Genetic algorithm supported by expert system to solve land redistribution problem

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dc.contributor.authorHakli, Huseyin
dc.contributor.authorUguz, Harun
dc.contributor.authorCay, Tayfun
dc.date.accessioned2020-03-26T19:54:04Z
dc.date.available2020-03-26T19:54:04Z
dc.date.issued2018
dc.departmentSelçuk Üniversitesien_US
dc.description.abstractLand redistribution, a real-world optimization problem, involves the distribution of land parcels in predetermined blocks based on the landowners' preferences. This process, measured in weeks or months, is usually performed manually by a technician with the support of computer software. Although various techniques have been developed in recent years to solve this complex problem, they all require improvement. This study aimed to develop a new technique and produce applicable redistribution plans using a genetic algorithm (GA) in combination with an expert system. Blocks of cadastral parcels were determined by a GA using a new objective function to consider the overflow and residual areas as well as the landowners' preferences. The expert system was employed to close (reduce to zero) the overflow or residual areas occurring after the GA distribution. To investigate the performance of the proposed method, the system was used on a real study area and the results were compared against those obtained for the same cadastral situation undertaken by a technician using a similar method from published literature. The experimental results showed that the method proposed in this study performed better than the other methods because it provided a successful and applicable redistribution plan for the study area in a much shorter time.en_US
dc.description.sponsorshipScientific Research Projects of Necmettin Erbakan and Selcuk Universities; Scientific and Technological Research Council of Turkey (TUBITAK)Turkiye Bilimsel ve Teknolojik Arastirma Kurumu (TUBITAK) [114Y608]en_US
dc.description.sponsorshipScientific Research Projects of Necmettin Erbakan and Selcuk Universities; Scientific and Technological Research Council of Turkey (TUBITAK), Grant/Award Number: 114Y608en_US
dc.identifier.doi10.1111/exsy.12308en_US
dc.identifier.issn0266-4720en_US
dc.identifier.issn1468-0394en_US
dc.identifier.issue6en_US
dc.identifier.scopusqualityQ2en_US
dc.identifier.urihttps://dx.doi.org/10.1111/exsy.12308
dc.identifier.urihttps://hdl.handle.net/20.500.12395/36653
dc.identifier.volume35en_US
dc.identifier.wosWOS:000452316700005en_US
dc.identifier.wosqualityQ2en_US
dc.indekslendigikaynakWeb of Scienceen_US
dc.indekslendigikaynakScopusen_US
dc.language.isoenen_US
dc.publisherWILEYen_US
dc.relation.ispartofEXPERT SYSTEMSen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US
dc.rightsinfo:eu-repo/semantics/closedAccessen_US
dc.selcuk20240510_oaigen_US
dc.subjectagricultureen_US
dc.subjectevolutionary computingen_US
dc.subjectexpert systemen_US
dc.subjectgenetic algorithmen_US
dc.titleGenetic algorithm supported by expert system to solve land redistribution problemen_US
dc.typeArticleen_US

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