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Sensitivity Analysis in Optimization of Time-Distributed Parameters for a Coronary Circulation Model

机译:冠脉循环模型时间分布参数优化的敏感性分析

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摘要

A method has been developed for parameter estimation using sensitivity analysis in a model for transport of substrates and ions between the blood stream and myocardial cells. Experimental data include indicator-dilution curves recorded from the coronary sinus of dogs and rabbits after bolus injections into the aorta. In addition, the intramyocardial density of deposition of radioactive microspheres was used to provide estimates of the heterogeneity of regional flows in the heart. The sensitivity analysis employed a calculation of the domains of dominance (regions of maximal impact defined with respect to the form of the indicator-dilution curves and the time after injection) for each parameter on the basis of their sensitivity functions.Parameter estimation in a new two-barrier convection-diffusion model of coronary circulation has been achieved with great efficiency. Computation time was reduced to several minutes on an Interdata minicomputer as compared with 45 minutes to several hours using conventional optimization techniques such as STEPT (a direct search routine) or Simplex. The new parameter estimation method based on selective sensitivity is recommended for the class of problems which involve parameters with a well expressed distribution over the range of the independent variable.
机译:已经开发了一种在模型中使用敏感性分析进行参数估计的方法,用于在血流和心肌细胞之间转运底物和离子。实验数据包括在推注大动脉后从狗和兔子的冠状窦记录的指示剂稀释曲线。另外,放射性微球沉积的心肌内密度被用来估计心脏中局部血流的异质性。敏感性分析基于敏感性函数对每个参数计算了优势域(相对于指示剂-稀释曲线的形式和注入后的时间定义的最大影响区域)。高效地建立了冠脉循环的两屏障对流扩散模型。与使用传统优化技术(例如STEPT(直接搜索例行程序)或Simplex)的45分钟到数小时相比,Interdata小型计算机上的计算时间减少了几分钟。对于涉及参数在自变量范围内具有明确表示分布的问题类别,建议使用基于选择性灵敏度的新参数估计方法。

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