APPLICATION OF SELECTED METHODS OF BLACK BOX FOR MODELLING THE SETTLEABILITY PROCESS IN WASTEWATER TREATMENT PLANT

被引:10
|
作者
Szelag, Bartosz [1 ]
Gawdzik, Alicja [2 ]
Gawdzik, Andrzej [2 ]
机构
[1] Kielce Univ Technol, Fac Environm Geomat & Energy Engn, Al Tysiaclecia Panstwa Polskiego 7, PL-25314 Kielce, Poland
[2] Univ Opole, Dept Proc Engn, Ul R Dmowskiego 7-9, PL-45365 Opole, Poland
关键词
multivariate adaptive regression splines; random forests; modified random forests; sludge settleability; SOLIDS; SLUDGE;
D O I
10.1515/eces-2017-0009
中图分类号
X [环境科学、安全科学];
学科分类号
08 ; 0830 ;
摘要
The paper described how the results of measurements of inflow wastewater temperature in the chamber, a degree of external and internal recirculation in the biological-mechanical wastewater treatment plant (WWTP) in Cedzyna near Kielce, Poland, were used to make predictions of settleability of activated sludge. Three methods, namely: multivariate adaptive regression splines (MARS), random forests (RF) and modified random forests (RF + SOM) were employed to compute activated sludge settleability. The results of analysis indicate that modified random forests demonstrate the best predictive abilities.
引用
收藏
页码:119 / 127
页数:9
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