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First-order perturbation approximation for rock elastic moduli in transversely isotropic media 被引量:7
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作者 WU GuoChen ZHAO XiaoLong +1 位作者 TANG Jie DU ZeYuan 《Science China Earth Sciences》 SCIE EI CAS CSCD 2017年第9期1645-1654,共10页
Seismic anisotropy is a relatively common seismic wave phenomenon in laminated sedimentary rocks such as shale and it can be used to investigate mechanical properties of such rocks and other geological materials. Youn... Seismic anisotropy is a relatively common seismic wave phenomenon in laminated sedimentary rocks such as shale and it can be used to investigate mechanical properties of such rocks and other geological materials. Young's modulus and Poisson's ratio are the most common mechanical properties determined in various rock engineering practices. Approximate and explicit equations are proposed for determining Young's modulus and Poisson's ratio in anisotropic rocks, in which the symmetry plane and symmetry axis of the anisotropy are derived from the constitutive equation of transversely isotropic rock. These equations are based on the media decomposition principle and seismic wave perturbation theory and their accuracy is tested on two sets of laboratory data. A strong correlation is found for Young's modulus in two principal directions and for Poisson's ratio along the symmetry plane. Further, there is an underprediction of Poisson's ratio along the symmetry axis, although the overall behavior follows the trend of the measured data. Tests on a real dataset show that it is necessary to account for anisotropy when characterizing rock mechanical properties of shale. The approximate equations can effectively estimate anisotropic Young's modulus and Poisson's ratio, both of which are critical rock mechanical data input for hydraulic fracturing engineering. 展开更多
关键词 Seismic anisotropy Young's modulus Poisson's ratio perturbation approximation
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Joint state and parameter estimation in particle filtering and stochastic optimization 被引量:2
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作者 Xiaojun YANG Keyi XING +1 位作者 Kunlin SHI Quan PAN 《控制理论与应用(英文版)》 EI 2008年第2期215-220,共6页
In this paper, an adaptive estimation algorithm is proposed for non-linear dynamic systems with unknown static parameters based on combination of particle filtering and Simultaneous Perturbation Stochastic Approxi- ma... In this paper, an adaptive estimation algorithm is proposed for non-linear dynamic systems with unknown static parameters based on combination of particle filtering and Simultaneous Perturbation Stochastic Approxi- mation (SPSA) technique. The estimations of parameters are obtained by maximum-likelihood estimation and sampling within particle filtering framework, and the SPSA is used for stochastic optimization and to approximate the gradient of the cost function. The proposed algorithm achieves combined estimation of dynamic state and static parameters of nonlinear systems. Simulation result demonstrates the feasibilitv and efficiency of the proposed algorithm 展开更多
关键词 Parameter estimation Particle filtering Sequential Monte Carlo Simultaneous perturbation stochastic approximation Adaptive estimation
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An Improved SPSA Algorithm for System Identification Using Fuzzy Rules for Training Neural Networks 被引量:1
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作者 Ahmad T.Abdulsadda Kamran Iqbal 《International Journal of Automation and computing》 EI 2011年第3期333-339,共7页
Simultaneous perturbation stochastic approximation (SPSA) belongs to the class of gradient-free optimization methods that extract gradient information from successive objective function evaluation. This paper descri... Simultaneous perturbation stochastic approximation (SPSA) belongs to the class of gradient-free optimization methods that extract gradient information from successive objective function evaluation. This paper describes an improved SPSA algorithm, which entails fuzzy adaptive gain sequences, gradient smoothing, and a step rejection procedure to enhance convergence and stability. The proposed fuzzy adaptive simultaneous perturbation approximation (FASPA) algorithm is particularly well suited to problems involving a large number of parameters such as those encountered in nonlinear system identification using neural networks (NNs). Accordingly, a multilayer perceptron (MLP) network with popular training algorithms was used to predicate the system response. We found that an MLP trained by FASPSA had the desired accuracy that was comparable to results obtained by traditional system identification algorithms. Simulation results for typical nonlinear systems demonstrate that the proposed NN architecture trained with FASPSA yields improved system identification as measured by reduced time of convergence and a smaller identification error. 展开更多
关键词 Nonlinear system identification simultaneous perturbation stochastic approximation (SPSA) neural networks (NNs) fuzzy rules multi-layer perceptron (MLP).
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Approximate Similarity Reduction for Perturbed Kaup-Kupershmidt Equation via Lie Symmetry Method and Direct Method
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作者 刘希忠 《Communications in Theoretical Physics》 SCIE CAS CSCD 2010年第11期797-802,共6页
The perturbed Kaup-Kupershmidt equation is investigated in terms of the approximate symmetry perturbationmethod and the approximate direct method.The similarity reduction solutions of different orders are obtainedfor ... The perturbed Kaup-Kupershmidt equation is investigated in terms of the approximate symmetry perturbationmethod and the approximate direct method.The similarity reduction solutions of different orders are obtainedfor both methods, series reduction solutions are consequently derived.Higher order similarity reduction equations arelinear variable coefficients ordinary differential equations.By comparison, it is find that the results generated from theapproximate direct method are more general than the results generated from the approximate symmetry perturbationmethod. 展开更多
关键词 perturbed Kaup-Kupershmidt equation approximate symmetry perturbation method approxi-mate direct reduction method series reduction solutions
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Accidental Degeneracies in N dimensions for Potential Class αr^(2d-2)-βr^(d-2) via Asymptotic Iteration Method(AIM)
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作者 H.F.Kisoglu Hakan Ciftci 《Communications in Theoretical Physics》 SCIE CAS CSCD 2017年第4期350-354,共5页
In mathematical physics the main goal of quantum mechanics is to obtain the energy spectrum of an atomic system.In many practices,Schrodinger equation which is a second order and linear differential equation is solved... In mathematical physics the main goal of quantum mechanics is to obtain the energy spectrum of an atomic system.In many practices,Schrodinger equation which is a second order and linear differential equation is solved to do this analysis.There are many theoretic mathematical methods serving this purpose.We use Asymptotic Iteration Method(AIM) to obtain the energy eigenvalues of Schrodinger equation in N-dimensional euclidean space for a potential class given as αr^(2d-2)-βr^(d-2).We also obtain a restriction on the eigenvalues that gives degeneracies.Besides,we crosscheck the eigenvalues and degeneracies using the perturbation theory in the view of the AIM. 展开更多
关键词 asymptotic iteration method perturbation method approximate solutions
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A class of epidemic virus transmission population dynamic system
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作者 Cheng OUYANG Min ZHU Jiaqi MO 《Applied Mathematics and Mechanics(English Edition)》 SCIE EI CSCD 2017年第8期1181-1190,共10页
A class of epidemic virus transmission population dynamic system is considered. Firstly, using the functional homotopic analysis method, an initial approximate function is selected. Then, the arbitrary order approxima... A class of epidemic virus transmission population dynamic system is considered. Firstly, using the functional homotopic analysis method, an initial approximate function is selected. Then, the arbitrary order approximate analytic solutions are obtained successively. Finally, the accuracy of the obtained approximate analytic solutions is described. The influence of the various physical parameters for the epidemic virus transmission population dynamic system is discussed. 展开更多
关键词 epidemic approximate analytic successively perturbation arbitrary qualitative asymptotic attractive manifold
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DISCRETE APPROXIMATIONS FOR SINGULARLY PERTURBED BOUNDARY VALUE PROBLEMS WITH PARABOLIC LAYERS,Ⅱ 被引量:3
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作者 P.A. Farrell(Department of Mathematics and Computer Science, Kent State University, USA)P.W. Hemker(CWI Center for Mathematics and Computer Science, Amsterdam, The Netherlands)G.I. Shishkin(IMM Institute of Mathematics and Mechanics, Ural Branch of the Ru 《Journal of Computational Mathematics》 SCIE CSCD 1996年第2期183-194,共12页
In his series of three papers we study singularly perturbed (SP) boundary valueproblems for equations of elliptic and parabolic type. For small values of the pertur-bation parameter parabolic boundary and interior lay... In his series of three papers we study singularly perturbed (SP) boundary valueproblems for equations of elliptic and parabolic type. For small values of the pertur-bation parameter parabolic boundary and interior layers appear in these problems.If classical discretisation methods are used, the solution of the finite differencescheme and the approximation of the diffusive flux do not converge uniformly withrespect to this parameter. Using the method of special, adapted grids, we canconstruct difference schemes that allow approximation of the solution and the nor-malised diffusive flux uniformly with respect to the small parameter.We also consider sillgularly perturbed boundary value problems for convection-diffusion equations. Also for these problems we construct special finite differenceschemes, the solution of which converges ε-uniformly We study what problems ap-pear, when classical schemes are used for the approximation of the spatial deriva-tives. We compare the results with those obtained by the adapted approach. Re-sults of numerical experiments are discussed.In the three papers we first give an introduction on the general problem, andthen we consider respectively (i) Problems for SP parabolic equations, for whichthe solution and the normalised diffusive fluxes are required; (ii) Problems for SPelliptic equations with boundary conditions of Diriclilet, Neumann and RDbin type;(iii) Problems for SP parabolic equation with discontinuous boundary conditions- 展开更多
关键词 DISCRETE approximationS FOR SINGULARLY PERTURBED BOUNDARY VALUE PROBLEMS WITH PARABOLIC LAYERS GRID
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DISCRETE APPROXIMATIONS FOR SINGULARLY PERTURBED BOUNDARY VALUE PEOBLEMS WITH PARABOLIC LAYERS,I 被引量:1
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作者 P.A. Farrell(Department of Mathematics and Computer Science, Kent State University, USA)P.W. Hemker(CWI Center for Mathematics and Computer Science, Amsterdam, The Netherlands)G.I. Shishkin(IMM Institute of Mathematics and Mechanics, Ural Bronch of the R 《Journal of Computational Mathematics》 SCIE CSCD 1996年第1期71-97,共27页
In this series of three papers we study singularly perturbed (SP) boundaryvalue problems for equations of eiliptic and parabolic type- For small values ofthe perturbation parameter parabolic boundary and interior laye... In this series of three papers we study singularly perturbed (SP) boundaryvalue problems for equations of eiliptic and parabolic type- For small values ofthe perturbation parameter parabolic boundary and interior layers appear in theseproblems. If classical discretisation methods are used, the solution of the finitedifference scheme and the approximation of the diffusive flux do not converge uniformly with respect to this parameter. Using the method of special, edapted grids,we can construct difference schemes that allow apprcximation of the solution andthe normalised diffusive flux uniformly with respect to the small parameter.We also consider singularly perturbed boundary value problems for convection-diffusion equations. Also for these problems we construct special finite differenceschemes, the solution of which converges ε-uniformly. We study what problems appear, when classical schemes are used for the approximation of the spatial derivatives. We compare the results with those obtained by the adapted approach. Re-sults of numerical experiments are discussed.In the three papers we first give an introduction on the general problem, andthen we consider respectively (i) Problems for SP parabolic equations, for whichthe solution and the normalised diffusive fluxes are required; (ii) Problems for SPelliptic equations with boundary conditions of Dirichlet, Neumann and Robin type;(iii) Problems for SP parabolic equation with discontinuous boundary conditions. 展开更多
关键词 MILLER Math DISCRETE approximationS FOR SINGULARLY PERTURBED BOUNDARY VALUE PEOBLEMS WITH PARABOLIC LAYERS I ISM
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DISCRETE APPROXIMATIONS FOR SINGULARLY PERTURBED BOUNDARY VALUE PROBLEMS WITH PARABOLIC LAYERS, III
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作者 P.A. Farrell(Department of Mathematics and Computer Science, Kent State University, USA)P.W. Hemker(CWI Center for Mathematics and Computer Science, Amsterdam, The Netherlands)G.I. Shishkin(IMM, Institute of Mathematics and Mechanics, Ural Branch of the 《Journal of Computational Mathematics》 SCIE CSCD 1996年第3期273-290,共18页
In this series of three papers we study singularly perturbed (SP) boundary vaue problems for equations of elliptic and parabolic troe. For small values of the perturbation parameter parabolic boundary and interior lay... In this series of three papers we study singularly perturbed (SP) boundary vaue problems for equations of elliptic and parabolic troe. For small values of the perturbation parameter parabolic boundary and interior layers appear in these problems. If classical discretisation methods are used, the solution of the finite difference scheme and the approximation of the diffusive flux do not converge uniformly with respect to this parameter. Using the method of special, adapted grids,we can construct difference schemes that allow approkimation of the solution and the normalised diffusive flux uniformly with respect to the small parameter.We also consider singularly perturbed boundary value problems for convection diffusion equations. Also for these problems we construct special finite difference schemes, the solution of which converges E-uniformly We study what problems appear, when classical schemes are used for the approximation of the spatial deriva tives. We compare the results with those obtained by the adapted approach. Results of numerical experiments are discussed.In the three papers we first give an introduction on the general problem, and then we consider respectively (i) Problems for SP parabolic equations, for which the solution and the normalised diffusive fluxes are required; (ii) Problems for SP elliptic equations with boundary conditions of Dirichlet, Neumann and Robin type;(iii) Problems for SP parabolic eqllation with discontinuous boundaxy conditions 展开更多
关键词 III DISCRETE approximationS FOR SINGULARLY PERTURBED BOUNDARY VALUE PROBLEMS WITH PARABOLIC LAYERS
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Global Optimization for the Portfolio Selection Model with High-Order Moments
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作者 Liu Yang Yi Yang Su-Han Zhong 《Journal of the Operations Research Society of China》 2025年第4期1226-1247,共22页
In this paper,we study the global optimality of polynomial portfolio optimization(PPO).The PPO is a kind of portfolio selection model with high-order moments and flexible risk preference parameters.We introduce a pert... In this paper,we study the global optimality of polynomial portfolio optimization(PPO).The PPO is a kind of portfolio selection model with high-order moments and flexible risk preference parameters.We introduce a perturbation sample average approximation method,which can give a robust approximation of the PPO in form of linear conic optimization.The approximated problem can be solved globally with Moment-SOS relaxations.We summarize a semidefinite algorithm,which can be used to find reliable approximations of the optimal value and optimizer set of the PPO.Numerical examples are given to show the efficiency of the algorithm. 展开更多
关键词 Portfolio selection model High-order moments Moment-SOS relaxation perturbation sample average approximation
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