G. Platt, R. Domingos, Matheus Oliveira de Andrade
{"title":"Application of the Firefly and Luus?Jaakola algorithms in the calculation of a double reactive azeotrope","authors":"G. Platt, R. Domingos, Matheus Oliveira de Andrade","doi":"10.1088/1749-4699/7/1/015002","DOIUrl":null,"url":null,"abstract":"The calculation of reactive azeotropes is an important task in the preliminary design and simulation of reactive distillation columns. Classically, homogeneous nonreactive azeotropes are vapor–liquid coexistence conditions where phase compositions are equal. For homogeneous reactive azeotropes, simultaneous phase and chemical equilibria occur concomitantly with equality of compositions (in the Ung–Doherty transformed space). The modeling of reactive azeotrope calculation is represented by a nonlinear algebraic system with phase equilibrium, chemical equilibrium and azeotropy equations. This nonlinear system can exhibit more than one solution, corresponding to a double reactive azeotrope. In a previous paper (Platt et al 2013 J. Phys.: Conf. Ser. 410 012020), we investigated some numerical aspects of the calculation of reactive azeotropes in the isobutene + methanol + methyl-tert-butyl-ether (with two reactive azeotropes) system using two metaheuristics: the Luus–Jaakola adaptive random search and the Firefly algorithm. Here, we use a hybrid structure (stochastic + deterministic) in order to produce accurate results for both azeotropes. After identifying the neighborhood of the reactive azeotrope, the nonlinear algebraic system is solved using Newton's method. The results indicate that using metaheuristics and some techniques devoted to the calculation of multiple minima allows both azeotropic coordinates in this reactive system to be obtains. In this sense, we provide a comprehensive analysis of a useful framework devoted to solving nonlinear systems, particularly in phase equilibrium problems.","PeriodicalId":89345,"journal":{"name":"Computational science & discovery","volume":"7 1","pages":"015002"},"PeriodicalIF":0.0000,"publicationDate":"2014-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://sci-hub-pdf.com/10.1088/1749-4699/7/1/015002","citationCount":"4","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Computational science & discovery","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1088/1749-4699/7/1/015002","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 4
Abstract
The calculation of reactive azeotropes is an important task in the preliminary design and simulation of reactive distillation columns. Classically, homogeneous nonreactive azeotropes are vapor–liquid coexistence conditions where phase compositions are equal. For homogeneous reactive azeotropes, simultaneous phase and chemical equilibria occur concomitantly with equality of compositions (in the Ung–Doherty transformed space). The modeling of reactive azeotrope calculation is represented by a nonlinear algebraic system with phase equilibrium, chemical equilibrium and azeotropy equations. This nonlinear system can exhibit more than one solution, corresponding to a double reactive azeotrope. In a previous paper (Platt et al 2013 J. Phys.: Conf. Ser. 410 012020), we investigated some numerical aspects of the calculation of reactive azeotropes in the isobutene + methanol + methyl-tert-butyl-ether (with two reactive azeotropes) system using two metaheuristics: the Luus–Jaakola adaptive random search and the Firefly algorithm. Here, we use a hybrid structure (stochastic + deterministic) in order to produce accurate results for both azeotropes. After identifying the neighborhood of the reactive azeotrope, the nonlinear algebraic system is solved using Newton's method. The results indicate that using metaheuristics and some techniques devoted to the calculation of multiple minima allows both azeotropic coordinates in this reactive system to be obtains. In this sense, we provide a comprehensive analysis of a useful framework devoted to solving nonlinear systems, particularly in phase equilibrium problems.
反应共沸物的计算是反应精馏塔初步设计和模拟中的一项重要工作。经典地,均相非反应性共沸物是相组成相等的汽液共存条件。对于均相反应共沸物,同时发生的相平衡和化学平衡伴随着成分的相等(在Ung-Doherty变换空间中)。反应共沸计算的建模是由相平衡、化学平衡和共沸方程组成的非线性代数系统来表示的。这种非线性体系可以表现出不止一种溶液,对应于双反应共沸体。在之前的一篇论文(Platt et al . 2013 J. Phys;本文采用Luus-Jaakola自适应随机搜索和Firefly算法两种元启发式方法,研究了异丁烯+甲醇+甲基叔丁基醚(含两种反应性共沸物)体系中反应性共沸物的计算。在这里,我们使用混合结构(随机+确定性),以便对两种共沸物产生准确的结果。在确定了反应共沸物的邻域后,用牛顿法求解了非线性代数系统。结果表明,利用元启发式和一些专门用于计算多重极小值的技术,可以得到该反应体系的两个共沸坐标。在这个意义上,我们提供了一个全面的分析,一个有用的框架,致力于解决非线性系统,特别是在相平衡问题。