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A Back Propagation-Type Neural Network Architecture for Solving the Complete n ×n Nonlinear Algebraic System of Equations 被引量:1
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作者 Konstantinos Goulianas Athanasios Margaris +2 位作者 Ioannis Refanidis Konstantinos Diamantaras Theofilos Papadimitriou 《Advances in Pure Mathematics》 2016年第6期455-480,共26页
The objective of this research is the presentation of a neural network capable of solving complete nonlinear algebraic systems of n equations with n unknowns. The proposed neural solver uses the classical back propaga... The objective of this research is the presentation of a neural network capable of solving complete nonlinear algebraic systems of n equations with n unknowns. The proposed neural solver uses the classical back propagation algorithm with the identity function as the output function, and supports the feature of the adaptive learning rate for the neurons of the second hidden layer. The paper presents the fundamental theory associated with this approach as well as a set of experimental results that evaluate the performance and accuracy of the proposed method against other methods found in the literature. 展开更多
关键词 nonlinear algebraic systems Neural Networks Back Propagation Numerical Analysis Computational Methods
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A Novel Method to Solve Nonlinear Klein-Gordon Equation Arising in Quantum Field Theory Based on Bessel Functions and Jacobian Free Newton-Krylov Sub-Space Methods
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作者 K.ParAND M.Nikarya 《Communications in Theoretical Physics》 SCIE CAS CSCD 2018年第6期637-644,共8页
The Klein-Cordon equation arises in many scientific areas of quantum mechanics and quantum field theory. In this paper a novel method based on spectral method and Jacobian free Newton method composed by generalized mi... The Klein-Cordon equation arises in many scientific areas of quantum mechanics and quantum field theory. In this paper a novel method based on spectral method and Jacobian free Newton method composed by generalized minimum residual (JFNGMRes) method with adaptive preconditioner will be introduced to solve nonlinear Klein-Gordon equation. In this work the nonlinear Klein-Gordon equation has been converted to a nonlinear system of algebraic equations using collocation method based on Bessel functions without any linearization, discretization and getting help of any other methods. Finally, by using JFNGMRes, solution of the nonlinear algebraic system will be achieved. To illustrate the reliability and efficiency of the proposed method, we solve some examples of the Klein-Gordon equation and compare our results with other methods. 展开更多
关键词 nonlinear partial differential equation spectral collocation methods Jacobian free Newton-GMRes adaptive preconditioning Klein-Gordon equations nonlinear algebraic systems
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Feedback control of nonlinear differential algebraic systems using Hamiltonian function method 被引量:10
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作者 LIU Yanhong LI Chunwen WU Rebing 《Science in China(Series F)》 2006年第4期436-445,共10页
The stabilization and H∞ control of nonlinear differential algebraic systems (NDAS) are investigated using the Hamiltonian function method. Firstly, we put forward a novel dissipative Hamiltonian realization (DHR... The stabilization and H∞ control of nonlinear differential algebraic systems (NDAS) are investigated using the Hamiltonian function method. Firstly, we put forward a novel dissipative Hamiltonian realization (DHR) structure and give the condition to complete the Hamiltonian realization. Then, based on the DHR, we present a criterion for the stability analysis of NDAS and construct a stabilization controller for NDAS in absence of disturbances. Finally, for NDAS in presence of disturbances, the L2 gain is analyzed via generalized Hamilton-Jacobi inequality and an H∞ control strategy is constructed. The proposed stabilization and robust controller can effectively take advantage of the structural characteristics of NDAS and is simple in form. 展开更多
关键词 nonlinear differential algebraic systems Hamiltonian function method dissipative Hamilton realization STABILIZATION H∞ control.
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Robust excitation control of multi-machine multi-load power systems using Hamiltonian function method 被引量:1
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作者 Yanhong LIU Jianyong LI Chunwen LI 《Frontiers of Electrical and Electronic Engineering in China》 CSCD 2011年第4期547-555,共9页
Using an energy-based Hamiltonian function method,this paper investigates the robust excitation control of multi-machine multi-load power systems described by a set of uncertain differential algebraic equations.First,... Using an energy-based Hamiltonian function method,this paper investigates the robust excitation control of multi-machine multi-load power systems described by a set of uncertain differential algebraic equations.First,we complete the dissipative Hamiltonian realization of the power system and adjust its operating point by the means of pre-feedback control.Then,based on the obtained Hamiltonian realization,we discuss the robust excitation control of the power system and put forward an H1 excitation control strategy.Simulation results demonstrate the effectiveness of the control scheme. 展开更多
关键词 nonlinear differential algebraic systems multi-machine multi-load power systems dissipative Hamiltonian realization robust excitation control
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Numerical Integration over Pyramids
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作者 Chuanmiao Chen Michal Krızek Liping Liu 《Advances in Applied Mathematics and Mechanics》 SCIE 2013年第3期309-320,共12页
Pyramidal elements are often used to connect tetrahedral and hexahedral elements in the finite element method.In this paper we derive three new higher order numerical cubature formulae for pyramidal elements.
关键词 Reference pyramidal element nonlinear systems of algebraic equations Bramble-Hilbert lemma TRIANGULAR tetrahedral and pyramidal numbers
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