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dc.contributor.authorCerim, Hasan
dc.contributor.authorÖzdemir, Nedim
dc.contributor.authorCremona, Fabien
dc.contributor.authorÖğlü, Burak
dc.date.accessioned2021-10-15T10:50:54Z
dc.date.available2021-10-15T10:50:54Z
dc.date.issued2021en_US
dc.identifier.citationCerim, H., Özdemir, N., Cremona, F., Öğlü, B., 2021. Effect of changing in weather conditions on Eastern Mediterranean coastal lagoon fishery. Regional Studies in Marine Science 48, 102006.. doi:10.1016/j.rsma.2021.102006en_US
dc.identifier.issn2352-4855
dc.identifier.urihttps://doi.org/10.1016/j.rsma.2021.102006
dc.identifier.urihttps://hdl.handle.net/20.500.12809/9593
dc.description.abstractClimate change shows itself in many different ways on marine life. The fishery is also a part of marine life and affected by climate change-driven weather conditions directly or indirectly. In the present study, relationships between commercial species (grey mullet -approximate to 90% of total capture-and gilthead seabream) that were captured from lagoon traps in Koycegiz lagoon (Turkey) and local weather conditions were analysed. The machine learning method Random Forests (RF) was used to pre-select the model predictors. RF results showed that while temperature-related parameters, cloudy days, and wind speed were the most effective parameters, precipitation-parameters were the least important parameters for these two species catch. Generalized linear models (GLMs) were applied to each fish species with the best pre-selected parameters, with the resulting equation being used for future prediction of the two fish species. Future prediction of predictors was calculated by monthly autoregressive integrated moving average (ARIMA) and 20th/80th percentile intervals were used as the scenarios. Simulations showed that an increase in some weather parameters (wind speed, seawater temperature, maximum air temperature, cloudy days) lead to an increase in grey mullet and (wind speed) gilthead seabream catch. Models proved that the impact of the weather parameters differs for those two targeted fish species although they live in the same environment. We recommend that individual fish species (and/or catch) should be used in the models, not the whole fish yield. Moreover, the model can also be used for non-commercial species in ecosystem-based studies. Changes in weather parameters due to climate change should be monitored to make proper decision on fishery management. (C) 2021 Elsevier B.V. All rights reserved.en_US
dc.item-language.isoengen_US
dc.publisherElsevieren_US
dc.relation.isversionof10.1016/j.rsma.2021.102006en_US
dc.item-rightsinfo:eu-repo/semantics/closedAccessen_US
dc.subjectClimate changeen_US
dc.subjectGeneralized linear modelsen_US
dc.subjectTurkish lagoon fisheryen_US
dc.subjectMeteorologyen_US
dc.subjectEastern Mediterraneanen_US
dc.titleEffect of changing in weather conditions on Eastern Mediterranean coastal lagoon fisheryen_US
dc.item-typearticleen_US
dc.contributor.departmentMÜ, Su Ürünleri Fakültesi, Su Ürünleri Avlama ve İşleme Teknolojileri Bölümüen_US
dc.contributor.authorID0000-0003-3025-1444en_US
dc.contributor.authorID0000-0001-7410-6113en_US
dc.contributor.institutionauthorCerim, Hasan
dc.contributor.institutionauthorÖzdemir, Nedim
dc.identifier.volume48en_US
dc.relation.journalREGIONAL STUDIES IN MARINE SCIENCEen_US
dc.relation.publicationcategoryMakale - Uluslararası Hakemli Dergi - Kurum Öğretim Elemanıen_US


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