首页> 美国卫生研究院文献>other >Numerical Schemes for Solving and Optimizing Multiscale Models with Age of Hepatitis C Virus Dynamics
【2h】

Numerical Schemes for Solving and Optimizing Multiscale Models with Age of Hepatitis C Virus Dynamics

机译:求解丙型肝炎病毒动力学年龄的多尺度模型的数值方案

代理获取
本网站仅为用户提供外文OA文献查询和代理获取服务,本网站没有原文。下单后我们将采用程序或人工为您竭诚获取高质量的原文,但由于OA文献来源多样且变更频繁,仍可能出现获取不到、文献不完整或与标题不符等情况,如果获取不到我们将提供退款服务。请知悉。

摘要

Age-structured PDE models have been developed to study viral infection and treatment. However, they are notoriously difficult to solve. Here, we investigate the numerical solutions of an age-based multiscale model of hepatitis C virus (HCV) dynamics during antiviral therapy and compare them with an analytical approximation, namely its long-term approximation. First, starting from a simple yet flexible numerical solution that also considers an integral approximated over previous iterations, we show that the long-term approximation is an underestimate of the PDE model solution as expected since some infection events are being ignored. We then argue for the importance of having a numerical solution that takes into account previous iterations for the associated integral, making problematic the use of canned solvers. Second, we demonstrate that the governing differential equations are stiff and the stability of the numerical scheme should be considered. Third, we show that considerable gain in efficiency can be achieved by using adaptive stepsize methods over fixed stepsize methods for simulating realistic scenarios when solving multiscale models numerically. Finally, we compare between several numerical schemes for the solution of the equations and demonstrate the use of a numerical optimization scheme for the parameter estimation performed directly from the equations.
机译:已开发出年龄结构化的PDE模型来研究病毒感染和治疗。但是,众所周知,它们很难解决。在这里,我们研究了抗病毒治疗期间基于年龄的丙型肝炎病毒(HCV)动态多尺度模型的数值解,并将它们与分析近似值(即长期近似值)进行比较。首先,从一个简单但灵活的数值解决方案开始,该解决方案还考虑了先前迭代的近似值,我们表明,由于某些感染事件被忽略,因此长期逼近是PDE模型解决方案的低估。然后,我们认为具有数值解决方案的重要性,该解决方案应考虑到相关积分的先前迭代,这使得使用固定求解器成为问题。其次,我们证明了控制微分方程是刚性的,应该考虑数值方案的稳定性。第三,我们证明了在数值求解多尺度模型时,通过使用自适应步长方法而不是固定步长方法来模拟现实情况,可以实现相当大的效率提高。最后,我们在几个数值方案之间进行比较,以求解方程式,并演示了将数值优化方案用于直接从方程式执行的参数估计。

著录项

相似文献

  • 外文文献
  • 中文文献
  • 专利
代理获取

客服邮箱:kefu@zhangqiaokeyan.com

京公网安备:11010802029741号 ICP备案号:京ICP备15016152号-6 六维联合信息科技 (北京) 有限公司©版权所有
  • 客服微信

  • 服务号