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动态响应外部刺激的调节:微分方程模型。

Dynamic Regulation Responding to an External Stimulus: A Differential Equation Model.

机构信息

a Department of Psychology , Texas State University.

b Department of Marketing and Electronic Business , Nanjing University.

出版信息

Multivariate Behav Res. 2018 Nov-Dec;53(6):925-939. doi: 10.1080/00273171.2018.1503941. Epub 2018 Nov 20.

Abstract

This study examines the dynamic regulation process responding to an external stimulus. The damped oscillator model has been used to describe this process. However, the model does not allow a nonzero steady state, even though the oscillations may continue and do not necessarily damp toward zero. This study introduces the driven damped oscillator model which has an additional parameter to identify different patterns of the steady state. Three methods, generalized local linear approximation, continuous time structural equation modeling, and analytic solutions of differential equations are provided to estimate model parameters. A simulation study indicates that parameters in the driven damped oscillator model are well recovered. The model is then illustrated using a data set on the daily reports of sales after a sale promotion. Potential applications and possible expansions of this model are also discussed.

摘要

本研究考察了对外界刺激做出响应的动态调节过程。已采用阻尼振荡器模型来描述这一过程。然而,该模型不允许存在非零稳态,尽管振荡可能会持续且不一定会衰减至零。本研究引入了受迫阻尼振荡器模型,该模型增加了一个参数来识别稳态的不同模式。提供了三种方法,即广义局部线性逼近法、连续时间结构方程建模法和微分方程的解析解,以估计模型参数。一项模拟研究表明,受迫阻尼振荡器模型中的参数能够很好地恢复。然后,使用促销活动后每日销售报告数据集来说明该模型。还讨论了该模型的潜在应用和可能的扩展。

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