Dergi makalesi Açık Erişim
Karakaya, Nusret; Evrendilek, Fatih; Gungor, Kerem; Onal, Deniz
<?xml version='1.0' encoding='UTF-8'?> <record xmlns="http://www.loc.gov/MARC21/slim"> <leader>00000nam##2200000uu#4500</leader> <datafield tag="245" ind1=" " ind2=" "> <subfield code="a">Predicting Diel, Diurnal and Nocturnal Dynamics of Dissolved Oxygen and Chlorophyll-a Using Regression Models and Neural Networks</subfield> </datafield> <datafield tag="909" ind1="C" ind2="4"> <subfield code="p">CLEAN-SOIL AIR WATER</subfield> <subfield code="v">41</subfield> <subfield code="n">9</subfield> <subfield code="c">872-877</subfield> </datafield> <controlfield tag="001">13747</controlfield> <datafield tag="980" ind1=" " ind2=" "> <subfield code="a">user-tubitak-destekli-proje-yayinlari</subfield> </datafield> <datafield tag="520" ind1=" " ind2=" "> <subfield code="a">Human-induced and natural interruptions with continuous streams of observational data necessitate the development of gap-filling and prediction strategies towards better understanding, monitoring and management of aquatic systems. This study quantified the efficacy of multiple non-linear regression (MNLR) versus artificial neural network (ANN) models as well as the temporal partitioning of diurnal versus nocturnal data for the predictions of chlorophyll-a (chl-a) and dissolved oxygen (DO) dynamics. The temporal partitioning increased the predictive performances of the best MNLR models of diurnal DO by 45% and nocturnal DO by 4%, relative to the best diel MNLR model of diel DO (r(adj)(2) = 68.8%). The ANN-based predictions had a higher predictive power than the MNLR-based predictions for both chl-a and DO except for diurnal DO dynamics. The best ANNs based on independent validations were multilayer perceptron (MLP) for diel chl-a, generalized feedforward (GFF) for diurnal and nocturnal chl-a, MLP for diel DO, GFF for diurnal DO, and MLP for nocturnal DO.</subfield> </datafield> <datafield tag="650" ind1="1" ind2="7"> <subfield code="2">opendefinition.org</subfield> <subfield code="a">cc-by</subfield> </datafield> <datafield tag="700" ind1=" " ind2=" "> <subfield code="u">Abant Izzet Baysal Univ, Dept Environm Engn, TR-14280 Bolu, Turkey</subfield> <subfield code="a">Evrendilek, Fatih</subfield> </datafield> <datafield tag="700" ind1=" " ind2=" "> <subfield code="u">Abant Izzet Baysal Univ, Dept Environm Engn, TR-14280 Bolu, Turkey</subfield> <subfield code="a">Gungor, Kerem</subfield> </datafield> <datafield tag="700" ind1=" " ind2=" "> <subfield code="u">Middle E Tech Univ, Dept Biol, TR-06531 Ankara, Turkey</subfield> <subfield code="a">Onal, Deniz</subfield> </datafield> <datafield tag="980" ind1=" " ind2=" "> <subfield code="b">article</subfield> <subfield code="a">publication</subfield> </datafield> <datafield tag="542" ind1=" " ind2=" "> <subfield code="l">open</subfield> </datafield> <datafield tag="100" ind1=" " ind2=" "> <subfield code="u">Abant Izzet Baysal Univ, Dept Environm Engn, TR-14280 Bolu, Turkey</subfield> <subfield code="a">Karakaya, Nusret</subfield> </datafield> <datafield tag="260" ind1=" " ind2=" "> <subfield code="c">2013-01-01</subfield> </datafield> <controlfield tag="005">20210315081053.0</controlfield> <datafield tag="909" ind1="C" ind2="O"> <subfield code="o">oai:zenodo.org:13747</subfield> <subfield code="p">user-tubitak-destekli-proje-yayinlari</subfield> </datafield> <datafield tag="856" ind1="4" ind2=" "> <subfield code="z">md5:4b24a43da5259e18519e8021ac0e1c0e</subfield> <subfield code="s">228</subfield> <subfield code="u">https://aperta.ulakbim.gov.trrecord/13747/files/bib-57caa0c6-4f11-4c19-bc2a-9fdf6a032fed.txt</subfield> </datafield> <datafield tag="540" ind1=" " ind2=" "> <subfield code="u">http://www.opendefinition.org/licenses/cc-by</subfield> <subfield code="a">Creative Commons Attribution</subfield> </datafield> <datafield tag="024" ind1=" " ind2=" "> <subfield code="a">10.1002/clen.201200683</subfield> <subfield code="2">doi</subfield> </datafield> </record>
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