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模型模板:跨学科应用与交织

Model templates: transdisciplinary application and entanglement.

作者信息

Knuuttila Tarja, Loettgers Andrea

机构信息

Department of Philosophy, University of Vienna, Universitätsstraße 7, A-1010, Vienna, Australia.

出版信息

Synthese. 2023;201(6):200. doi: 10.1007/s11229-023-04178-3. Epub 2023 Jun 2.

Abstract

The omnipresence of the same basic equations, function forms, algorithms, and quantitative methods is one of the most spectacular characteristics of contemporary modeling practice. Recently, the emergence of the discussion of templates and template transfer has addressed this striking cross-disciplinary reach of certain mathematical forms and computational algorithms. In this paper, we develop a notion of a model template, consisting of its mathematical structure, ontology, prototypical properties and behaviors, focal conceptualizations, and the paradigmatic questions it addresses. We apply this notion to three widely disseminated and powerful model templates: the Sherrington-Kirkpatrick model of spin glasses, scale-free networks, and the Kuramoto model of synchronization. We argue that what appears to be an interdisciplinary model transfer between different domains turns out, from a broader perspective, to be the application of transdisciplinary model templates across a multitude of domains. We also point out a further feature of template-based modeling that so far has not been discussed: template entanglement. Such entanglement enhances and makes manifest the conceptual side of model templates.

摘要

相同的基本方程、函数形式、算法和定量方法无处不在,这是当代建模实践最显著的特征之一。最近,关于模板和模板转移的讨论出现,探讨了某些数学形式和计算算法惊人的跨学科应用范围。在本文中,我们提出了模型模板的概念,包括其数学结构、本体论、原型属性和行为、核心概念以及它所解决的范式问题。我们将这个概念应用于三个广泛传播且强大的模型模板:自旋玻璃的谢林顿 - 柯克帕特里克模型、无标度网络以及同步的库拉托莫模型。我们认为,从更广泛的角度来看,不同领域之间看似跨学科的模型转移,实际上是跨学科模型模板在众多领域的应用。我们还指出了基于模板建模的一个迄今未被讨论的进一步特征:模板纠缠。这种纠缠增强并凸显了模型模板的概念层面。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/0747/10238306/0da697ff0010/11229_2023_4178_Fig1_HTML.jpg

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