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首页> 外文期刊>SIAM Journal on Numerical Analysis >Iterative regularization of a parameter identification problem occurring in polymer crystallization
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Iterative regularization of a parameter identification problem occurring in polymer crystallization

机译:聚合物结晶过程中出现的参数识别问题的迭代正则化

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摘要

This paper is devoted to the mathematical analysis and regularization of an identification problem related to nonisothermal crystallization of polymers, which can be modeled by an initial-boundary value problem for a coupled system of parabolic and hyperbolic partial differential equations. The identification problem consists of estimating a material function of temperature, which appears as a nonlinearity in the equations. Existence and uniqueness of a solution of the direct problem is shown, as well as its stability with respect to the parameter. Furthermore, we develop algorithms for the application of various iterative regularization methods to this particular problem. Their use is justified by verifying the Frechet-differentiability of the parameter-to-output map, which is needed for their realization. The numerical performance of the iterative methods is compared with respect to speed of convergence, stability, and efficiency. [References: 34]
机译:本文致力于与聚合物非等温结晶相关的识别问题的数学分析和正则化,该问题可以通过抛物线和双曲型偏微分方程组的初边值问题来建模。识别问题包括估算温度的材料函数,该温度在方程式中表现为非线性。显示了直接问题解决方案的存在性和唯一性,以及它在参数方面的稳定性。此外,我们开发了用于将各种迭代正则化方法应用于此特定问题的算法。通过验证参数到输出映射的Frechet可微性来证明它们的使用是正确的,这对于实现它们是必需的。在收敛速度,稳定性和效率方面比较了迭代方法的数值性能。 [参考:34]

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