快速响应强迫指数系统的计算机模拟

Wasyl Malyj Jr, R.El Smith, G Nakayama
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引用次数: 1

摘要

计算机模拟中的两个常见问题是在模型中决定忽略或包含所研究系统的特定元素,以及选择适当的积分算法。为了研究这些问题的各个方面,考虑了一个简单的指数系统,其中一个很大的模拟误差是由一个相当小的截断误差引起的。计算精度、步长和硬件选择对该误差的影响在标准精度和扩展精度范围内的步长和各种计算机上进行了检查。对于这个模型,仿真精度是计算机单词尾数中位数的指数函数。最佳步长是精度要求和精度使用的函数;随着精度要求的增加,截断和舍入误差之间的权衡变得很重要。如果所需的精度是可用的,那么机器的选择主要是在经济方面是重要的。我们得出的结论是,截断误差等小项对模拟的影响可能出乎意料地大,解决方案应始终进行检查,并且高精度和宽动态范围对于成功的计算机模拟模型(如所检查的模型)非常重要。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Computer simulation of rapidly responding forced exponential systems

Two common problems in computer simulations are the decisions to ignore or include a particular element of a system under study in a model and the choice of an appropriate integration algorithm. To examine aspects of these problems, a simple exponential system is considered in which a large simulation error is induced by a rather small truncation error. The effect of computational precision, step size and hardware selection on this error is examined at standard and extended precisions over a range of step sizes and on a variety of computers. For this model, simulation accuracy is an exponential function of the number of bits in the mantissa of the computer word. Optimal step size is a function of accuracy required and precision used; a trade-off between truncation and round-off errors becomes important as accuracy requirements increase. Machine selection is important primarily in economic terms if the required precision is available. We conclude that the effect on a simulation of small terms such as truncation errors can be unexpectedly large, that solutions should always be checked, and that high precision and wide dynamic range are important to the successful computer simulation of models such as that examined.

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