A practical tutorial on solving optimization problems via PlatEMO

Tian Y, Zhu W, Zhang X, Jin Y (2023)
Neurocomputing 518: 190-205.

Zeitschriftenaufsatz | Veröffentlicht | Englisch
 
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Autor*in
Tian, Ye; Zhu, Weijian; Zhang, Xingyi; Jin, YaochuUniBi
Abstract / Bemerkung
PlatEMO is an open-source platform for solving complex optimization problems, which provides a variety of metaheuristics including evolutionary algorithms, swarm intelligence algorithms, multi-objective optimization algorithms, surrogate-assisted optimization algorithms, and many others. Due to the problem-independent nature of most metaheuristics, they are versatile for solving problems with various difficulties such as multimodal landscapes, discrete search spaces, multiple objectives, strict constraints, and expensive evaluations, regardless of the fields the problems belong to. Since PlatEMO was published in 2017, it has been used by many researchers from both academia and industry in the computational intelligence community. However, the basic terms and concepts about optimization may confuse practitioners and junior researchers new to metaheuristics. Hence, this paper presents a practical introduction to the use of PlatEMO 4.0, focusing on the procedures of defining problems, selecting suitable metaheuristics, and collecting results. Note, however, that a description of the technical details of metaheuristics is beyond the scope of this paper and interested readers may refer to the cited references.
Erscheinungsjahr
2023
Zeitschriftentitel
Neurocomputing
Band
518
Seite(n)
190-205
ISSN
0925-2312
eISSN
1872-8286
Page URI
https://pub.uni-bielefeld.de/record/2968520

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Tian Y, Zhu W, Zhang X, Jin Y. A practical tutorial on solving optimization problems via PlatEMO. Neurocomputing. 2023;518:190-205.
Tian, Y., Zhu, W., Zhang, X., & Jin, Y. (2023). A practical tutorial on solving optimization problems via PlatEMO. Neurocomputing, 518, 190-205. https://doi.org/10.1016/j.neucom.2022.10.075
Tian, Ye, Zhu, Weijian, Zhang, Xingyi, and Jin, Yaochu. 2023. “A practical tutorial on solving optimization problems via PlatEMO”. Neurocomputing 518: 190-205.
Tian, Y., Zhu, W., Zhang, X., and Jin, Y. (2023). A practical tutorial on solving optimization problems via PlatEMO. Neurocomputing 518, 190-205.
Tian, Y., et al., 2023. A practical tutorial on solving optimization problems via PlatEMO. Neurocomputing, 518, p 190-205.
Y. Tian, et al., “A practical tutorial on solving optimization problems via PlatEMO”, Neurocomputing, vol. 518, 2023, pp. 190-205.
Tian, Y., Zhu, W., Zhang, X., Jin, Y.: A practical tutorial on solving optimization problems via PlatEMO. Neurocomputing. 518, 190-205 (2023).
Tian, Ye, Zhu, Weijian, Zhang, Xingyi, and Jin, Yaochu. “A practical tutorial on solving optimization problems via PlatEMO”. Neurocomputing 518 (2023): 190-205.
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