Drought Modelling Using Artificial Intelligence Algorithms in Izmir District
| dc.contributor.author | Zeynep Irem Ozen | |
| dc.contributor.author | Berk Sadettin Tengerlek | |
| dc.contributor.author | Damla Yuksel | |
| dc.contributor.author | Efthymia Staiou | |
| dc.contributor.author | Mir Jafar Sadegh Safari | |
| dc.contributor.author | Yüksel, Damla | |
| dc.contributor.author | Safari, Mir Jafar Sadegh | |
| dc.contributor.author | Özen, Zeynep İrem | |
| dc.contributor.author | Tengerlek, Berk Sadettin | |
| dc.contributor.author | Staiou, Efthymia | |
| dc.contributor.editor | NM Durakbasa | |
| dc.contributor.editor | MG Gencyilmaz | |
| dc.coverage.spatial | ELECTR NETWORK | |
| dc.date.accessioned | 2025-10-06T16:19:19Z | |
| dc.date.issued | 2022 | |
| dc.description.abstract | The world's water resources are decreasing day by day due to factors such as climate change drought inefficient pricing policies implemented by the government population growth uncontrolled water consumption technological developments and industrialization. A decrease in water resources causes water scarcity in the long-term period. This study is conducted to analysis the meteorological drought in Izmir district Turkey. Inspired by the real-life problem drought estimation models are developed through artificial neural network-based artificial intelligence techniques incorporating a decision support system. The Z-score index (ZSI) values are computed using precipitation data collected from five meteorological station in Kucuk Menderes basin and several developed models are compared according to the variety of statistical performance metrics. | |
| dc.description.sponsorship | This publication is supported as part of Project No. BAP095 entitled “Drought Assessment in Izmir District, Turkey” has been approved by Yasar University Project Evaluation Commission (PEC). Special thanks to the Turkish Meteorology General Directorate (MGM) for providing the database used in this study. We would like to thank Dr. Babak Vaheddoost for his support and contributions throughout the project. Also, we would like to thank our colleagues Ceyda Sepetçi, Ülkü Simay Mandil, Ata Çakar, Ege Paker and Emre Karaoğlan for their help and contribution to the study. | |
| dc.description.sponsorship | MGM; Turkish Meteorology General Directorate | |
| dc.description.sponsorship | Drought Assessment in Izmir District, Turkey [BAP095] | |
| dc.identifier.doi | 10.1007/978-3-030-90421-0_59 | |
| dc.identifier.isbn | 978-3-030-90421-0, 978-3-030-90420-3 | |
| dc.identifier.isbn | 9783030904203 | |
| dc.identifier.isbn | 9783030904210 | |
| dc.identifier.issn | 2195-4356 | |
| dc.identifier.issn | 2195-4364 | |
| dc.identifier.scopus | 2-s2.0-85119865946 | |
| dc.identifier.uri | http://dx.doi.org/10.1007/978-3-030-90421-0_59 | |
| dc.identifier.uri | https://gcris.yasar.edu.tr/handle/123456789/5724 | |
| dc.identifier.uri | https://doi.org/10.1007/978-3-030-90421-0_59 | |
| dc.language.iso | English | |
| dc.publisher | SPRINGER-VERLAG SINGAPORE PTE LTD | |
| dc.relation.ispartof | 21st International Symposium on Production Research (ISPR) - Digitizing Production System | |
| dc.relation.ispartofseries | Lecture Notes in Mechanical Engineering | |
| dc.rights | info:eu-repo/semantics/closedAccess | |
| dc.source | DIGITIZING PRODUCTION SYSTEMS ISPR2021 | |
| dc.subject | Drought, Artificial neural networks, Feed forward backpropagation, Generalized regression, Radial basis function, Z-Score Index | |
| dc.subject | NEURAL-NETWORKS | |
| dc.subject | Feed Forward Backpropagation | |
| dc.subject | Artificial Neural Networks | |
| dc.subject | Generalized Regression | |
| dc.subject | Radial Basis Function | |
| dc.subject | Z-Score Index | |
| dc.subject | Drought | |
| dc.title | Drought Modelling Using Artificial Intelligence Algorithms in Izmir District | |
| dc.type | Conference Object | |
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| gdc.author.id | YÜKSEL, DAMLA/0000-0003-4630-3325 | |
| gdc.author.id | Safari, Mir Jafar Sadegh/0000-0003-0559-5261 | |
| gdc.author.id | STAIOU, EFTHYMIA/0000-0003-4187-3812 | |
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| gdc.author.wosid | Safari, Mir Jafar Sadegh/A-4094-2019 | |
| gdc.author.wosid | YÜKSEL, DAMLA/ABE-9888-2020 | |
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| gdc.description.departmenttemp | [Ozen, Zeynep Irem; Tengerlek, Berk Sadettin; Yuksel, Damla; Staiou, Efthymia] Yasar Univ, Dept Ind Engn, Izmir, Turkey; [Safari, Mir Jafar Sadegh] Yasar Univ, Dept Civil Engn, Izmir, Turkey | |
| gdc.description.endpage | 701 | |
| gdc.description.publicationcategory | Konferans Öğesi - Uluslararası - Kurum Öğretim Elemanı | |
| gdc.description.startpage | 689 | |
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| gdc.virtual.author | Safari, Mir Jafar Sadegh | |
| gdc.virtual.author | Staiou, Efthymia | |
| gdc.virtual.author | Yüksel, Damla | |
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| person.identifier.orcid | STAIOU- EFTHYMIA/0000-0003-4187-3812, YUKSEL- DAMLA/0000-0003-4630-3325, Safari- Mir Jafar Sadegh/0000-0003-0559-5261 | |
| project.funder.name | Drought Assessment in Izmir District Turkey [BAP095] | |
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