Computer Technology for Construction ε-Solution of the Problem

V. Zadiraka, I. Shvidchenko
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Abstract

Introduction. Issues of selection and construction of computing resources and methods of their effective use to calculate an approximate solution of the problem with the given accuracy in a limited processor time are considered. The purpose of the article. Based on the analysis of the total error of the computational algorithm, to develop a computer technology (CT) for the construction and solution of the ε-problem and illustrate it on the problems of integrating rapidly oscillating functions and digital signal processing. The results. The general scheme for solving problems of applied and computational mathematics using computer technology is presented. Computer technology includes the formation of a certain set of computing resources, the method and conditions of their use to build a computing process, the result of which should be the solution of the problem. The main attention is paid to the choice of a computer calculations model (input data about the problem, the class of problems of computational mathematics, the class of computational algorithms for calculating the solution, evaluation of quality characteristics and parameters of the computational process, computer architecture, software, restrictions on the value of quality characteristics), the construction of quality characteristic estimates, the possibility of adjusting the mathematical model, the construction of the computational process and the performance of calculations. The issues of determining the optimal parameters of computational algorithms-programs for finding ε-solution are investigated, which are demonstrated on two classes of problems – integration of rapidly oscillating functions and correlation analysis of random processes. Conclusions. The issues of selection and construction of computing resources and methods of their effective use to calculate an approximate solution of the problem with the given accuracy in a limited processor time are considered. The elements of computer technology for solving specific problems on the examples of problems of integration of rapidly oscillating functions and correlation analysis of random processes are applied. Keywords: total error, computer technology, rounding error, rapidly oscillating functions.
构造ε问题的计算机技术
介绍考虑了计算资源的选择和构建问题,以及在有限的处理器时间内以给定的精度计算问题的近似解的有效使用方法。文章的目的。在分析计算算法总误差的基础上,开发了一种构造和求解ε-问题的计算机技术,并在快速振荡函数积分和数字信号处理问题上进行了说明。结果。提出了利用计算机技术解决应用数学和计算数学问题的一般方案。计算机技术包括某一组计算资源的形成、使用它们的方法和条件来构建计算过程,其结果应该是问题的解决方案。主要关注计算机计算模型的选择(关于问题的输入数据、计算数学的问题类别、用于计算解的计算算法类别、计算过程的质量特征和参数的评估、计算机体系结构、软件、对质量特征值的限制),质量特征估计的构建,调整数学模型的可能性,计算过程的构建和计算性能。研究了求解ε-解的计算算法程序的最优参数的确定问题,并在两类问题上进行了论证——快速振荡函数的积分和随机过程的相关性分析。结论。考虑了计算资源的选择和构造问题,以及在有限的处理器时间内以给定的精度计算问题的近似解的有效使用方法。在快速振荡函数的积分问题和随机过程的相关分析问题的例子中,应用了解决特定问题的计算机技术的元素。关键词:总误差,计算机技术,舍入误差,快速振荡函数。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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20
审稿时长
6 weeks
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