A review of coagulation explaining its definition, mechanism, coagulant types, and optimization models; RSM, and ANN

Reem M. El-taweel , Nora Mohamed , Khlood A. Alrefaey , Sh Husien , A.B. Abdel-Aziz , Alyaa I. Salim , Nagwan G. Mostafa , Lobna A. Said , Irene Samy Fahim , Ahmed G. Radwan
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引用次数: 12

Abstract

The textile business is one of the most hazardous industries since it produces several chemicals, such as dyes, which are released into water streams with ef-fluents. For the survival of the planet's life and the advancement of humanity, water is a crucial resource. One of the anthropogenic activities that pollute and consume water is the textile industry. Thus, the purpose of the current effort is to Apply coagulation as a Physico-chemical and biological treatment strat-egy with different techniques and mechanisms to treat the effluent streams of textile industries. The discharge of these effluents has a negative impact on the environment, marine life, and human health. Therefore, the treatment of these effluents before discharging is an important matter to reduce their adverse ef-fect. Many physico-chemical and biological treatment strategies for contaminants removal from polluted wastewater have been proposed. Coagulation is thought to be one of the most promising physico-chemical strategies for removing con-taminants and colouring pollutants from contaminated water. Coagulation is accompanied by a floculation process to aid precipitation, as well as the collection of the created sludge following the treatment phase.. Different commercial, and natural coagulants have been applied as a coagulants in the process of coagulation. Additionally, many factors such as; pH, coagulant dose, pollu-tants concentration are optimized to obtain high coagulants removal capacity. This review will discuss the coagulation process, coagulant types and aids in addition to the factors affecting the coagulation process. Additionally, a brief comparison between the coagulation process, and the other processes; princi-ple, advantages, disadvantages, and their efficiency were discussed throgh the review. Furthermore, it discusses the models and optimization techniques used for the coagulation process including response surface methodology (RSM), ar-tificial neural network (ANN), and several metaheuristic algorithms combined with ANN and RSM for optimization in previous work. The ANN model has more accurate results than RSM. The ANN combined with genetic algorithm gives an accurate predicted optimum solution.

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混凝的定义、机理、混凝剂类型和优化模型RSM和ANN
纺织业是最危险的行业之一,因为它生产几种化学物质,如染料,这些化学物质随废气排放到水流中。为了地球生命的生存和人类的进步,水是一种至关重要的资源。污染和消耗水的人为活动之一是纺织工业。因此,当前努力的目的是将混凝作为一种物理化学和生物处理策略,采用不同的技术和机制来处理纺织工业的废水。这些污水的排放对环境、海洋生物和人类健康产生了负面影响。因此,在排放前对这些废水进行处理是减少其不良影响的重要事项。人们提出了许多物理化学和生物处理方法来去除污染废水中的污染物。混凝被认为是去除水中污染物和染色污染物最有前途的物理化学策略之一。混凝伴随着絮凝过程,以帮助沉淀,以及在处理阶段后产生的污泥的收集。不同的商业混凝剂和天然混凝剂在混凝过程中被应用。此外,许多因素,如;对pH、混凝剂用量、污染物浓度进行优化,以获得较高的混凝剂去除率。本文将讨论凝血过程、凝血剂类型和助凝剂以及影响凝血过程的因素。此外,对混凝工艺与其他工艺进行了简要比较;通过综述,对其原理、优缺点及其效率进行了讨论。此外,本文还讨论了用于凝血过程的模型和优化技术,包括响应面法(RSM)、人工神经网络(ANN)以及几种将人工神经网络和RSM相结合的元启发式算法进行优化。人工神经网络模型的结果比RSM更准确。人工神经网络结合遗传算法给出了准确的预测最优解。
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来源期刊
Current Research in Green and Sustainable Chemistry
Current Research in Green and Sustainable Chemistry Materials Science-Materials Chemistry
CiteScore
11.20
自引率
0.00%
发文量
116
审稿时长
78 days
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