Web-Based Tool for Algebraic Modeling and Mathematical Optimization

In this article, we present a new open-source tool for algebraic modeling and mathematical optimization. We begin by distilling the main gaps within the existing algebraic modeling languages and tools (varying performance, limited cross-compatibility, complex syntax, and different solver, feature, a...

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Autores principales: Vaidas Jusevičius, Remigijus Paulavičius
Formato: article
Lenguaje:EN
Publicado: MDPI AG 2021
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Acceso en línea:https://doaj.org/article/67ba0c0ae3254b47b70f4c9381f1e8f2
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spelling oai:doaj.org-article:67ba0c0ae3254b47b70f4c9381f1e8f22021-11-11T18:17:51ZWeb-Based Tool for Algebraic Modeling and Mathematical Optimization10.3390/math92127512227-7390https://doaj.org/article/67ba0c0ae3254b47b70f4c9381f1e8f22021-10-01T00:00:00Zhttps://www.mdpi.com/2227-7390/9/21/2751https://doaj.org/toc/2227-7390In this article, we present a new open-source tool for algebraic modeling and mathematical optimization. We begin by distilling the main gaps within the existing algebraic modeling languages and tools (varying performance, limited cross-compatibility, complex syntax, and different solver, feature, and problem type support). Later, we propose a state-of-the-art web-based tool (WebAML and Optimization System) for algebraic modeling languages and mathematical optimization. The tool does not require specific algebraic language knowledge, allows solving problems using different solvers, and utilizes the best characteristics of existing algebraic modeling languages. We also provide clear extension points and ideas on how we could further improve such a tool.Vaidas JusevičiusRemigijus PaulavičiusMDPI AGarticlemathematical optimizationalgebraic modeling languagesmathematical modelingAMPLGAMSpyomoMathematicsQA1-939ENMathematics, Vol 9, Iss 2751, p 2751 (2021)
institution DOAJ
collection DOAJ
language EN
topic mathematical optimization
algebraic modeling languages
mathematical modeling
AMPL
GAMS
pyomo
Mathematics
QA1-939
spellingShingle mathematical optimization
algebraic modeling languages
mathematical modeling
AMPL
GAMS
pyomo
Mathematics
QA1-939
Vaidas Jusevičius
Remigijus Paulavičius
Web-Based Tool for Algebraic Modeling and Mathematical Optimization
description In this article, we present a new open-source tool for algebraic modeling and mathematical optimization. We begin by distilling the main gaps within the existing algebraic modeling languages and tools (varying performance, limited cross-compatibility, complex syntax, and different solver, feature, and problem type support). Later, we propose a state-of-the-art web-based tool (WebAML and Optimization System) for algebraic modeling languages and mathematical optimization. The tool does not require specific algebraic language knowledge, allows solving problems using different solvers, and utilizes the best characteristics of existing algebraic modeling languages. We also provide clear extension points and ideas on how we could further improve such a tool.
format article
author Vaidas Jusevičius
Remigijus Paulavičius
author_facet Vaidas Jusevičius
Remigijus Paulavičius
author_sort Vaidas Jusevičius
title Web-Based Tool for Algebraic Modeling and Mathematical Optimization
title_short Web-Based Tool for Algebraic Modeling and Mathematical Optimization
title_full Web-Based Tool for Algebraic Modeling and Mathematical Optimization
title_fullStr Web-Based Tool for Algebraic Modeling and Mathematical Optimization
title_full_unstemmed Web-Based Tool for Algebraic Modeling and Mathematical Optimization
title_sort web-based tool for algebraic modeling and mathematical optimization
publisher MDPI AG
publishDate 2021
url https://doaj.org/article/67ba0c0ae3254b47b70f4c9381f1e8f2
work_keys_str_mv AT vaidasjusevicius webbasedtoolforalgebraicmodelingandmathematicaloptimization
AT remigijuspaulavicius webbasedtoolforalgebraicmodelingandmathematicaloptimization
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