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基于SVM的微生物发酵过程软测量建模研究 被引量:24
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作者 刘国海 周大为 +1 位作者 徐海霞 梅从立 《仪器仪表学报》 EI CAS CSCD 北大核心 2009年第6期1228-1232,共5页
微生物发酵过程中支持向量机(SVM)软测量模型的预测精度主要取决于SVM参数和输入变量优化选择。提出了一种新的SVM参数选择与输入变量选取方法,将SVM参数的选择和输入变量的选取看作组合优化问题,构造了基于赤池信息准则(AIC)的组合优... 微生物发酵过程中支持向量机(SVM)软测量模型的预测精度主要取决于SVM参数和输入变量优化选择。提出了一种新的SVM参数选择与输入变量选取方法,将SVM参数的选择和输入变量的选取看作组合优化问题,构造了基于赤池信息准则(AIC)的组合优化目标函数。为提高优化效率,采用遗传模拟退火算法(GSAA)来搜索最优的目标函数值。通过与网格算法、遗传算法等方法对比仿真研究表明,所提SVM微生物发酵过程软测量建模方法在微生物发酵过程的软测量建模中具有优良的性能。 展开更多
关键词 软测量 支持向量机 遗传模拟退火算法 赤池信息准则
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Bertalanffy-Pütter models for the first wave of the COVID-19 outbreak
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作者 Norbert Brunner Manfred Kühleitner 《Infectious Disease Modelling》 2021年第1期532-544,共13页
The COVID-19 pandemics challenges governments across the world.To develop adequate responses,they need accurate models for the spread of the disease.Using least squares,we fitted Bertalanffy-Pütter(BP)trend curve... The COVID-19 pandemics challenges governments across the world.To develop adequate responses,they need accurate models for the spread of the disease.Using least squares,we fitted Bertalanffy-Pütter(BP)trend curves to data about the first wave of the COVID-19 pandemic of 2020 from 49 countries and provinces where the peak of the first wave had been passed.BP-models achieved excellent fits(R-squared above 99%)to all data.Using them to smoothen the data,in the median one could forecast that the final count(asymptotic limit)of infections and fatalities would be 2.48 times(95%confidence limits 2.42-2.6)and 2.67 times(2.39-2.765)the total count at the respective peak(inflection point).By comparison,using logistic growth would evaluate this ratio as 2.00 for all data.The case fatality rate,defined as the quotient of the asymptotic limits of fatalities and confirmed infections,was in the median 4.85%(confidence limits 4.4%e6.5%).Our result supports the strategies of governments that kept the epidemic peak low,as then in the median fewer infections and fewer fatalities could be expected. 展开更多
关键词 akaike information criterion(aic) Bertalanffy-Pütter model(BP-Model) COVID-19 pandemic Epidemic trajectory Least-squares method simulated annealing algorithm
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