Multi-objective grounding system optimisation using NSGA-II
| dc.contributor.author | Lucero Tenorio, Miriam | eng |
| dc.contributor.author | Valcárcel Rojas, Angel C. | eng |
| dc.date.accessioned | 2024-12-24 00:00:00 | |
| dc.date.available | 2024-12-24 00:00:00 | |
| dc.date.issued | 2024-12-24 | |
| dc.description.abstract | This study investigates the optimisation of grounding infrastructure in substations by implementing the philosophy of the multi-objective algorithm NSGA-II Elite. A complete description of the operating scheme and the characteristic mechanisms that support the behaviour and development of optimal Pareto solutions is provided. A detailed comparison was made with the optimisation method used in the GMAT program of Aplicaciones Tecnológicas, based on a semi-optimization process derived from the correlation of semi-precision optimisation solutions. The results show that multi-objective optimisation using NSGA-II results in a significant cost reduction compared to the semi-optimization method, although the computational time required to reach the final solution increases significantly. This approach allows a more adequate understanding of optimising the terrestrial substation grid. It highlights its ability to generate more cost-effective and performance-efficient solutions by carefully considering the computing time required. | eng |
| dc.format.mimetype | application/pdf | eng |
| dc.identifier.doi | 10.32397/tesea.vol5.n2.616 | |
| dc.identifier.eissn | 2745-0120 | |
| dc.identifier.url | https://doi.org/10.32397/tesea.vol5.n2.616 | |
| dc.language.iso | eng | eng |
| dc.publisher | Universidad Tecnológica de Bolívar | eng |
| dc.relation.bitstream | https://revistas.utb.edu.co/tesea/article/download/616/421 | |
| dc.relation.citationedition | Núm. 2 , Año 2024 : Transactions on Energy Systems and Engineering Applications | eng |
| dc.relation.citationendpage | 14 | |
| dc.relation.citationissue | 2 | eng |
| dc.relation.citationstartpage | 1 | |
| dc.relation.citationvolume | 5 | eng |
| dc.relation.ispartofjournal | Transactions on Energy Systems and Engineering Applications | eng |
| dc.relation.references | Ramón Alfonso Gallego, Antonio Escobar, and Rubén Romero. Técnicas de optimización combinatorial. Universidad Tecnológica de Pereira, pages 19–77, 2006. [2] E. Zitzler and L. Thiele. Multiobjective evolutionary algorithms: a comparative case study and the strength pareto approach. IEEE Transactions on Evolutionary Computation, 3(4):257–271, 1999. [3] Kalyanmoy Deb, Amrit Pratap, Sameer Agarwal, and TAMT Meyarivan. A fast and elitist multiobjective genetic algorithm: Nsga-ii. IEEE transactions on evolutionary computation, 6(2):182–197, 2002. [4] Kalyanmoy Deb, Samir Agrawal, Amrit Pratap, and T Meyarivan. A Fast Elitist Non-dominated Sorting Genetic Algorithm for Multi-objective Optimization: NSGA-II, page 849–858. Springer Berlin Heidelberg, 2000. [5] L.E. Schrage. Optimization Modeling with LINDO. Duxbury Press, 1997. | eng |
| dc.rights | Miriam Lucero Tenorio, Angel C. Valcárcel Rojas - 2024 | eng |
| dc.rights.accessrights | info:eu-repo/semantics/openAccess | eng |
| dc.rights.coar | http://purl.org/coar/access_right/c_abf2 | eng |
| dc.rights.creativecommons | This work is licensed under a Creative Commons Attribution 4.0 International License. | eng |
| dc.rights.uri | https://creativecommons.org/licenses/by/4.0 | eng |
| dc.source | https://revistas.utb.edu.co/tesea/article/view/616 | eng |
| dc.subject | Step voltage | eng |
| dc.subject | Touch voltage | eng |
| dc.subject | Algorithm II (NSGA-II) | eng |
| dc.subject | Grounding system | eng |
| dc.subject | non-dominated Sorting Genetic | eng |
| dc.subject | Optimization | eng |
| dc.title | Multi-objective grounding system optimisation using NSGA-II | spa |
| dc.title.translated | Multi-objective grounding system optimisation using NSGA-II | spa |
| dc.type | Artículo de revista | spa |
| dc.type.coar | http://purl.org/coar/resource_type/c_6501 | eng |
| dc.type.coarversion | http://purl.org/coar/version/c_970fb48d4fbd8a85 | eng |
| dc.type.content | Text | eng |
| dc.type.driver | info:eu-repo/semantics/article | eng |
| dc.type.local | Journal article | eng |
| dc.type.version | info:eu-repo/semantics/publishedVersion | eng |