On the Performance of Swarm Intelligence Optimization Algorithms for Phase Stability and Liquid-Liquid and Vapor-Liquid Equilibrium Calculations

被引:2
|
作者
Fateen, Seif-Eddeen K. [1 ,2 ]
Bonilla-Petriciolet, Adrian [3 ]
机构
[1] Cairo Univ, Dept Chem Engn, Giza, Egypt
[2] Amer Univ Cairo, Dept Petr & Energy Engn, New Cairo, Egypt
[3] Inst Tecnol Aguascalientes, Dept Chem Engn, Aguascalientes, Mexico
关键词
Swarm intelligence; optimization methods; phase equilibrium; phase stability; chemical equilibrium; FREE-ENERGY MINIMIZATION; CUCKOO SEARCH ALGORITHM; DIFFERENTIAL EVOLUTION; NONREACTIVE SYSTEMS; REACTIVE SYSTEMS;
D O I
10.3311/PPch.7636
中图分类号
TQ [化学工业];
学科分类号
0817 ;
摘要
This study introduces new soft computing optimization techniques for performing the phase stability analysis and phase equilibrium calculations in both reactive and non-reactive systems. In particular, the performance of the several swarm intelligence optimization methods is compared and discussed based on both reliability and computational efficiency using practical stopping criteria for these applied thermodynamic calculations. These algorithms are: Intelligent Firefly Algorithm (IFA), Cuckoo Search (CS), Artificial Bee Algorithm (ABC) and Bat Algorithm (BA). It is important to note that no attempts have been reported in the literature to evaluate their performance in solving the phase and chemical equilibrium problems. Results indicated that CS was found to be the most reliable technique across different problems tried at the time that it requires similar computational effort to the other methods. In summary, this study provides new results and insights about the capabilities and limitations of bio-inspired optimization methods for performing applied thermodynamic calculations.
引用
收藏
页码:186 / 200
页数:15
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