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Title: Short-term forecast of oxygen concentration in nitrification chamber using artificial neural network
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Abstract:
Due to the difficulties in implementing other methods of removing organic compounds and nitrogen from wastewater, municipal wastewater treatment plants use classical processes (nitrification and denitrification) that require large energy expenditure on aeration. The problem of high energy consumption concerns every treatment plant using aerobic activated sludge, hence the constant attempts to introduce possibly intelligent aeration control techniques. ; In this study, a short-term (hourly) forecast of oxygen concentration in the aeration chamber was calculated under the conditions of changing values of wastewater flow and pollutant concentrations as well as active aeration control according to an unchanging algorithm. Artificial neural networks were used to calculate the forecast. It is shown that an accurate prediction can be obtained by using different sets of input data but depending on what data we choose, the neural network required to obtain a good result has a more or less complex structure. The resulting prediction can be applied as part of a system for detecting abnormal situations and for preventing excessive energy consumption through unnecessary over-oxygenation of activated sludge.
Description:
tytuł dodatkowy: Prace z Inżynierii Lądowej i Środowiska
Publisher:
Zielona Góra: Oficyna Wydawnicza Uniwersytetu Zielonogórskiego
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Source:
Civil and Environmental Engineering Reports (CEER), no 32, vol. 4
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License CC BY-NC-ND 3.0:
Rights:
Biblioteka Uniwersytetu Zielonogórskiego
Object collections:
- Digital Library of Zielona Góra > Repository > Faculties > Construction department, Architecture and Environmental Engineering
- Digital Library of Zielona Góra > Repository > Types of work > Articles
- Digital Library of Zielona Góra > Repository > Scientific journals and UZ publishing series > Civil and Environmental Engineering Reports (CEER) > Civil and Environmental Engineering Reports (CEER) (2022)
Last modified:
Apr 19, 2023
In our library since:
Apr 19, 2023
Number of object content hits:
57
All available object's versions:
https://www.zbc.uz.zgora.pl/publication/81005
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Civil and Environmental Engineering Reports (CEER)
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Civil and Environmental Engineering Reports (CEER), no 33 (2023)
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Civil and Environmental Engineering Reports (CEER), no 32 (2022)
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Civil and Environmental Engineering Reports (CEER), no 32, vol. 1 (2022)
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Civil and Environmental Engineering Reports (CEER), no 32, vol. 2 (2022)
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Civil and Environmental Engineering Reports (CEER), no 32, vol. 3 (2022)
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Civil and Environmental Engineering Reports (CEER), no 32, vol. 4 (2022)
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- Short-term forecast of oxygen concentration in nitrification chamber using artificial neural network
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Civil and Environmental Engineering Reports (CEER), no 32, vol. 1 (2022)
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Civil and Environmental Engineering Reports (CEER), no 31 (2021)
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Civil and Environmental Engineering Reports (CEER), no 30 (2020)
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Civil and Environmental Engineering Reports (CEER), no 29 (2019)
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Civil and Environmental Engineering Reports (CEER), no 28 (2018)
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Civil and Environmental Engineering Reports (CEER), no 27 (2017)
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Civil and Environmental Engineering Reports (CEER), no 26 (2017)
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Civil and Environmental Engineering Reports (CEER), no 25 (2017)
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Civil and Environmental Engineering Reports (CEER), no 24 (2017)
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Civil and Environmental Engineering Reports (CEER), no 23 (2016)
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Civil and Environmental Engineering Reports (CEER), no 22 (2016)
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Civil and Environmental Engineering Reports (CEER), no 21 (2016)
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Civil and Environmental Engineering Reports (CEER), no 20 (2016)
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Civil and Environmental Engineering Reports (CEER), no 19 (2015)
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Civil and Environmental Engineering Reports (CEER), no 18 (2015)
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Civil and Environmental Engineering Reports (CEER), no 17 (2015)
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Civil and Environmental Engineering Reports (CEER), no 16 (2015)
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Civil and Environmental Engineering Reports (CEER), no 15 (2014)
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Civil and Environmental Engineering Reports (CEER), no 9 (2012)
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Civil and Environmental Engineering Reports (CEER), no 7 (2011)
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Civil and Environmental Engineering Reports (CEER), no 6 (2011)
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Civil and Environmental Engineering Reports (CEER), no 5 (2010)
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Civil and Environmental Engineering Reports (CEER), no 4 (2010)
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Civil and Environmental Engineering Reports (CEER), no 3 (2009)
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Civil and Environmental Engineering Reports (CEER), no 2 (2007)
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Civil and Environmental Engineering Reports (CEER), no 1 (2005)
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Civil and Environmental Engineering Reports (CEER), no 33 (2023)
| Edition name | Date |
|---|---|
| Short-term forecast of oxygen concentration in nitrification chamber using artificial neural network | Apr 19, 2023 |
