种现有常用滤波估计算法提升了75.05%及以上,大幅增强了SOC快速跟踪收敛性能。 展开更多
关键词 锂电池SOC估计 容积卡尔曼滤波 变遗忘因子最小二乘法 变分贝叶斯方法 H密度损失准则
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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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An explicit method for numerical simulation of wave equations 被引量:3
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作者 Liu Heng Liao Zhenpeng 《Earthquake Engineering and Engineering Vibration》 SCIE EI CSCD 2009年第1期17-28,共12页
In this paper, a method to develop a hierarchy of explicit recursion formulas for numerical simulation in an irregular grid for scalar wave equations is presented and its accuracy is illustrated via 2-D and 1-D models... In this paper, a method to develop a hierarchy of explicit recursion formulas for numerical simulation in an irregular grid for scalar wave equations is presented and its accuracy is illustrated via 2-D and 1-D models. Approaches to develop the stable formulas which are of 2M-order accuracy in both time and space with Mbeing a positive integer for regular grids are discussed and illustrated by constructing the second order (M= 1) and the fourth order (M = 2) recursion formulas. 展开更多
关键词 wave equation numerical simulation explicit recursion formula finite element method
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