利用统计筛选提高对模型的理解

Timothy R. B. Taylor, David N. Ford, A. Ford
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引用次数: 54

摘要

动态系统的模型通常是为了通过识别和修改驱动系统行为的结构和参数来改进系统性能。一旦确定,就可以使用这些策略来设计和测试性能改进策略。制定政策的第一步是确定高杠杆参数和结构,即驱动系统行为的有影响力的模型部分。目前的工作描述了使用统计筛选作为一种工具,以提高模型的理解,解释和发展的六个步骤的过程。统计筛选为系统建模者提供了一个用户友好的工具,可以用来帮助解释模型结构如何驱动行为。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Improving model understanding using statistical screening
Models of dynamic systems are often constructed to improve system performance by identifying and modifying structures and parameters that drive system behavior. Once identified, these can be used to design and test policies for performance improvement. A preliminary step in developing policies is the identification of high leverage parameters and structures, the influential model sections that drive system behavior. The current work describes the use of statistical screening as a tool to improve model understanding, explanation, and development with a six step process. Statistical screening offers system modelers a user-friendly tool that can be used to help explain how model structure drives behavior.
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