Maple application for structural identifiability analysis of ODE models

IF 0.4 Q4 MATHEMATICS, APPLIED ACM Communications in Computer Algebra Pub Date : 2021-06-01 DOI:10.1145/3493492.3493497
Ilia Ilmer, A. Ovchinnikov, G. Pogudin
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Abstract

Structural identifiability properties of models of ordinary differential equations help one assess if the parameter's value can be recovered from experimental data. This theoretical property can be queried without the need for data collection and is determined with help of differential algebraic tools. We present a web-based Structural Identifiability Toolbox that rigorously uncovers identifiability properties of individual parameters of ODE systems as well as their functions (also called identifiable combinations) using the apparatus of differential algebra. The application requires no installation and is readily available at https://maple.cloud/app/6509768948056064/
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用于ODE模型结构可识别性分析的Maple应用程序
常微分方程模型的结构可辨识性有助于评估参数值是否可以从实验数据中恢复。这种理论性质可以在不需要收集数据的情况下查询,并借助微分代数工具确定。我们提出了一个基于网络的结构可识别性工具箱,它严格地揭示了ODE系统的单个参数及其函数(也称为可识别组合)的可识别性属性。该应用程序不需要安装,可以在https://maple.cloud/app/6509768948056064/上随时获得
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