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Parameters Estimation of Enzymatic Reaction Model for Biodiesel Synthesis by Using Real Coded Genetic Algorithm with Some Crossover Operations

机译:一种使用实际编码遗传算法利用一些交叉操作的生物柴油合成酶法反应模型的参数估计

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Along with the increase in population and industry in many countries, the fuel oil demand also increases.Petroleum exploration on a large scale will accelerate the depletion of petroleum reserves.One alternative to meet fuel needs is the discovery of biodiesel which is renewable alternative energy.Synthesis biodiesel is carried out through an enzymatic reaction.In the enzymatic reaction model making biodiesel, there are parameters that must be estimated.The estimated parameters of the enzymatic reaction model will determine the success of the reaction.The parameter estimation of the enzymatic reaction model can be done using local optimization or global optimization algorithms, but the local optimization algorithm has a major disadvantage, the optimal value obtained is the local optimal value.Genetic algorithms are global optimization algorithms that are capable of working on high-dimensional problems.The success of genetic algorithms is determined by chromosome models, crossover operations, and mutation operations.The use of improper crossover operations often produces local optimum solutions.There are various types of crossover operation, each of which has weaknesses and advantages.This paper studies the parameters estimation of the enzymatic reaction model for biodiesel synthesis by using genetic algorithms with some crossover operation.
机译:随着许多国家的人口和行业的增加,燃料油需求也增加了。大规模的普遍勘探将加速石油储备的消耗。符合燃料需求的替代方案是生物柴油,这是可再生替代能源的生物柴油。合成生物柴油通过酶促反应进行。酶促反应模型制造生物柴油,存在必须估计的参数。酶促反应模型的估计参数将确定反应的成功。酶反应模型的参数估计可使用局部优化和全局优化算法来完成,但局部优化算法有一个主要的缺点,获得最佳值是局部最优value.Genetic算法是全局优化算法,能够对高维problems.The成功的工作遗传算法由染色体模型确定,交叉歌剧蒸发散,和突变operations.The不当使用交叉操作经常产生局部最优solutions.There各种类型交叉操作的,其中的每一个通过使用具有的弱点和advantages.This纸研究生物柴油合成酶反应模型的参数估计具有一些交叉操作的遗传算法。

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