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Particle swarm optimization-based algorithm of a symplectic method for robotic dynamics and control 被引量:5
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作者 Zhaoyue XU Lin DU +1 位作者 Haopeng WANG Zichen DENG 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI CSCD 2019年第1期111-126,共16页
Multibody system dynamics provides a strong tool for the estimation of dynamic performances and the optimization of multisystem robot design. It can be described with differential algebraic equations(DAEs). In this pa... Multibody system dynamics provides a strong tool for the estimation of dynamic performances and the optimization of multisystem robot design. It can be described with differential algebraic equations(DAEs). In this paper, a particle swarm optimization(PSO) method is introduced to solve and control a symplectic multibody system for the first time. It is first combined with the symplectic method to solve problems in uncontrolled and controlled robotic arm systems. It is shown that the results conserve the energy and keep the constraints of the chaotic motion, which demonstrates the efficiency, accuracy, and time-saving ability of the method. To make the system move along the pre-planned path, which is a functional extremum problem, a double-PSO-based instantaneous optimal control is introduced. Examples are performed to test the effectiveness of the double-PSO-based instantaneous optimal control. The results show that the method has high accuracy, a fast convergence speed, and a wide range of applications.All the above verify the immense potential applications of the PSO method in multibody system dynamics. 展开更多
关键词 ROBOTIC DYNAMICS MULTIBODY system symplectic method particle SWARM optimization(PSO)algorithm instantaneous optimal control
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Difference Discrete Variational Principles, Euler?Lagrange Cohomology and Symplectic, Multisymplectic Structures III: Application to Symplectic and Multisymplectic Algorithms 被引量:10
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作者 GUOHan-Ying WUKe 等 《Communications in Theoretical Physics》 SCIE CAS CSCD 2002年第3期257-264,共8页
In the previous papers I and II, we have studied the difference discrete variational principle and the Euler?Lagrange cohomology in the framework of multi-parameter differential approach. We have gotten the difference... In the previous papers I and II, we have studied the difference discrete variational principle and the Euler?Lagrange cohomology in the framework of multi-parameter differential approach. We have gotten the difference discrete Euler?Lagrange equations and canonical ones for the difference discrete versions of classical mechanics and field theory as well as the difference discrete versions for the Euler?Lagrange cohomology and applied them to get the necessary and sufficient condition for the symplectic or multisymplectic geometry preserving properties in both the Lagrangian and Hamiltonian formalisms. In this paper, we apply the difference discrete variational principle and Euler?Lagrange cohomological approach directly to the symplectic and multisymplectic algorithms. We will show that either Hamiltonian schemes or Lagrangian ones in both the symplectic and multisymplectic algorithms are variational integrators and their difference discrete symplectic structure-preserving properties can always be established not only in the solution space but also in the function space if and only if the related closed Euler?Lagrange cohomological conditions are satisfied. 展开更多
关键词 discrete variation Euler-Lagrange cohomology symplectic algorithm multisymplectic algorithm
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SYMPLECTIC ALGORITHM IN SOLVING OPTIMAL CONTROL PROBLEMS 被引量:2
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作者 Zeng Jin(Dept. of Power Machinery Engineering)Sun Weirong Zhou Gang(Dept. of Applied Mathematics) 《Journal of Shanghai Jiaotong university(Science)》 EI 1996年第2期21-24,共4页
A symplectic algorithm is used to solve optimal control problems. Linear and nonlinear examples aregiven. Numerical analyses show that the symplectic algorithm gives satisfactory performance in that it works inlarge s... A symplectic algorithm is used to solve optimal control problems. Linear and nonlinear examples aregiven. Numerical analyses show that the symplectic algorithm gives satisfactory performance in that it works inlarge step and is of high speed and accuracy. This indicates that the symplectic algorithm is more effective andreasonable in solving optimal control problems. 展开更多
关键词 HAMILTON system symplectic algorithm OPTIMAL CONTROL
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Pseudospectral method with symplectic algorithm for the solution of time-dependent SchrSdinger equations 被引量:2
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作者 卞学滨 乔豪学 史庭云 《Chinese Physics B》 SCIE EI CAS CSCD 2007年第7期1822-1826,共5页
A pseudospectral method with symplectic algorithm for the solution of time-dependent Schrodinger equations (TDSE) is introduced. The spatial part of the wavefunction is discretized into sparse grid by pseudospectral... A pseudospectral method with symplectic algorithm for the solution of time-dependent Schrodinger equations (TDSE) is introduced. The spatial part of the wavefunction is discretized into sparse grid by pseudospectral method and the time evolution is given in symplectic scheme. This method allows us to obtain a highly accurate and stable solution of TDSE. The effectiveness and efficiency of this method is demonstrated by the high-order harmonic spectra of one-dimensional atom in strong laser field as compared with previously published work. The influence of the additional static electric field is also investigated. 展开更多
关键词 pseudospectral method symplectic algorithm high-order harmonic generation
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Birkhoffian symplectic algorithms derived from Hamiltonian symplectic algorithms
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作者 孔新雷 吴惠彬 梅凤翔 《Chinese Physics B》 SCIE EI CAS CSCD 2016年第1期407-411,共5页
In this paper, we focus on the construction of structure preserving algorithms for Birkhoffian systems, based on existing symplectic schemes for the Hamiltonian equations. The key of the method is to seek an invertibl... In this paper, we focus on the construction of structure preserving algorithms for Birkhoffian systems, based on existing symplectic schemes for the Hamiltonian equations. The key of the method is to seek an invertible transformation which drives the Birkhoffian equations reduce to the Hamiltonian equations. When there exists such a transformation, applying the corresponding inverse map to symplectic discretization of the Hamiltonian equations, then resulting difference schemes are verified to be Birkhoftian symplectic for the original Birkhoffian equations. To illustrate the operation process of the method, we construct several desirable algorithms for the linear damped oscillator and the single pendulum with linear dissipation respectively. All of them exhibit excellent numerical behavior, especially in preserving conserved quantities. 展开更多
关键词 Birkhoffian equations Hamiltonian equations symplectic algorithm
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NUMERICAL METHOD BASED ON HAMILTON SYSTEM AND SYMPLECTIC ALGORITHM TO DIFFERENTIAL GAMES
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作者 徐自祥 周德云 邓子辰 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2006年第3期341-346,共6页
The resolution of differential games often concerns the difficult problem of two points border value (TPBV), then ascribe linear quadratic differential game to Hamilton system. To Hamilton system, the algorithm of s... The resolution of differential games often concerns the difficult problem of two points border value (TPBV), then ascribe linear quadratic differential game to Hamilton system. To Hamilton system, the algorithm of symplectic geometry has the merits of being able to copy the dynamic structure of Hamilton system and keep the measure of phase plane. From the viewpoint of Hamilton system, the symplectic characters of linear quadratic differential game were probed; as a try, Symplectic-Runge-Kutta algorithm was presented for the resolution of infinite horizon linear quadratic differential game. An example of numerical calculation was given, and the result can illuminate the feasibility of this method. At the same time, it embodies the fine conservation characteristics of symplectic algorithm to system energy. 展开更多
关键词 differential game Hamilton system algorithm of symplectic geometry linear quadratic
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A Note on Symplectic Algorithm
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作者 GUO Han-Ying LI Yu-Qi WU Ke 《Communications in Theoretical Physics》 SCIE CAS CSCD 2001年第7期11-18,共8页
We present the symplectic algorithm in the Lagrangian formalism for the Hamiltonian systems by virtue of the noncommutative differential calculus with respect to the discrete time and the Euler-Lagrange cohomological ... We present the symplectic algorithm in the Lagrangian formalism for the Hamiltonian systems by virtue of the noncommutative differential calculus with respect to the discrete time and the Euler-Lagrange cohomological concepts. We also show that the trapezoidal integrator is symplectic in certain sense. 展开更多
关键词 symplectic algorithm LAGRANGIAN formalism EULER-LAGRANGE COHOMOLOGY
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GPR Wave Propagation Model in a Complex Geoelectric Structure Using Conformal First-Order Symplectic Euler Algorithm
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作者 Man Yang Hongyuan Fang +3 位作者 Juan Zhang Fuming Wang Jianwei Lei Heyang Jia 《Computers, Materials & Continua》 SCIE EI 2019年第8期793-816,共24页
Possessing advantages such as high computing efficiency and ease of programming,the Symplectic Euler algorithm can be applied to construct a groundpenetrating radar(GPR)wave propagation numerical model for complex geo... Possessing advantages such as high computing efficiency and ease of programming,the Symplectic Euler algorithm can be applied to construct a groundpenetrating radar(GPR)wave propagation numerical model for complex geoelectric structures.However,the Symplectic Euler algorithm is still a difference algorithm,and for a complicated boundary,ladder grids are needed to perform an approximation process,which results in a certain amount of error.Further,grids that are too dense will seriously decrease computing efficiency.This paper proposes a conformal Symplectic Euler algorithm based on the conformal grid technique,amends the electric/magnetic fieldupdating equations of the Symplectic Euler algorithm by introducing the effective dielectric constant and effective permeability coefficient,and reduces the computing error caused by the ladder approximation of rectangular grids.Moreover,three surface boundary models(the underground circular void model,the undulating stratum model,and actual measurement model)are introduced.By comparing reflection waveforms simulated by the traditional Symplectic Euler algorithm,the conformal Symplectic Euler algorithm and the conformal finite difference time domain(CFDTD),the conformal Symplectic Euler algorithm achieves almost the same level of accuracy as the CFDTD method,but the conformal Symplectic Euler algorithm improves the computational efficiency compared with the CFDTD method dramatically.When the dielectric constants of the two materials vary greatly,the conformal Symplectic Euler algorithm can reduce the pseudo-waves almost by 80% compared with the traditional Symplectic Euler algorithm on average. 展开更多
关键词 symplectic Euler algorithm conformal grid complex geoelectric model ground-penetrating radar pseudo-reflection wave
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Seismic wavefield modeling based on time-domain symplectic and Fourier finite-difference method 被引量:1
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作者 Fang Gang Ba Jing +2 位作者 Liu Xin-xin Zhu Kun Liu Guo-Chang 《Applied Geophysics》 SCIE CSCD 2017年第2期258-269,323,共13页
Seismic wavefield modeling is important for improving seismic data processing and interpretation. Calculations of wavefield propagation are sometimes not stable when forward modeling of seismic wave uses large time st... Seismic wavefield modeling is important for improving seismic data processing and interpretation. Calculations of wavefield propagation are sometimes not stable when forward modeling of seismic wave uses large time steps for long times. Based on the Hamiltonian expression of the acoustic wave equation, we propose a structure-preserving method for seismic wavefield modeling by applying the symplectic finite-difference method on time grids and the Fourier finite-difference method on space grids to solve the acoustic wave equation. The proposed method is called the symplectic Fourier finite-difference (symplectic FFD) method, and offers high computational accuracy and improves the computational stability. Using acoustic approximation, we extend the method to anisotropic media. We discuss the calculations in the symplectic FFD method for seismic wavefield modeling of isotropic and anisotropic media, and use the BP salt model and BP TTI model to test the proposed method. The numerical examples suggest that the proposed method can be used in seismic modeling of strongly variable velocities, offering high computational accuracy and low numerical dispersion. The symplectic FFD method overcomes the residual qSV wave of seismic modeling in anisotropic media and maintains the stability of the wavefield propagation for large time steps. 展开更多
关键词 symplectic algorithm Fourier finite-difference Hamiltonian system seismic modeling ANISOTROPIC
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THE PROPERTIES OF A KIND OF RANDOM SYMPLECTIC MATRICES
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作者 YAN Qing-you(闫庆友) 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2002年第5期590-596,共7页
Several important properties of a kind of random symplectic matrix used by A. Bunse-Gerstner and V. Mehrmann are studied and the following results are obtained: 1) It can be transformed to Jordan canonical form by ort... Several important properties of a kind of random symplectic matrix used by A. Bunse-Gerstner and V. Mehrmann are studied and the following results are obtained: 1) It can be transformed to Jordan canonical form by orthogonal similar transformation; 2) Its condition number is a constant; 3) The condition number of it is about 2.618. 展开更多
关键词 symplectic matrix QR-like algorithm EIGENVALUE condition number Jordan canonical form Schur canonical form
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Symplectic multi-level method for solving nonlinear optimal control problem
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作者 彭海军 高强 +1 位作者 吴志刚 钟万勰 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI 2010年第10期1251-1260,共10页
By converting an optimal control problem for nonlinear systems to a Hamiltonian system,a symplecitc-preserving method is proposed.The state and costate variables are approximated by the Lagrange polynomial.The state v... By converting an optimal control problem for nonlinear systems to a Hamiltonian system,a symplecitc-preserving method is proposed.The state and costate variables are approximated by the Lagrange polynomial.The state variables at two ends of the time interval are taken as independent variables.Based on the dual variable principle,nonlinear optimal control problems are replaced with nonlinear equations.Furthermore,in the implementation of the symplectic algorithm,based on the 2N algorithm,a multilevel method is proposed.When the time grid is refined from low level to high level,the initial state and costate variables of the nonlinear equations can be obtained from the Lagrange interpolation at the low level grid to improve efficiency.Numerical simulations show the precision and the efficiency of the proposed algorithm in this paper. 展开更多
关键词 nonlinear optimal control dual variable variational principle multi-level iteration symplectic algorithm
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辛算法在LCN计算中的应用 被引量:1
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作者 廖新浩 赵长印 刘林 《天文学报》 CSCD 北大核心 1993年第2期198-201,共4页
本文将辛算法应用于LCN的计算,发现辛算法与非辛算法相比有着明显的优点.
关键词 辛算法 lcn 星系模型
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Explicit structure-preserving geometric particle-in-cell algorithm in curvilinear orthogonal coordinate systems and its applications to whole-device 6D kinetic simulations of tokamak physics
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作者 Jianyuan XIAO Hong QIN 《Plasma Science and Technology》 SCIE EI CAS CSCD 2021年第5期18-41,共24页
Explicit structure-preserving geometric particle-in-cell(PIC)algorithm in curvilinear orthogonal coordinate systems is developed.The work reported represents a further development of the structure-preserving geometric... Explicit structure-preserving geometric particle-in-cell(PIC)algorithm in curvilinear orthogonal coordinate systems is developed.The work reported represents a further development of the structure-preserving geometric PIC algorithm achieving the goal of practical applications in magnetic fusion research.The algorithm is constructed by discretizing the field theory for the system of charged particles and electromagnetic field using Whitney forms,discrete exterior calculus,and explicit non-canonical symplectic integration.In addition to the truncated infinitely dimensional symplectic structure,the algorithm preserves exactly many important physical symmetries and conservation laws,such as local energy conservation,gauge symmetry and the corresponding local charge conservation.As a result,the algorithm possesses the long-term accuracy and fidelity required for first-principles-based simulations of the multiscale tokamak physics.The algorithm has been implemented in the Sym PIC code,which is designed for highefficiency massively-parallel PIC simulations in modern clusters.The code has been applied to carry out whole-device 6 D kinetic simulation studies of tokamak physics.A self-consistent kinetic steady state for fusion plasma in the tokamak geometry is numerically found with a predominately diagonal and anisotropic pressure tensor.The state also admits a steady-state subsonic ion flow in the range of 10 km s-1,agreeing with experimental observations and analytical calculations Kinetic ballooning instability in the self-consistent kinetic steady state is simulated.It is shown that high-n ballooning modes have larger growth rates than low-n global modes,and in the nonlinear phase the modes saturate approximately in 5 ion transit times at the 2%level by the E×B flow generated by the instability.These results are consistent with early and recent electromagnetic gyrokinetic simulations. 展开更多
关键词 curvilinear orthogonal mesh charge-conservative PARTICLE-IN-CELL symplectic algorithm whole-device plasma simulation
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参数冻结精细指数积分法在非线性车桥耦合振动分析中的应用
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作者 张宇 李韶华 任剑莹 《力学学报》 EI CAS CSCD 北大核心 2024年第1期258-272,共15页
描述车桥耦合作用的基本问题是一个时变系统问题,且很多工况下需考虑非线性特性,使得该问题难以得到解析解,甚至数值解也可能很复杂.针对该问题的求解,提出了一种参数冻结精细指数积分法,将其应用于车桥耦合动力学模型的数值分析中.该... 描述车桥耦合作用的基本问题是一个时变系统问题,且很多工况下需考虑非线性特性,使得该问题难以得到解析解,甚至数值解也可能很复杂.针对该问题的求解,提出了一种参数冻结精细指数积分法,将其应用于车桥耦合动力学模型的数值分析中.该方法结合了精细积分和指数积分特点,并将时变系数矩阵在每一积分步参数冻结,用于获得系统振动响应的数值解.考虑汽车轮胎与桥面的力和位移耦合关系、桥面沥青铺装层、桥梁材料黏弹性和几何非线性特性,建立了车桥耦合动力学模型,并应用参数冻结精细指数积分法对该模型进行了求解.通过与近似解析解、辛Runge-Kutta算法以及经典的Newmark-β数值积分法计算结果进行对比,验证了所提出方法计算结果的有效性和准确性.在此基础上,制作了缩尺车桥耦合系统模型,测试了跨中挠度响应,进一步验证了理论建模和所提算法的有效性和实用性.通过数值计算分析了所提算法的数值特性,结果表明:提出的参数冻结精细指数积分法不仅可以处理时变、非线性问题,且具有良好的数值计算精度和长时间数值稳定性;由于精细积分的特点,参数冻结精细指数积分法的计算时间步长可以取的较大,可有效提高计算效率.因此,所提出的参数冻结精细指数积分法预期可成为求解车桥耦合动力学问题的一种新的高效算法. 展开更多
关键词 精细指数积分法 车桥耦合振动 参数冻结 非线性时变系统 辛Runge-Kutta算法
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一种Birkhoff形式下结构动响应问题的保辛中点格式
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作者 邱志平 邱宇 《计算力学学报》 CAS CSCD 北大核心 2024年第1期124-128,共5页
结构动响应预测是结构设计的基础,是结构振动控制、载荷识别的前提。本文在辛体系下针对结构动响应问题,提出了一种Birkhoff形式下的保辛中点格式。首先引入状态变量,并基于摄动方法将结构动响应方程转化为线性自治Birkhoff方程的形式,... 结构动响应预测是结构设计的基础,是结构振动控制、载荷识别的前提。本文在辛体系下针对结构动响应问题,提出了一种Birkhoff形式下的保辛中点格式。首先引入状态变量,并基于摄动方法将结构动响应方程转化为线性自治Birkhoff方程的形式,进一步利用中心差分推导出线性自治Birkhoff方程的中点格式,其证明是保辛的。该格式不要求Birkhoff方程系数矩阵非奇异,因此适用于奇数维系统。两个不同数值算例的结果充分验证了本文方法的卓越性,也凸显了相对于传统算法在计算精确度和稳定性方面的明显优势。 展开更多
关键词 结构动响应问题 BIRKHOFF方程 中点格式 保辛算法 摄动法
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三维波纹型可延展结构振动特性的辛分析
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作者 姜宇 王博 +2 位作者 张博涵 陈飙松 邓子辰 《计算力学学报》 CAS CSCD 北大核心 2024年第2期275-282,共8页
基于三维组装技术的可延展结构具备优异的延展性和可调控性,使其成功应用于各类可延展电子器件的制备中。为了评估该类电子器件的稳定性,本文研究三维波纹型可延展结构的振动行为。首先,基于非线性的Euler-Bernoulli梁理论、Kelvin-Voig... 基于三维组装技术的可延展结构具备优异的延展性和可调控性,使其成功应用于各类可延展电子器件的制备中。为了评估该类电子器件的稳定性,本文研究三维波纹型可延展结构的振动行为。首先,基于非线性的Euler-Bernoulli梁理论、Kelvin-Voigt粘弹性理论和考虑压电材料的表面压电效应,建立三维波纹结构的理论分析模型;其次,基于能量原理和扩展拉格朗日运动原理,推导出该结构的动力学控制方程;然后采用二级四阶辛Runge-Kutta求解该动力学方程。通过数值仿真实验验证了辛算法的优越性,同时,还发现随着三维波纹型可延展结构外界激励及其结构参数的变化,该结构的振动特性会从倍周期向分岔和混沌转化;本文结果为三维波纹型可延展结构的优化设计及应用提供理论基础。 展开更多
关键词 可延展结构 屈曲 辛Runge-Kutta 压电薄膜
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基于辛Runge-Kutta方法的棋盘形褶皱二维薄膜-基底结构动力学特性研究
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作者 张博涵 曹善成 +2 位作者 王博 欧阳华江 徐方暖 《计算力学学报》 CAS CSCD 北大核心 2024年第1期186-193,共8页
基于力学屈曲原理的褶皱薄膜-基底结构已成功应用于制备可延展无机电子器件。然而,该类电子器件在应用时需要服役于复杂动态环境中,针对棋盘形褶皱薄膜结构的动力学问题鲜有研究,此问题又是该类电子器件走向实际应用需要解决的关键问题... 基于力学屈曲原理的褶皱薄膜-基底结构已成功应用于制备可延展无机电子器件。然而,该类电子器件在应用时需要服役于复杂动态环境中,针对棋盘形褶皱薄膜结构的动力学问题鲜有研究,此问题又是该类电子器件走向实际应用需要解决的关键问题之一。本文首先采用能量方法,分别计算了二维薄膜的弯曲能、膜弹性能和柔性基底中的弹性能以及薄膜动能;然后采用拉格朗日方程,推导出了该结构的振动控制方程;而该方程为非线性动力学方程,无法给出其解析解;因此,本文采用辛Runge-Kutta方法对其进行数值求解;数值结果表明,辛数值方法具有长期稳定的特性和系统结构特性,为高精度的可延展电子器件的动力学问题研究提供了优异的数值方法。 展开更多
关键词 可延展电子器件 薄膜-基底结构 辛算法 保结构
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Algebraic dynamics algorithm:Numerical comparison with Runge-Kutta algorithm and symplectic geometric algorithm 被引量:7
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作者 WANG ShunJin ZHANG Hua 《Science China(Physics,Mechanics & Astronomy)》 SCIE EI CAS 2007年第1期53-69,共17页
Based on the exact analytical solution of ordinary differential equations, a truncation of the Taylor series of the exact solution to the Nth order leads to the Nth order algebraic dynamics algorithm. A detailed numer... Based on the exact analytical solution of ordinary differential equations, a truncation of the Taylor series of the exact solution to the Nth order leads to the Nth order algebraic dynamics algorithm. A detailed numerical comparison is presented with Runge-Kutta algorithm and symplectic geometric algorithm for 12 test models. The results show that the algebraic dynamics algorithm can better preserve both geometrical and dynamical fidelity of a dynamical system at a controllable precision, and it can solve the problem of algorithm-induced dissipation for the Runge-Kutta algorithm and the problem of algorithm-induced phase shift for the symplectic geometric algorithm. 展开更多
关键词 algebraic dynamics algorithm for ordinary differential equations preserving both geometrical and dynamical FIDELITY NUMERICAL COMPARISON with RUNGE-KUTTA algorithm and symplectic geometric algorithm
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基于迭代SGMD与改进MOMEDA的滚动轴承微弱故障诊断
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作者 王富珂 高丙朋 蔡鑫 《组合机床与自动化加工技术》 北大核心 2024年第12期145-150,157,共7页
针对强背景噪声下滚动轴承故障特征微弱的问题,提出一种基于迭代辛几何模态分解(ISGMD)与改进多点最优最小熵解卷积调整(IMOMEDA)相结合的故障诊断方法。首先,利用ISGMD对故障信号进行分解并基于综合指标选取最优分量;其次,根据多点峭... 针对强背景噪声下滚动轴承故障特征微弱的问题,提出一种基于迭代辛几何模态分解(ISGMD)与改进多点最优最小熵解卷积调整(IMOMEDA)相结合的故障诊断方法。首先,利用ISGMD对故障信号进行分解并基于综合指标选取最优分量;其次,根据多点峭度谱确定MOMEDA的故障周期,利用白鹭群优化算法(ESOA)对滤波器长度进行自适应寻优,通过IMOMEDA对最优分量进行解卷积处理;最后,对解卷积处理后的信号进行包络谱分析,提取故障特征频率完成故障诊断。仿真及实验分析结果表明,所提方法能有效提取强背景噪声下的滚动轴承微弱故障特征信息。 展开更多
关键词 滚动轴承 迭代辛几何模态分解 改进多点最优最小熵解卷积调整 综合指标 白鹭群优化算法 故障诊断
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高阶Maggi方程的Birkhoff化及其辛算法
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作者 薛冰 解加芳 张可心 《动力学与控制学报》 2024年第1期22-26,共5页
针对非完整系统的高阶Maggi方程,在满足一定的条件时,可以对其进行Birkhoff化.通过构造生成函数,利用Birkhoff广义辛算法对其进行数值仿真.仿真结果和传统的Runge-Kutta算法结果相比较,Birkhoff广义辛算法在长期跟踪后更加准确.
关键词 非完整系统 Maggi方程 Birkhoff辛算法
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