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Machine learning for membrane bioreactor research:principles,methods,applications,and a tutorial
《Frontiers of Environmental Science & Engineering》2025年第3期119-144,共26页Yizhe Lai Kang Xiao Yifan He Xian Liu Jihua Tan Wenchao Xue Aiqian Zhang Xia Huang 
supported by the National Natural Science Foundation of China(No.52370059);the Beijing Natural Science Foundation(No.JQ22027);the Fundamental Research Funds for the Central Universities(No.E2EG0502X2).
Membrane fouling poses a significant challenge to the sustainable development of membrane bioreactor(MBR)technologies for wastewater treatment.The accurate prediction of the membrane filtration process is of great imp...
关键词：Membrane bioreactor Machine learning Pollutant removal Membrane fouling Model prediction 
What have we known so far for fluorescence staining and quantification of microplastics:A tutorial review被引量：5
《Frontiers of Environmental Science & Engineering》2022年第1期37-50,共14页Shengdong Liu Enxiang Shang Jingnan Liu Yining Wang Nanthi Bolan MBKirkham Yang Li 
This study was supported by the National Key R&D Program of China(Grant No.2017YFA0605001);the National Natural Science Foundation of China(Grant Nos.52170024,21677015 and 22006031);the Natural Science Foundation of Hebei Province(No.B2019204315);the Sponsored Research Overhead Fund(Grant No.472120)from Kansas State University.
Understanding the fate and toxicity of microplastics(MPs,<5 mm plastic particles)is limited by quantification methods.This paper summarizes the methods in use and presents new ones.First,sampling and pretreatment proc...
关键词：Plastic particles Fluorescence dyes Identification Concentration quantification 
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