Hybrid swarm optimization for vapor-liquid equilibrium modeling

被引:10
作者
Lazzus, Juan A. [1 ]
机构
[1] Univ La Serena, Dept Fis, La Serena, Chile
关键词
Vapor-liquid equilibrium; Peng-Robinson equation; NRTL model; UNIQUAC model; Binary interaction parameters; Particle swarm optimization; Ant colony optimization; ACTIVITY-COEFFICIENT MODELS; PRESSURE PHASE-BEHAVIOR; PARTICLE SWARM; EQUATION; THERMODYNAMICS; MIXTURES; ENERGY; STATE;
D O I
10.1016/j.molliq.2014.03.031
中图分类号
O64 [物理化学(理论化学)、化学物理学];
学科分类号
070304 ; 081704 ;
摘要
A hybrid algorithm based on particle swarm optimization and ant colony optimization was used to describe the vapor-liquid equilibrium of complex mixtures. The proposed PSO + ACO algorithm is tested on several benchmark functions from the usual literature. Firstly, nine binary vapor-liquid phase systems containing supercritical fluids and ionic liquids were evaluated for optimizing the equation of state method. Next, twenty binary vapor-liquid phase systems were described using two activity coefficient models optimized by the hybrid algorithm. The results of vapor-liquid equilibrium modeling were compared with the Levenberg-Marquardt algorithm, and show that the application of PSO + ACO algorithm on thermodynamic models such as equation of state methods and activity coefficient models, is crucial, and that the hybrid PSO + ACO algorithm is a good tool to optimize the interaction parameters to describe the vapor-liquid equilibrium of several systems. (C) 2014 Elsevier B.V. All rights reserved.
引用
收藏
页码:167 / 177
页数:11
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