Cargando…

Swarm Intelligence Approach for Rational Global Approximation of Characteristic Curves for the Van der Waals Equation of State

The Van der Waals (VdW) equation of state is a popular generalization of the law of ideal gases proposed time ago. In many situations, it is convenient to compute the characteristic curves of the VdW equation of state, called binodal and spinodal curves. Typically, they are constructed through data...

Descripción completa

Detalles Bibliográficos
Autores principales: Campuzano, Almudena, Iglesias, Andrés, Gálvez, Akemi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2020
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7302552/
http://dx.doi.org/10.1007/978-3-030-50426-7_45
_version_ 1783547869692690432
author Campuzano, Almudena
Iglesias, Andrés
Gálvez, Akemi
author_facet Campuzano, Almudena
Iglesias, Andrés
Gálvez, Akemi
author_sort Campuzano, Almudena
collection PubMed
description The Van der Waals (VdW) equation of state is a popular generalization of the law of ideal gases proposed time ago. In many situations, it is convenient to compute the characteristic curves of the VdW equation of state, called binodal and spinodal curves. Typically, they are constructed through data fitting from a collection of data points represented in the two-dimensional pressure-volume plane. However, the resulting models are still limited and can be further enhanced. In this paper, we propose to extend this polynomial approach by using a rational function as a fitting function. In particular, we consider a rational free-form Bézier curve, which provides a global approximation to the shape of the curve. This rational approach is more flexible than the polynomial one owing to some extra parameters, the weights. Unfortunately, data fitting becomes more difficult as these new parameters have also to be computed. In this paper we address this problem through a powerful nature-inspired swarm intelligence method for continuous optimization called the bat algorithm. Our experimental results show that the method can reconstruct the characteristic curves with very good accuracy.
format Online
Article
Text
id pubmed-7302552
institution National Center for Biotechnology Information
language English
publishDate 2020
record_format MEDLINE/PubMed
spelling pubmed-73025522020-06-19 Swarm Intelligence Approach for Rational Global Approximation of Characteristic Curves for the Van der Waals Equation of State Campuzano, Almudena Iglesias, Andrés Gálvez, Akemi Computational Science – ICCS 2020 Article The Van der Waals (VdW) equation of state is a popular generalization of the law of ideal gases proposed time ago. In many situations, it is convenient to compute the characteristic curves of the VdW equation of state, called binodal and spinodal curves. Typically, they are constructed through data fitting from a collection of data points represented in the two-dimensional pressure-volume plane. However, the resulting models are still limited and can be further enhanced. In this paper, we propose to extend this polynomial approach by using a rational function as a fitting function. In particular, we consider a rational free-form Bézier curve, which provides a global approximation to the shape of the curve. This rational approach is more flexible than the polynomial one owing to some extra parameters, the weights. Unfortunately, data fitting becomes more difficult as these new parameters have also to be computed. In this paper we address this problem through a powerful nature-inspired swarm intelligence method for continuous optimization called the bat algorithm. Our experimental results show that the method can reconstruct the characteristic curves with very good accuracy. 2020-05-25 /pmc/articles/PMC7302552/ http://dx.doi.org/10.1007/978-3-030-50426-7_45 Text en © Springer Nature Switzerland AG 2020 This article is made available via the PMC Open Access Subset for unrestricted research re-use and secondary analysis in any form or by any means with acknowledgement of the original source. These permissions are granted for the duration of the World Health Organization (WHO) declaration of COVID-19 as a global pandemic.
spellingShingle Article
Campuzano, Almudena
Iglesias, Andrés
Gálvez, Akemi
Swarm Intelligence Approach for Rational Global Approximation of Characteristic Curves for the Van der Waals Equation of State
title Swarm Intelligence Approach for Rational Global Approximation of Characteristic Curves for the Van der Waals Equation of State
title_full Swarm Intelligence Approach for Rational Global Approximation of Characteristic Curves for the Van der Waals Equation of State
title_fullStr Swarm Intelligence Approach for Rational Global Approximation of Characteristic Curves for the Van der Waals Equation of State
title_full_unstemmed Swarm Intelligence Approach for Rational Global Approximation of Characteristic Curves for the Van der Waals Equation of State
title_short Swarm Intelligence Approach for Rational Global Approximation of Characteristic Curves for the Van der Waals Equation of State
title_sort swarm intelligence approach for rational global approximation of characteristic curves for the van der waals equation of state
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7302552/
http://dx.doi.org/10.1007/978-3-030-50426-7_45
work_keys_str_mv AT campuzanoalmudena swarmintelligenceapproachforrationalglobalapproximationofcharacteristiccurvesforthevanderwaalsequationofstate
AT iglesiasandres swarmintelligenceapproachforrationalglobalapproximationofcharacteristiccurvesforthevanderwaalsequationofstate
AT galvezakemi swarmintelligenceapproachforrationalglobalapproximationofcharacteristiccurvesforthevanderwaalsequationofstate