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Pregled bibliografske jedinice broj: 813910

Časopis

Autori: Kovač-Andrić, Elvira; Sheta, Alaa; Faris, Hossam; Šrajer Gajdošik, Martina
Naslov: Forecasting ozone concentrations in the east of Croatia using nonparametric Neural Network Models
Izvornik: Journal of Earth System Science (0253-4126) 125 (2016), 5; 997-1006
Vrsta rada: članak
Ključne riječi: Ozone ; PM10 ; rural and urban area ; prediction models ; Artificial Neural Networks.
Sažetak:
Ozone is one of the most significant secondary pollutants with numerous negative effects on human health and environment including plants and vegetation. Therefore, more effort is made recently by governments and associations to predict ozone concentrations which could help in establishing better plans and regulation for environment protection. In this study, we use two Artificial Neural Network based approaches (MPL and RBF) to develop, for the first time, accurate ozone prediction models for one urban and one rural area in the Eastern part of Croatia. The evaluation of actual against the predicted ozone concentrations revealed that MLP and RBF models are very competitive for the training and testing data in the case of Kopački Rit area whereas in the case of Osijek city, MLP shows better evaluation results with 9% improvement in the correlation coefficient. Furthermore, subsequent feature selection process has improved the prediction power of RBF network.
Izvorni jezik: ENG
Rad je indeksiran u
bazama podataka:
Current Contents Connect (CCC)
Scopus
SCI-EXP, SSCI i/ili A&HCI
Science Citation Index Expanded (SCI-EXP) (sastavni dio Web of Science Core Collectiona)
Kategorija: Znanstveni
Znanstvena područja:
Kemija
URL Internet adrese: http://link.springer.com/article/10.1007/s12040-016-0705-y/fulltext.html
http://link.springer.com/article/10.1007/s12040-016-0705-y/fulltext.html
Broj citata:
Altmetric:
DOI: 10.1007/s12040-016-0705-y
URL cjelovitog teksta: http://link.springer.com/article/10.1007/s12040-016-0705-y/fulltext.html
Google Scholar: Forecasting ozone concentrations in the east of Croatia using nonparametric Neural Network Models
Upisao u CROSBI: Elvira Kovač Andrić (eakovac@kemija.unios.hr), 5. Svi. 2016. u 09:31 sati



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