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Implementation of a Long Short-Term Memory Neural Network based hydrological model in a snow dominated Alpine basin


Leskovar, Karlo; Bekić, Damir; Težak, Denis; Meaški, Hrvoje
Implementation of a Long Short-Term Memory Neural Network based hydrological model in a snow dominated Alpine basin // XXIX Conference of the Danubian Countries on Hydrological Forecasting and Hydrological Bases of Water Management
Prag: Czech Hydrometeorological Institute, 2021. str. 75-77 (predavanje, međunarodna recenzija, prošireni sažetak, znanstveni)


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Naslov
Implementation of a Long Short-Term Memory Neural Network based hydrological model in a snow dominated Alpine basin

Autori
Leskovar, Karlo ; Bekić, Damir ; Težak, Denis ; Meaški, Hrvoje

Vrsta, podvrsta i kategorija rada
Sažeci sa skupova, prošireni sažetak, znanstveni

Izvornik
XXIX Conference of the Danubian Countries on Hydrological Forecasting and Hydrological Bases of Water Management / - Prag : Czech Hydrometeorological Institute, 2021, 75-77

ISBN
978-80-7653-020-1

Skup
XXIX Conference of the Danubian Countries on Hydrological Forecasting and Hydrological Bases of Water Management

Mjesto i datum
Prag, Češka, 6-8.09.2021

Vrsta sudjelovanja
Predavanje

Vrsta recenzije
Međunarodna recenzija

Ključne riječi
hydrological model ; snow dominated basin ; Artificial Neural Network ; Long Short-Term memory ; Drava river

Sažetak
Snow dominated Alpine basins are of great importance for the surrounding areas. Due to complex terrain and weather phenomena, hydrological modelling in these areas is often difficult. In this article a state-of-the-art approach based on data-driven models, in form of Recurrent Artificial Neural Networks is presented. In order to investigate the influence of different input data types three models were created. The results proved that adding more input data features can improve model prediction capabilities (R2 increased from 0.91 to 0.93 for the testing period), although fine tuning of model hyperparameters is mandatory to achieve such results. The results of this study show that Long Short-term memory neural network based hydrological models can be used in mid to high elevation snowmelt dominated basins of the Danube tributaries.

Izvorni jezik
Engleski

Znanstvena područja
Građevinarstvo, Računarstvo, Interdisciplinarne tehničke znanosti



POVEZANOST RADA


Ustanove:
Građevinski fakultet, Zagreb,
Geotehnički fakultet, Varaždin

Profili:

Avatar Url Damir Bekić (autor)

Avatar Url Hrvoje Meaški (autor)

Avatar Url Denis Težak (autor)

Avatar Url Karlo Leskovar (autor)

Poveznice na cjeloviti tekst rada:

Pristup cjelovitom tekstu rada www.chmi.cz

Citiraj ovu publikaciju:

Leskovar, Karlo; Bekić, Damir; Težak, Denis; Meaški, Hrvoje
Implementation of a Long Short-Term Memory Neural Network based hydrological model in a snow dominated Alpine basin // XXIX Conference of the Danubian Countries on Hydrological Forecasting and Hydrological Bases of Water Management
Prag: Czech Hydrometeorological Institute, 2021. str. 75-77 (predavanje, međunarodna recenzija, prošireni sažetak, znanstveni)
Leskovar, K., Bekić, D., Težak, D. & Meaški, H. (2021) Implementation of a Long Short-Term Memory Neural Network based hydrological model in a snow dominated Alpine basin. U: XXIX Conference of the Danubian Countries on Hydrological Forecasting and Hydrological Bases of Water Management.
@article{article, author = {Leskovar, Karlo and Beki\'{c}, Damir and Te\v{z}ak, Denis and Mea\v{s}ki, Hrvoje}, year = {2021}, pages = {75-77}, keywords = {hydrological model, snow dominated basin, Artificial Neural Network, Long Short-Term memory, Drava river}, isbn = {978-80-7653-020-1}, title = {Implementation of a Long Short-Term Memory Neural Network based hydrological model in a snow dominated Alpine basin}, keyword = {hydrological model, snow dominated basin, Artificial Neural Network, Long Short-Term memory, Drava river}, publisher = {Czech Hydrometeorological Institute}, publisherplace = {Prag, \v{C}e\v{s}ka} }
@article{article, author = {Leskovar, Karlo and Beki\'{c}, Damir and Te\v{z}ak, Denis and Mea\v{s}ki, Hrvoje}, year = {2021}, pages = {75-77}, keywords = {hydrological model, snow dominated basin, Artificial Neural Network, Long Short-Term memory, Drava river}, isbn = {978-80-7653-020-1}, title = {Implementation of a Long Short-Term Memory Neural Network based hydrological model in a snow dominated Alpine basin}, keyword = {hydrological model, snow dominated basin, Artificial Neural Network, Long Short-Term memory, Drava river}, publisher = {Czech Hydrometeorological Institute}, publisherplace = {Prag, \v{C}e\v{s}ka} }




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