Application of the bio-inspired Krill Herd optimization technique to phase equilibrium calculations

被引:22
作者
Moodley, Kuveneshan [1 ]
Rarey, Juergen [1 ,2 ]
Ramjugernath, Deresh [1 ]
机构
[1] Univ KwaZulu Natal, Sch Engn, Thermodynam Res Unit, ZA-4041 Durban, South Africa
[2] Carl von Ossietzky Univ Oldenburg, D-26111 Oldenburg, Germany
关键词
Phase equilibrium; Stability analysis; Metaheuristic optimization; HOMOTOPY-CONTINUATION METHOD; PARTICLE SWARM OPTIMIZATION; ISOTHERMAL FLASH PROBLEM; GLOBAL OPTIMIZATION; DIFFERENTIAL EVOLUTION; STABILITY ANALYSIS; CUBIC EQUATIONS; ENERGY MINIMIZATION; LIQUID-EQUILIBRIUM; GIBBS ENERGY;
D O I
10.1016/j.compchemeng.2014.12.008
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
The Krill Herd optimization technique, which is based on the simulated herding behaviour of the krill crustacean, is applied to calculations involving phase equilibrium and phase stability, as the application of this emerging technique is extremely limited in the literature. In this work, the Krill Herd algorithm (KH)(1) and the modified Levy-flight Krill Herd algorithm (LKH)(2) has been applied to phase stability (PS) and phase equilibrium calculations in non-reactive (PE)(4) and reactive (rPE)(5) systems, where global minimization of the total Gibbs energy is necessary. Several phase stability and phase equilibrium systems were considered for the analysis of the performance of the technique that includes both vapour and liquid phase conditions. The Krill Herd algorithm was found to reliably determine the desired global optima in PS, PE and rPE problems with generally higher success rates and lower computing time requirements than previously applied metaheuristic techniques such as those involving swarm intelligence and genetic and evolutionary algorithms. (C) 2015 Elsevier Ltd. All rights reserved.
引用
收藏
页码:75 / 88
页数:14
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