OPTIMUS: A Multidimensional Global Optimization Package

The location of global minima is applied in a variety of problems derived from physics (Duan et al., 1992), chemistry (Liwo et al., 1999), medicine (Lee, 2007), etc.Also, global optimization can be used in complex problems, such as the training of neural networks (Chiroma et al., 2017).Methods used in the global optimization process can be divided into stochastic and deterministic and a comparison between methods of these categories can be found in the work of Sergeyev et al. (2018).This article proposes a software package that incorporates a variety of stochastic methods to handle the optimization of multidimensional functions.

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Publication Details

Journal
The Journal of Open Source Software
Published
2025-04-17
DOI
https://doi.org/10.21105/joss.07584
Citations
15
Primary Topic
Advanced Multi-Objective Optimization Algorithms
Type
article
Field-Weighted Citation Impact
22.56
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article

OPTIMUS: A Multidimensional Global Optimization Package

Alexandros T. Tzallas, V. N. Stavrou, Ioannis G. Tsoulos, Vasileios Charilogis et al.
15 citations
The Journal of Open Source Software
Advanced Multi-Objective Optimization Algorithms
22.56
article

OPTIMUS: A Multidimensional Global Optimization Package

Alexandros T. Tzallas, V. N. Stavrou, Ioannis G. Tsoulos, Vasileios Charilogis, Glykeria Kyrou
article en
15 citations

Abstract

The location of global minima is applied in a variety of problems derived from physics (Duan et al., 1992), chemistry (Liwo et al., 1999), medicine (Lee, 2007), etc.Also, global optimization can be used in complex problems, such as the training of neural networks (Chiroma et al., 2017).Methods used in the global optimization process can be divided into stochastic and deterministic and a comparison between methods of these categories can be found in the work of Sergeyev et al. (2018).This article proposes a software package that incorporates a variety of stochastic methods to handle the optimization of multidimensional functions.

The Journal of Open Source SoftwareVol. 10(108)
Hellenic Naval Academy (GR), University of Ioannina (GR)
Openalex Percentile: Top 1%
Advanced Multi-Objective Optimization Algorithms
22.56
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OPTIMUS: A Multidimensional Global Optimization Package — Alexandros T. Tzallas, V. N. Stavrou, et al. · The Journal of Open Source Software (2025) | TGRS Research Map | TGRS