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非线性时滞系统时滞参数的可辨识性及其在系统生物学中的应用

Identifiability of Delay Parameters for Nonlinear Time-delay Systems with Applications in Systems Biology
课程网址: http://videolectures.net/pesb07_anguelova_iod/  
主讲教师: Milena Anguelova
开课单位: 查尔姆斯理工大学
开课时间: 2007-04-04
课程语种: 英语
中文简介:
将简要介绍参数可识别性的概念,然后简要描述如何通过等级计算对ODE系统测试该属性。然后,这个分析扩展到延迟系统,最近由Xia等人开发。 [1]和张等人。 [2]将进行审查。在这些工作中,作者使用非交换环上的模块框架来制定具有已知时间延迟的延迟系统的参数可识别性的类似秩检验。然后,我们正在进行的工作将由Timmer等人的细胞信号转导模型推动。 [3],其中STAT 5在核中的停留时间是由未知的时间延迟建模的,这是由Timmer等人数值估计的。我们将展示时间延迟参数的可识别性是如何由外部形式决定的。输入输出表示系统。在[1]和[2]的数学框架中工作,我们根据输出导数梯度所跨越的空间的等级计算制定明确的标准。最后,将讨论文献中的几个生物系统的例子。与Bernt Wennberg共同合作。
课程简介: The concept of parameter identifiability will be introduced briefly, followed by a short description of how this property can be tested for ODE-systems in general by rank calculations. Then, the extension of this analysis to delay systems, recently developed by Xia et al. [1] and Zhang et al. [2] will be reviewed. In these works, the authors use the framework of modules over non-commutative rings to formulate an analogous rank test for parameter identifiability of delay systems with known time-delays. Our ongoing work will then be motivated by a model of cellular signal transduction by Timmer et al. [3], where the sojourn time of STAT-5 in the nucleus is modelled by an unknown time delay which is estimated numerically by Timmer et al.. We will show how the identifiability of the time delay parameter is determined by the form of the external input-output representation of the system. Working in the mathematical framework of [1] and [2], we formulate explicit criteria based on rank calculations for the space spanned by the gradients of the output derivatives. Finally, several examples of biological systems from the literature will be discussed. Joint work with Bernt Wennberg.
关 键 词: 参数可识别性; 等级计算; 延迟系统
课程来源: 视频讲座网
最后编审: 2019-09-13:lxf
阅读次数: 55