The role of falsification in the validation of numerical models

IF 1.7 3区 工程技术 Q3 ENGINEERING, CIVIL Civil Engineering and Environmental Systems Pub Date : 2023-04-03 DOI:10.1080/10286608.2023.2212608
D. Forcellini
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引用次数: 0

Abstract

ABSTRACT Numerical modelling consists of simulating with informatic technologies the conditions of experiments that would require big resources in terms of time and costs. For example, structural engineering considers numerical models of structures because otherwise it would be too expensive to build and destroy a building to study its behaviour under collapse conditions. In this regard, numerical modelling has become a valid alternative to physical experiments since they fall within the scientific method as they need validation that consists in discarding models when the results are not considered reliable. The criterion of falsification is therefore the basis of the selection process not of the ‘most truthful’ model, but of the ‘model least’, that is, less affected by errors. The paper discusses the sources of errors at the base of numerical models by proposing the importance of validation as the application of the falsification method proposed by Karl Popper.
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证伪在数值模型验证中的作用
数值模拟是利用信息技术对实验条件进行模拟,这在时间和成本上都需要大量的资源。例如,结构工程考虑结构的数值模型,因为否则建造和摧毁建筑物来研究其在倒塌条件下的行为将过于昂贵。在这方面,数值模拟已成为物理实验的有效替代方案,因为它们属于科学方法,因为它们需要验证,而验证包括在结果被认为不可靠时丢弃模型。因此,证伪标准不是“最真实”模型的选择过程的基础,而是“最小”模型的选择过程的基础,也就是说,受错误影响较小的模型。本文在数值模型的基础上讨论了误差的来源,提出了验证作为波普尔证伪方法应用的重要性。
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来源期刊
Civil Engineering and Environmental Systems
Civil Engineering and Environmental Systems 工程技术-工程:土木
CiteScore
3.30
自引率
16.70%
发文量
10
审稿时长
>12 weeks
期刊介绍: Civil Engineering and Environmental Systems is devoted to the advancement of systems thinking and systems techniques throughout systems engineering, environmental engineering decision-making, and engineering management. We do this by publishing the practical applications and developments of "hard" and "soft" systems techniques and thinking. Submissions that allow for better analysis of civil engineering and environmental systems might look at: -Civil Engineering optimization -Risk assessment in engineering -Civil engineering decision analysis -System identification in engineering -Civil engineering numerical simulation -Uncertainty modelling in engineering -Qualitative modelling of complex engineering systems
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