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

被引：11

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

来源：

ECOLOGICAL CHEMISTRY AND ENGINEERING S-CHEMIA I INZYNIERIA EKOLOGICZNA S | 2017年 / 24卷 / 01期

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

页码：119 / 127

页数：9

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