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对解非线性不适定问题的Tikhonov正则化证明了饱和性与一些逆结果 ,并考虑了正则化参数的最优后验选取 . 相似文献
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非线性不适定问题的Tikhonov正则化的参数选取方法 总被引:1,自引:0,他引:1
在Tikhonov正则化中,如何选取正则参数极为重要,直至现在,仍有许多问题期待解决.本文对非线性不适定问题考虑了Tikhonov正则化,提出了一个新的简单的正则参数的最优选取法,并对由此得到的正则参数,研究了Tikhonov正则化解的收敛性,并且当x-最小范数解满足“源条件”时,在适当的条件下,导出了最优收敛率. 相似文献
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本文在B anach空间中,研究一类非线性不适定问题的正则化,所研究的算子是多值的,且是近拟的,假定原始问题是可解的,利用带双参数的T ikhonov正则化方法构造出逼近步骤. 相似文献
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基于混沌粒子群算法的Tikhonov正则化参数选取 总被引:2,自引:0,他引:2
Tikhonov正则化方法是求解不适定问题最为有效的方法之一,而正则化参数的最优选取是其关键.本文将混沌粒子群优化算法与Tikhonov正则化方法相结合,基于Morozov偏差原理设计粒子群的适应度函数,利用混沌粒子群优化算法的优点,为正则化参数的选取提供了一条有效的途径.数值实验结果表明,本文方法能有效地处理不适定问题,是一种实用有效的方法. 相似文献
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关于迭代Tikhonov正则化的最优正则参数选取 总被引:2,自引:0,他引:2
本文讨论了算子和右端都近似给定的第一类算子方程的迭代Tikhonov正则化,给出了不依赖于准确解的任何信息但能得到最优收敛阶的正则参数选取法。 相似文献
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反问题是现在数学物理研究中的一个热点问题,而反问题求解面临的一个本质性困难是不适定性。求解不适定问题的普遍方法是:用与原不适定问题相“邻近”的适定问题的解去逼近原问题的解,这种方法称为正则化方法.如何建立有效的正则化方法是反问题领域中不适定问题研究的重要内容.当前,最为流行的正则化方法有基于变分原理的Tikhonov正则化及其改进方法,此类方法是求解不适定问题的较为有效的方法,在各类反问题的研究中被广泛采用,并得到深入研究. 相似文献
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求解病态问题的一种改进的Tikhonov正则化:⑴正则化方法的建立 总被引:1,自引:0,他引:1
对于带有右扰动数据的第一类紧算子方程的病态问题。本文应用正则化子建立了一类新的正则化求解方法,称之为改进的Tikonov正则化;通过适当选取2正则参数,证明了正则解具有最优的渐近收敛阶,与通常的Tikhonov正则化相比,这种改进的正则化可使正则解取到足够高的最优渐近阶。 相似文献
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用Tikhonov正则化方法求一阶和两阶的数值微分 总被引:5,自引:0,他引:5
Numerical differentiation is an ill-posed problem, which is important in scientific research and practical applications.In this paper, we use the Tikhonov regularization method to discuss the first and secord order derivatives of a smooth function. The error estimate is also given. And the numerical results prove that our method is applicable. 相似文献
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We consider solving linear ill-posed operator equations. Based on a multi-scale decomposition for the solution space, we propose a multi-parameter regularization for solving the equations. We establish weak and strong convergence theorems for the multi-parameter regularization solution. In particular, based on the eigenfunction decomposition, we develop a posteriori choice strategy for multi-parameters which gives a regularization solution with the optimal error bound. Several practical choices of multi-parameters are proposed. We also present numerical experiments to demonstrate the outperformance of the multiparameter regularization over the single parameter regularization. 相似文献
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REGULARIZATION OF AN ILL-POSED HYPERBOLIC PROBLEM AND THE UNIQUENESS OF THE SOLUTION BY A WAVELET GALERKIN METHOD
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We consider the problem K(x)u xx = u tt , 0 < x < 1, t ≥ 0, with the boundary condition u(0,t) = g(t) ∈ L 2 (R) and u x (0, t ) = 0, where K(x) is continuous and 0 < α≤ K (x) < +∞. This is an ill-posed problem in the sense that, if the solution exists, it does not depend continuously on g. Considering the existence of a solution u(x, ) ∈ H 2 (R) and using a wavelet Galerkin method with Meyer multiresolution analysis, we regularize the ill-posedness of the problem. Furthermore we prove the uniqueness of the solution for this problem. 相似文献
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ON THE ASYMPTOTIC ORDER OF TIKHONOV REGULARIZATION WITH OPERATORS ANDDATA ERROR 总被引:2,自引:0,他引:2
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陈宏 《数学物理学报(B辑英文版)》1998,18(1)
1IntroductionAgreatmanylinearinverseproblemsofmathematicalphysicsmaybefi.allledinanabstractsettingaslinearoperatorequationsoftheform.Ti=y,(1)whichimplicitlydefinesthesolutionxoofthegivenproblem.ThedesiredsolutionxoisOftengi'venintermsoftheMoors-PenrosegeneralizedinverseT intheformxo=T y([1]).InallinterestingcasesthegeneralizedinverseisanunboundedoperatorandthechallengeisthentoprovideapproximationstotheunknownsolutionT ythatarestablewithrespecttoperturbationsinthedatay.'Aprototypefortheequat… 相似文献
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This paper is concerned with an ill-posed problem which results from the area of molecular imaging and is known as BLT problem. Using Tikhonov regularization technique, a quadratic optimization problem can be formulated. We provide an improved error estimate for the finite element approximation of the regularized optimization problem. Some numerical examples are presented to demonstrate our theoretical results. 相似文献
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This article is concerned with the ill-posed Cauchy problem associated with a densely defined linear operator A in a Banach space. A family of weak regularizing operators is introduced. If the spectrum of A is contained in a sector of right-half complex plane and its resolvent is polynomially bounded, the weak regularization for such ill-posed Cauchy problem can be shown by using the quasi-reversibility method and regularized semigroups. Finally, an example is given. 相似文献