数据分析中的计算机模拟:粒子物理学案例研究

IF 1.4 2区 哲学 Q1 HISTORY & PHILOSOPHY OF SCIENCE Studies in History and Philosophy of Science Pub Date : 2024-05-16 DOI:10.1016/j.shpsa.2024.03.005
Brigitte Falkenburg
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引用次数: 0

摘要

本文介绍了 1983 年进行的 CDHS 粒子物理散射实验的数据分析案例研究。该案例研究将计算机模拟在数据分析中的作用与近期关于模拟在高能物理(HEP)中的作用和数据的理论滞后性的哲学研究进行了比较。在 CDHS 的数据分析中,计算机模拟进入了概率数据修正的迭代过程。计算机模拟是数据分析的重要组成部分,有助于提高测量的准确性。模拟的使用方式在一定意义上符合 "模型作为中介"(摩根和莫里森)的功能,即中介有关测量误差的知识和纠正误差的方法。我认为,模拟的使用并没有造成根据理论调整数据,反之亦然的恶性循环,而只是造成了数据与科学现实主义相适应的弱的或良性的理论滞后性。在 CDHS 结果的出版物中,测量结果被称为 "观测数据",这表明物理学家对测量量所持的现实主义态度与实体现实主义或理论现实主义并不完全一致。
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Computer simulation in data analysis: A case study from particle physics.

The paper presents a case study of the data analysis in the CDHS scattering experiment of particle physics performed in 1983. The case study compares the function of computer simulation in the data analysis with recent philosophical work on the role of simulations in high energy physics (HEP) and the theory-ladenness of the data. In the data analysis of CDHS, computer simulations entered an iterative process of probabilistic data correction. The computer simulation was a crucial ingredient of the data analysis that served to increase the accuracy of the measurement. The way in which simulation was used corresponds in a certain sense to the function of "models as mediators" (Morgan and Morrison), by mediating knowledge about measurement errors and the way of correcting them. I argue that this use of simulation did not give rise to a vicious circle of adjusting data to theory and vice versa but only to a weak, or benign, theory-ladenness of the data compatible with scientific realism. In the publication of the CDHS results, the measurement outcomes are called "observed data", indicating a realist attitude of the physicists towards the measured quantities which does not exactly fit in with entity realism or theory realism.

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来源期刊
Studies in History and Philosophy of Science
Studies in History and Philosophy of Science 管理科学-科学史与科学哲学
CiteScore
2.50
自引率
10.00%
发文量
166
审稿时长
6.6 weeks
期刊介绍: Studies in History and Philosophy of Science is devoted to the integrated study of the history, philosophy and sociology of the sciences. The editors encourage contributions both in the long-established areas of the history of the sciences and the philosophy of the sciences and in the topical areas of historiography of the sciences, the sciences in relation to gender, culture and society and the sciences in relation to arts. The Journal is international in scope and content and publishes papers from a wide range of countries and cultural traditions.
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