Title Web-based tool for algebraic modeling and mathematical optimization /
Authors Jusevičius, Vaidas ; Paulavičius, Remigijus
DOI 10.3390/math9212751
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Is Part of Mathematics.. Basel : MDPI. 2021, vol. 9, iss. 21, art. no. 2751, p. [1-18].. eISSN 2227-7390
Keywords [eng] mathematical optimization ; algebraic modeling languages ; mathematical modeling ; AMPL ; GAMS ; Pyomo ; JuMP
Abstract [eng] 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.
Published Basel : MDPI
Type Journal article
Language English
Publication date 2021
CC license CC license description