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Prethodno priopćenje
https://doi.org/10.14256/JCE.1594.2016

Application of artificial neural networks for hydrological modelling in Karst

Miljan Kovačević
Nenad Ivanišević
Tina Dašić
Ljubo Marković

Puni tekst: engleski, pdf (531 KB) str. 1-10 preuzimanja: 541* citiraj
APA 6th Edition
Kovačević, M., Ivanišević, N., Dašić, T. i Marković, Lj. (2018). Application of artificial neural networks for hydrological modelling in Karst. Građevinar, 70 (01.), 1-10. https://doi.org/10.14256/JCE.1594.2016
MLA 8th Edition
Kovačević, Miljan, et al. "Application of artificial neural networks for hydrological modelling in Karst." Građevinar, vol. 70, br. 01., 2018, str. 1-10. https://doi.org/10.14256/JCE.1594.2016. Citirano 01.10.2020.
Chicago 17th Edition
Kovačević, Miljan, Nenad Ivanišević, Tina Dašić i Ljubo Marković. "Application of artificial neural networks for hydrological modelling in Karst." Građevinar 70, br. 01. (2018): 1-10. https://doi.org/10.14256/JCE.1594.2016
Harvard
Kovačević, M., et al. (2018). 'Application of artificial neural networks for hydrological modelling in Karst', Građevinar, 70(01.), str. 1-10. https://doi.org/10.14256/JCE.1594.2016
Vancouver
Kovačević M, Ivanišević N, Dašić T, Marković Lj. Application of artificial neural networks for hydrological modelling in Karst. Građevinar [Internet]. 2018 [pristupljeno 01.10.2020.];70(01.):1-10. https://doi.org/10.14256/JCE.1594.2016
IEEE
M. Kovačević, N. Ivanišević, T. Dašić i Lj. Marković, "Application of artificial neural networks for hydrological modelling in Karst", Građevinar, vol.70, br. 01., str. 1-10, 2018. [Online]. https://doi.org/10.14256/JCE.1594.2016
Puni tekst: hrvatski, pdf (551 KB) str. 1-10 preuzimanja: 186* citiraj
APA 6th Edition
Kovačević, M., Ivanišević, N., Dašić, T. i Marković, Lj. (2018). Primjena neuronskih mreža za hidrološko modeliranje u krškom području. Građevinar, 70 (01.), 1-10. https://doi.org/10.14256/JCE.1594.2016
MLA 8th Edition
Kovačević, Miljan, et al. "Primjena neuronskih mreža za hidrološko modeliranje u krškom području." Građevinar, vol. 70, br. 01., 2018, str. 1-10. https://doi.org/10.14256/JCE.1594.2016. Citirano 01.10.2020.
Chicago 17th Edition
Kovačević, Miljan, Nenad Ivanišević, Tina Dašić i Ljubo Marković. "Primjena neuronskih mreža za hidrološko modeliranje u krškom području." Građevinar 70, br. 01. (2018): 1-10. https://doi.org/10.14256/JCE.1594.2016
Harvard
Kovačević, M., et al. (2018). 'Primjena neuronskih mreža za hidrološko modeliranje u krškom području', Građevinar, 70(01.), str. 1-10. https://doi.org/10.14256/JCE.1594.2016
Vancouver
Kovačević M, Ivanišević N, Dašić T, Marković Lj. Primjena neuronskih mreža za hidrološko modeliranje u krškom području. Građevinar [Internet]. 2018 [pristupljeno 01.10.2020.];70(01.):1-10. https://doi.org/10.14256/JCE.1594.2016
IEEE
M. Kovačević, N. Ivanišević, T. Dašić i Lj. Marković, "Primjena neuronskih mreža za hidrološko modeliranje u krškom području", Građevinar, vol.70, br. 01., str. 1-10, 2018. [Online]. https://doi.org/10.14256/JCE.1594.2016

Sažetak
The possibility of short-term water flow forecasting in a karst region is presented in this paper. Four state-of-the-art machine learning algorithms are used for the one day ahead forecasting: multi-layer perceptron neural network, radial basis function neural network, support vector machines for regression (SVR), and adaptive neuro fuzzy inference system (ANFIS). The results show that the ANFIS model outperforms other algorithms when the root mean square error and mean absolute error are used as quality indicators.

Ključne riječi
artificial neural network; SVR; ANFIS; rainfall-runoff ratio in karst areas

Hrčak ID: 194327

URI
https://hrcak.srce.hr/194327

[hrvatski]

Posjeta: 842 *