Grid-based simulation method for spatial electric load forecasting using power-law distribution with fractal exponent
| dc.contributor.author | Melo, Joel D. [UNESP] | |
| dc.contributor.author | Carreno, Edgar M. | |
| dc.contributor.author | Padilha-Feltrin, Antonio [UNESP] | |
| dc.contributor.author | Minussi, Carlos R. [UNESP] | |
| dc.contributor.institution | Universidade Estadual Paulista (Unesp) | |
| dc.contributor.institution | West Paraná State University – UNIOESTE | |
| dc.date.accessioned | 2018-12-11T17:25:55Z | |
| dc.date.available | 2018-12-11T17:25:55Z | |
| dc.date.issued | 2016-06-01 | |
| dc.description.abstract | A grid-based simulation method to forecast the spatial growth of load density in a distribution utility service zone is presented. The future load density is simulated considering a city's dynamic growth. A power-law distribution with fractal exponent is used to determine how much the load density will increase/decrease depending on different factors like: natural growth following patterns, spontaneous new loads without predefined patterns, and urban poles growth that attract/repel new consumers. These factors are simulated using two modules that exchange information. The final result will display a map with future load density considering a heterogeneous distribution, which is the main contribution of this work. The method is tested on a real distribution system in a medium-sized Brazilian city. The most important characteristic of this method is its high efficiency in spatial load density recognition with less input data than traditional spatial load forecasting methodologies. Copyright © 2015 John Wiley & Sons, Ltd. | en |
| dc.description.affiliation | Department of Electrical Engineering Univ Estadual Paulista – UNESP | |
| dc.description.affiliation | Center for Engineering and Mathematical Sciences – CECE West Paraná State University – UNIOESTE | |
| dc.description.affiliationUnesp | Department of Electrical Engineering Univ Estadual Paulista – UNESP | |
| dc.description.sponsorship | Fundação de Amparo à Pesquisa do Estado de São Paulo (FAPESP) | |
| dc.description.sponsorship | Conselho Nacional de Desenvolvimento Científico e Tecnológico (CNPq) | |
| dc.description.sponsorshipId | FAPESP: #2014/06629-0 | |
| dc.description.sponsorshipId | CNPq: 303817/2012-7 | |
| dc.description.sponsorshipId | CNPq: 473679/2013-2 | |
| dc.format.extent | 1339-1357 | |
| dc.identifier | http://dx.doi.org/10.1002/etep.2151 | |
| dc.identifier.citation | International Transactions on Electrical Energy Systems, v. 26, n. 6, p. 1339-1357, 2016. | |
| dc.identifier.doi | 10.1002/etep.2151 | |
| dc.identifier.issn | 2050-7038 | |
| dc.identifier.scopus | 2-s2.0-84944400190 | |
| dc.identifier.uri | http://hdl.handle.net/11449/177543 | |
| dc.language.iso | eng | |
| dc.relation.ispartof | International Transactions on Electrical Energy Systems | |
| dc.relation.ispartofsjr | 0,453 | |
| dc.rights.accessRights | Acesso restrito | |
| dc.source | Scopus | |
| dc.subject | electric energy distribution system expansion planning | |
| dc.subject | fractal geometry | |
| dc.subject | spatial error analysis | |
| dc.subject | spatial load forecasting | |
| dc.subject | urban dynamics | |
| dc.title | Grid-based simulation method for spatial electric load forecasting using power-law distribution with fractal exponent | en |
| dc.type | Artigo | |
| dspace.entity.type | Publication | |
| unesp.author.lattes | 3886842168147059[3] | |
| unesp.author.lattes | 7166279400544764[4] | |
| unesp.author.orcid | 0000-0001-6495-440X[3] | |
| unesp.author.orcid | 0000-0001-6428-4506[4] | |
| unesp.department | Engenharia Elétrica - FEIS | pt |
