1. Promotion of anaerobic biodegradation of azo dye RR2 by different biowaste-derived biochars: Characteristics and mechanism study by machine learning.
- Author
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Wang, Yu-Qian, Ding, Jie, Pang, Ji-Wei, Wu, Chuan-Dong, Sun, Han-Jun, Fang, Rui, Ren, Nan-Qi, and Yang, Shan-Shan
- Subjects
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BIOCHAR , *MACHINE learning , *AZO dyes , *ANAEROBIC capacity , *CHARGE exchange , *BIODEGRADATION , *ELECTRIC conductivity - Abstract
[Display omitted] • Different biochar all improved the anaerobic decolorization efficiency of RR2. • The addition of biochar promoted the secretion of EPS. • Microbial communities with biochar amendment were selectively enriched. • Electrical conductivity and H/C of biochar contribute the most to decolorization. • Possible mechanisms of biochar on enhancement decolorization were investigated. The addition of biochar resulted in a 31.5 % to 44.6 % increase in decolorization efficiency and favorable decolorization stability. Biochar promoted extracellular polymeric substances (EPS) secretion, especially humic-like and fulvic-like substances. Additionally, biochar enhanced the electron transfer capacity of anaerobic sludge and facilitated surface attachment of microbial cells. 16S rRNA gene sequencing analysis indicated that biochar reduced microbial species diversity, enriching fermentative bacteria such as Trichococcus. Finally, a machine learning model was employed to establish a predictive model for biochar characteristics and decolorization efficiency. Biochar electrical conductivity, H/C ratio, and O/C ratio had the most significant impact on RR2 anaerobic decolorization efficiency. According to the results, the possible mechanism of RR2 anaerobic decolorization enhanced by different types of biochar was proposed. [ABSTRACT FROM AUTHOR]
- Published
- 2024
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