PCA: Simulating erroneous equations for error-visualization

Tomoya Horiguchi, T. Hirashima
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Abstract

This paper presents the method of simulating the simultaneous equations which are over/under-constrained by the learner's misconception (partial constraint analysis: PCA). It can deal with arbitrary linear differential and/or algebraic equations with erroneous parts which preserve linearity. The procedure is as follows: (1) to generate the network which describes the constraints among the variables in equations (causal relation network: cn); (2) to abstract the subgraphs in which variables can be calculated (executed) independently of the rest (partial causal chains: pc); (3) to enumerate the combinations of pces which can be executed simultaneously; and (4) to execute the selected combination by supplying the driving data exogenously for simulating the behavior of the erroneous system. An example of application to a simple electric circuit is also presented.
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PCA:模拟错误方程的误差可视化
本文提出了一种模拟因学习者的误解而出现过约束/欠约束的联立方程的方法(部分约束分析:PCA)。它可以处理任意线性微分方程和/或代数方程的错误部分,保持线性。其过程如下:(1)生成描述方程中变量间约束的网络(因果关系网络:cn);(2)抽象出可以独立于其他变量计算(执行)的子图(部分因果链:pc);(三)列举可以同时执行的程序组合;(4)通过外部提供驱动数据来模拟错误系统的行为,执行所选择的组合。并给出了在简单电路中的应用实例。
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