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Tomáš Kozel

3 linked publication records · Brno University of Technology

Author: Tomáš Kozelclear all
Showing 1-3 of 3 records
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24th International Multidisciplinary Scientific GeoConference Proceedings SGEM 2024, Water Resources. Forest, Marine and Ocean Ecosystems, Vol 24, Issue 3.2
Publication

POSSIBILITIES FOR DAY-STEP FLOOD FORECASTING IN SMALLER CATCHMENTS USING MACHINE LEARNING METHODS

(STEF92 Technology, 2024-12-15, Tomáš Kozel, Ruzena Pavelkova)

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Today, it is possible to work with a wide range of freely available data, often on a daily basis. These data can be used to create an early warning system for estimating the approximate hazard. It can also be used to develop models of long-term catchment behaviour. Most applications are generally carried out on catchments larger than 200 km2. For this reason, areas between 20 and 350 km2 were selected to test the hypothesis using models based on machine learning methods. How good results can be achieved when using...

Hydrology and Water Resources2024
SGEM International Multidisciplinary Scientific GeoConference EXPO Proceedings; 23rd SGEM International Multidisciplinary Scientific GeoConference Proceedings 2023, Water Resources. Forest, Marine and Ocean Ecosystems, Vol 23, Issue 3.2
Publication

APPLICATION OF GAME THEORY IN FLOOD CONTROL USING FLOODPLAIN

(STEF92 Technology, 2023-12-15, Tomáš Kozel)

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The paper deals with the possibility of applying game theory in the decision of the dispatcher regarding the opening of the gates to the floodplain (construction of flood control measures). When the forecast of the flood course is bur ended with a random error from the normalized normal distribution N (0.1). The forecast itself is in the range of flows are capable of causing significant damage. The experiment tested different options for adjusting the probability of betrayal (error) of the forecast model. The prob...

Hydrology and Water Resources2023
SGEM International Multidisciplinary Scientific GeoConference- EXPO Proceedings; 22nd SGEM International Multidisciplinary Scientific GeoConference Proceedings 2022, Water Resources. Forest, Marine and Ocean Ecosystems, VOL 22, ISSUE 3.2
Publication

THE INFLUENCE OF THE FORECAST MODEL ERROR ON OPTIMIZING THE STORAGE FUNCTION CONTROL OF THE RESERVOIR USING

(STEF92 Technology, 2022-12-27, Tomáš Kozel, Pavel Skarecky)

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One of the ways to manage drought is to use optimization when managing the storage function of reservoirs. Optimizing reservoir management itself requires inflow forecasts. A lot of forecasting models have been created in the world, which according to many authors can be used for the given purpose. The models themselves are generally assessed according to classical criteria. The article therefore attempts to determine whether the quality of the forecast model for the mentioned application can be assessed as a whol...

Hydrology and Water Resources2022
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