Application of deep learning for predicting the treatment performance of real municipal wastewater based on one-year operation of two anaerobic membrane bioreactors

2021 ◽  
pp. 151920
Author(s):  
Gaoyang Li ◽  
Jiayuan Ji ◽  
Jialing Ni ◽  
Sirui Wang ◽  
Yuting Guo ◽  
...  
Keyword(s):  
Deep Learning ◽  
Municipal Wastewater ◽  
Membrane Bioreactors ◽  
Treatment Performance ◽  
Anaerobic Membrane Bioreactors ◽  
One Year

scholarly journals Long-Term Investigation into the Membrane Fouling Behavior in Anaerobic Membrane Bioreactors for Municipal Wastewater Treatment Operated at Two Different Temperatures

Membranes ◽  
2020 ◽  
Vol 10 (9) ◽  
pp. 231
Author(s):  
Yi Ding ◽  
Zhansheng Guo ◽  
Zhenlin Liang ◽  
Xuguang Hou ◽  
Zhipeng Li ◽  
...  
Keyword(s):  
Wastewater Treatment ◽  
Activated Sludge ◽  
Membrane Fouling ◽  
Municipal Wastewater ◽  
Membrane Bioreactors ◽  
Municipal Wastewater Treatment ◽  
Sludge Flocs ◽  
Microbial Product ◽  
Anaerobic Membrane Bioreactors ◽  
Sludge Particle

In this study, the characteristics of activated sludge flocs were investigated and their effects on the evolution of membrane fouling were considered in the anaerobic membrane bioreactors (AnMBR), which were operated at 25 and 35 °C for municipal wastewater treatment. It was found that the membrane fouling rate of the AnMBR at 25 °C was more severe than that at 35 °C. The membrane fouling trends were not consistent with the change in the concentration of soluble microbial product (SMP). The larger amount of SMP in the AnMBR at 35 °C did not induce more severe membrane fouling than that in the AnMBR at 25 °C. However, the polysaccharide and protein concentration of extracellular polymeric substance (EPS) was higher in the AnMBR at 25 °C in comparison with that in the AnMBR at 35 °C, and the protein/polysaccharide ratio of the EPS in the AnMBR at 25 °C was higher in contrast to that in the AnMBR at 35 °C. Meanwhile, the fouling tendencies measured for the AnMBRs could be related to the characteristics of loosely bound EPS and tightly bound EPS. The analysis of the activated sludge flocs characteristics indicated that a smaller sludge particle size and more fine flocs were observed at the AnMBR with 25 °C. Therefore, the membrane fouling potential in the AnMBR could be explained by the characteristics of activated sludge flocs.

scholarly journals Differences in microbial communities and performance between suspended and attached growth anaerobic membrane bioreactors treating synthetic municipal wastewater

2015 ◽  
Vol 1 (6) ◽  
pp. 800-813 ◽  
Author(s):  
Moustapha Harb ◽  
Yanghui Xiong ◽  
Jeremy Guest ◽  
Gary Amy ◽  
Pei-Ying Hong
Keyword(s):  
Microbial Community ◽  
Microbial Communities ◽  
Municipal Wastewater ◽  
Membrane Bioreactors ◽  
Attached Growth ◽  
Anaerobic Membrane Bioreactors ◽  
And Performance ◽  
Mesophilic Conditions

Two different lab-scale anaerobic membrane bioreactors (AnMBRs) were operated under mesophilic conditions (35 °C) and compared based on their microbial community and microbial foulant characteristics.

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