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膜生物反应器中污垢预测的最新进展

Recent Advances in the Prediction of Fouling in Membrane Bioreactors.

作者信息

Shi Yaoke, Wang Zhiwen, Du Xianjun, Gong Bin, Jegatheesan Veeriah, Haq Izaz Ul

机构信息

Department of Automation, College of Electrical and Information Engineering, Lanzhou University of Technology, Lanzhou 730050, China.

Key Laboratory of Gansu Advanced Control for Industrial Processes, Lanzhou University of Technology, Lanzhou 730050, China.

出版信息

Membranes (Basel). 2021 May 24;11(6):381. doi: 10.3390/membranes11060381.

DOI:10.3390/membranes11060381
PMID:34073707
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC8225185/
Abstract

Compared to the traditional activated sludge process, the membrane bioreactor (MBR) has several advantages such as the production of high-quality effluent, generation of low excess sludge, smaller footprint requirements, and ease of automatic control of processes. The MBR has a broader prospect of its applications in wastewater treatment and reuse. However, membrane fouling is the biggest obstacle for its wider application. This paper reviews the techniques available to predict fouling in MBR, discusses the problems associated with predicting fouling status using artificial neural networks and mathematical models, summarizes the current state of fouling prediction techniques, and looks into the trends in their development.

摘要

与传统活性污泥法相比,膜生物反应器(MBR)具有若干优点,例如能产生高质量的出水、产生的剩余污泥量少、占地面积需求小以及易于实现工艺的自动控制。MBR在污水处理及回用方面具有更广阔的应用前景。然而,膜污染是其更广泛应用的最大障碍。本文综述了可用于预测MBR中膜污染的技术,讨论了使用人工神经网络和数学模型预测污染状态所涉及的问题,总结了膜污染预测技术的现状,并展望了其发展趋势。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/91ae/8225185/af091a3bb491/membranes-11-00381-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/91ae/8225185/718e9057f332/membranes-11-00381-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/91ae/8225185/d17a8479692c/membranes-11-00381-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/91ae/8225185/af091a3bb491/membranes-11-00381-g003.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/91ae/8225185/718e9057f332/membranes-11-00381-g001.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/91ae/8225185/d17a8479692c/membranes-11-00381-g002.jpg
https://cdn.ncbi.nlm.nih.gov/pmc/blobs/91ae/8225185/af091a3bb491/membranes-11-00381-g003.jpg

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Sci Rep. 2020 Sep 30;10(1):16110. doi: 10.1038/s41598-020-73175-0.
2
Intelligent mitigation of fouling by means of membrane vibration for algae separation: Dynamics model, comprehensive evaluation, and critical vibration frequency.智能膜振动减藻除污:动力学模型、综合评价和临界振动频率。
Water Res. 2020 Sep 1;182:115972. doi: 10.1016/j.watres.2020.115972. Epub 2020 Jun 5.
3
Modeling water flux in osmotic membrane bioreactor by adaptive network-based fuzzy inference system and artificial neural network.
膜生物反应器(MBR)监测的开发与实施:二维荧光光谱法的应用
Membranes (Basel). 2022 Dec 2;12(12):1218. doi: 10.3390/membranes12121218.
4
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Membranes (Basel). 2022 Aug 29;12(9):843. doi: 10.3390/membranes12090843.
5
Compaction of a Polymeric Membrane in Ultra-Low-Pressure Water Filtration.超低压水过滤中聚合物膜的压实
Polymers (Basel). 2022 Aug 10;14(16):3254. doi: 10.3390/polym14163254.
6
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7
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Bioresour Technol. 2020 Aug;310:123391. doi: 10.1016/j.biortech.2020.123391. Epub 2020 Apr 18.
4
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Bioresour Technol. 2019 Jun;282:262-268. doi: 10.1016/j.biortech.2019.03.044. Epub 2019 Mar 9.
7
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8
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Bioresour Technol. 2017 Aug;238:86-94. doi: 10.1016/j.biortech.2017.04.006. Epub 2017 Apr 4.
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