Domain Theoretic Second-Order Euler's Method for Solving Initial Value Problems

Q3 Computer Science
Abbas Edalat , Amin Farjudian , Mina Mohammadian , Dirk Pattinson
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引用次数: 3

Abstract

A domain-theoretic method for solving initial value problems (IVPs) is presented, together with proofs of soundness, completeness, and some results on the algebraic complexity of the method. While the common fixed-precision interval arithmetic methods are restricted by the precision of the underlying machine architecture, domain-theoretic methods may be complete, i.e., the result may be obtained to any degree of accuracy. Furthermore, unlike methods based on interval arithmetic which require access to the syntactic representation of the vector field, domain-theoretic methods only deal with the semantics of the field, in the sense that the field is assumed to be given via finitely-representable approximations, to within any required accuracy.

In contrast to the domain-theoretic first-order Euler method, the second-order method uses the local Lipschitz properties of the field. This is achieved by using a domain for Lipschitz functions, whose elements are consistent pairs that provide approximations of the field and its local Lipschitz properties. In the special case where the field is differentiable, the local Lipschitz properties are exactly the local differential properties of the field. In solving IVPs, Lipschitz continuity of the field is a common assumption, as a sufficient condition for uniqueness of the solution. While the validated methods for solving IVPs commonly impose further restrictions on the vector field, the second-order Euler method requires no further condition. In this sense, the method may be seen as the most general of its kind.

To avoid complicated notations and lengthy arguments, the results of the paper are stated for the second-order Euler method. Nonetheless, the framework, and the results, may be extended to any higher-order Euler method, in a straightforward way.

初值问题的域论二阶欧拉解法
提出了一种求解初值问题的域理论方法,并给出了该方法的完备性和完备性的证明,以及该方法代数复杂度的一些结果。一般的定精度区间算法受到底层机器结构精度的限制,而领域理论方法是完备的,即可以得到任意精度的结果。此外,与需要访问向量场的语法表示的基于区间算法的方法不同,域理论方法只处理字段的语义,在某种意义上,假定字段是通过有限可表示的近似给出的,在任何所需的精度范围内。与区域理论的一阶欧拉方法相比,二阶方法利用了场的局部Lipschitz性质。这是通过使用李普希茨函数的定义域来实现的,李普希茨函数的元素是一致对,提供了场及其局部李普希茨性质的近似值。在场可微的特殊情况下,局部利普希茨性质就是场的局部微分性质。在求解IVPs时,场的Lipschitz连续性是一个常见的假设,是解的唯一性的充分条件。虽然已验证的求解ivp的方法通常会对向量场施加进一步的限制,但二阶欧拉法不需要进一步的条件。从这个意义上说,这种方法可以看作是同类方法中最通用的。为了避免复杂的符号和冗长的论证,本文给出了二阶欧拉法的结果。尽管如此,该框架和结果可以以一种直接的方式扩展到任何高阶欧拉方法。
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来源期刊
Electronic Notes in Theoretical Computer Science
Electronic Notes in Theoretical Computer Science Computer Science-Computer Science (all)
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