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首页> 外文期刊>Computers & Chemical Engineering >Application of the bio-inspired Krill Herd optimization technique to phase equilibrium calculations
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Application of the bio-inspired Krill Herd optimization technique to phase equilibrium calculations

机译:受生物启发的磷虾群优化技术在相平衡计算中的应用

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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) and the modified Levy-flight Krill Herd algorithm (LKH) has been applied to phase stability (PS) and phase equilibrium calculations in non-reactive (PE) and reactive (rPE) 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.
机译:基于磷虾甲壳类动物的模拟成群行为的磷虾群优化技术被用于涉及相平衡和相稳定性的计算中,因为这种新兴技术的应用在文献中极为有限。在这项工作中,磷虾牧群算法(KH)和改进的Levy-flight磷虾牧群算法(LKH)已应用于非电抗(PE)和电抗(rPE)系统的相稳定性(PS)和相平衡计算,在全球范围内必须使吉布斯总能量最小化。考虑了几个相稳定性和相平衡系统来分析该技术的性能,包括气相和液相条件。发现Krill Herd算法能够可靠地确定PS,PE和rPE问题中所需的全局最优值,与以前应用的元启发式技术(例如涉及群体智能,遗传和进化算法的那些)相比,通常具有更高的成功率和更低的计算时间要求。

著录项

  • 来源
    《Computers & Chemical Engineering》 |2015年第4期|75-88|共14页
  • 作者单位

    Thermodynamics Research Unit, School of Engineering, University of KwaZulu-Natal, Howard College Campus, Durban 4041, South Africa;

    Thermodynamics Research Unit, School of Engineering, University of KwaZulu-Natal, Howard College Campus, Durban 4041, South Africa ,Industrial Chemistry, Carl von Ossietzky University Oldenburg, 26111 Oldenburg, Germany;

    Thermodynamics Research Unit, School of Engineering, University of KwaZulu-Natal, Howard College Campus, Durban 4041, South Africa ,University of KwaZulu-Natal, Howard College Campus, King George Ⅴ Avenue, Durban 4041, South Africa;

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  • 原文格式 PDF
  • 正文语种 eng
  • 中图分类
  • 关键词

    Phase equilibrium; Stability analysis; Metaheuristic optimization;

    机译:相平衡;稳定性分析;元启发式优化;

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