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Experiments on theories: The construction of scientific computer simulation.

机译:理论实验:科学计算机仿真的构建。

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摘要

Scientific computer simulation involves interacting with a mathematical model, in a way that is analogous to performing a laboratory experiment. Based on interviews with scientists, using a framework of grounded theory and symbolic interactionist sociology, the thesis describes crucial features of this novel mode of scientific work.;A dualistic comparison of simulation with 'theory' and 'experiment' (in the second chapter) gives rise to two apparently independent discussions: of the 'experimental' practices associated with simulation (chapter three), and of the 'theoretical' concerns that shape the technique (chapter four). Those discussions are drawn together in chapter five, which describes the interdependence of those two essential aspects of simulation.;Scientists use comparisons with 'theory' and 'experiment' to emphasise simulation's role as a representation, to differentiate between types of mathematical model, to highlight the agency of the machine in simulation, and to present a computer program as functionally equivalent to a laboratory system.;In order that simulation be "the right tool for the job" in scientific research, a computer program (which encodes a mathematical model) must be conceptualised as an opaque entity, the surface behaviour of which can be tinkered with, observed and explored in an 'experimental' manner. Such semi-structured interaction with the interface of a simulation gives rise to strongly intuitive insight into the mathematical model.;Furthermore, the same program must also be open to analysis, in order that its similarity to whatever system it 'simulates' can be established to the satisfaction of the scientific community. The possibility of informative comparison between the computer and the simulated system is epistemologically essential to simulation-based science. Various 'theoretical' strategies for constructing the analogy between simulation and 'reality' are possible.;Simulation-based research depends upon both of these factors simultaneously. A trade-off between 'experimental' interaction and 'theoretical' legitimacy results from limited computer power, such that there is a delicate balance between the electronic technology, the epistemological requirements and the practice requirements of simulation. These mutually dependent factors are jointly essential to scientists' ability to interact 'experimentally' with mathematical models in a way that provides useful information about the simulated system.
机译:科学的计算机模拟涉及与数学模型进行交互,其方式类似于执行实验室实验。在对科学家的访谈的基础上,使用扎根的理论和符号互动主义社会学的框架,论文描述了这种新颖的科学工作模式的关键特征。;模拟与“理论”和“实验”的二元比较(第二章)引起了两个看似独立的讨论:与仿真相关的“实验”实践(第三章),以及影响该技术的“理论”关注点(第四章)。第五章将这些讨论放在一起,描述了仿真这两个基本方面的相互依赖性。科学家使用与“理论”和“实验”的比较来强调仿真作为表示的作用,以区分数学模型的类型,突出显示机器在仿真中的作用,并提供功能上等同于实验室系统的计算机程序。;为了使仿真成为科学研究中的“正确工作工具”,计算机程序(对数学模型进行编码) )必须被概念化为不透明的实体,其表面行为可以以``实验''方式进行修补,观察和探索。这种与模拟界面的半结构化交互作用可以极大地直观地了解数学模型。此外,还必须对同一程序进行分析,以便可以建立与“模拟”系统的相似性。使科学界感到满意。在认识论上,计算机与仿真系统之间进行信息比较的可能性对于基于仿真的科学至关重要。在模拟和“现实”之间构建类比的各种“理论”策略都是可行的。基于模拟的研究同时取决于这两个因素。在“实验”交互和“理论”合法性之间进行权衡是由于计算机功能有限,因此电子技术,认识论要求和模拟的实践要求之间存在微妙的平衡。这些相互依赖的因素对于科学家以提供有关模拟系统的有用信息的方式与数学模型进行“实验性”交互的能力共同至关重要。

著录项

  • 作者

    Dowling, Deborah Caitlin.;

  • 作者单位

    University of Melbourne (Australia).;

  • 授予单位 University of Melbourne (Australia).;
  • 学科 Philosophy.;History of Science.;Sociology Theory and Methods.
  • 学位 Ph.D.
  • 年度 1998
  • 页码 471 p.
  • 总页数 471
  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

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