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首页> 外文期刊>Bulletin of Mathematical Biology >Comparison of Monte Carlo Simulations of Cytochrome b6f with Experiment Using Latin Hypercube Sampling
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Comparison of Monte Carlo Simulations of Cytochrome b6f with Experiment Using Latin Hypercube Sampling

机译:细胞色素b 6 f的Monte Carlo模拟与拉丁超立方采样实验的比较

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摘要

We have programmed a Monte Carlo simulation of the Q-cycle model of electron transport in cytochrome b6f complex, an enzyme in the photosynthetic pathway that converts sunlight into biologically useful forms of chemical energy. Results were compared with published experiments of Kramer and Crofts (Biochim. Biophys. Acta 1183:72–84, 1993). Rates for the simulation were optimized by constructing large numbers of parameter sets using Latin hypercube sampling and selecting those that gave the minimum mean square deviation from experiment. Multiple copies of the simulation program were run in parallel on a Beowulf cluster. We found that Latin hypercube sampling works well as a method for approximately optimizing very noisy objective functions of 15 or 22 variables. Further, the simplified Q-cycle model can reproduce experimental results in the presence or absence of a quinone reductase (Qi) site inhibitor without invoking ad hoc side-reactions.
机译:我们已经对细胞色素b 6 f络合物中的电子传输的Q周期模型进行了程序的蒙特卡洛模拟,该络合物是光合作用中的一种酶,可将阳光转化为生物上有用的化学能形式。将结果与Kramer和Crofts的已发表实验进行了比较(Biochim。Biophys。Acta 1183:72-84,1993)。通过使用拉丁超立方体采样构建大量参数集并选择那些与实验均方差最小的参数集来优化模拟速率。在Beowulf集群上并行运行模拟程序的多个副本。我们发现拉丁超立方体采样作为一种方法可以很好地近似优化15个或22个变量的非常嘈杂的目标函数。此外,简化的Q周期模型可以在存在或不存在醌还原酶(Q i )位点抑制剂的情况下重现实验结果,而无需进行特别的副反应。

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