Deterministic parallel global parameter estimation for a model of the budding yeast cell cycle
نویسندگان
چکیده
Two parallel deterministic direct search algorithms are used to find improved parameters for a system of differential equations designed to simulate the cell cycle of budding yeast. Comparing the model simulation results to experimental data is difficult because most of the experimental data is qualitative rather than quantitative. An algorithm to convert simulation results to mutant phenotypes is presented. Vectors of parameters defining the differential equation model are rated by a discontinuous objective function. Parallel results on a 2200 processor supercomputer are presented for a global optimization algorithm, DIRECT, a local optimization algorithm, MADS, and a hybrid of the two.
منابع مشابه
Deterministic Global Parameter Estimation for a Budding Yeast Model
Two parallel deterministic direct search algorithms are used to find improved parameters for a biological model. The model is a system of differential equations designed to simulate the cell cycle of budding yeast. Comparing the model simulation results to experimental data is difficult because most of the experimental data is qualitative rather than quantitative; an algorithm to convert simula...
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ورودعنوان ژورنال:
- J. Global Optimization
دوره 40 شماره
صفحات -
تاریخ انتشار 2008