一种求解分段光滑初值问题的验证方法

E. Auer, S. Kiel, A. Rauh
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引用次数: 8

摘要

摘要在许多应用中,需要选择依赖于非光滑函数的数学模型。如果这些函数出现在初值问题的右侧,模拟任务就会变得特别困难。此外,通常数值的求解过程对舍入误差很敏感,因此,如果需要保证正确性或系统模型受到不确定性的影响,则经过验证的分析可能更有用。本文简要概述了非光滑问题的各种可能形式,并指出了传统非光滑理论与区间分析之间的联系。此外,我们总结了已经存在的解决具有非光滑(实际上,甚至不是绝对连续)右手边的初值问题的验证方法,并提出了处理此类系统的某些实际相关子类的方法。我们通过在求解器VALENCIA-IVP中引入一个包含非光滑函数一阶导数的专用模板来实现该方法。我们用一个有摩擦和迟滞的机械系统模型来证明我们的技术的适用性。最后,对该领域未来的研究方向进行了展望。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
A verified method for solving piecewise smooth initial value problems
Abstract In many applications, there is a need to choose mathematical models that depend on non-smooth functions. The task of simulation becomes especially difficult if such functions appear on the right-hand side of an initial value problem. Moreover, solution processes from usual numerics are sensitive to roundoff errors so that verified analysis might be more useful if a guarantee of correctness is required or if the system model is influenced by uncertainty. In this paper, we provide a short overview of possibilities to formulate non-smooth problems and point out connections between the traditional non-smooth theory and interval analysis. Moreover, we summarize already existing verified methods for solving initial value problems with non-smooth (in fact, even not absolutely continuous) right-hand sides and propose a way of handling a certain practically relevant subclass of such systems. We implement the approach for the solver VALENCIA-IVP by introducing into it a specialized template for enclosing the first-order derivatives of non-smooth functions. We demonstrate the applicability of our technique using a mechanical system model with friction and hysteresis. We conclude the paper by giving a perspective on future research directions in this area.
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