Hybrid modelling framework for ozonation and biological activated carbon in tertiary wastewater treatment.

IF 2.5 4区 环境科学与生态学 Q3 ENGINEERING, ENVIRONMENTAL Water Science and Technology Pub Date : 2024-12-01 Epub Date: 2024-11-20 DOI:10.2166/wst.2024.379
Shalongo T Angula, John Okedi, Theo Harding, Giacomo Bellandi, David S Ikumi
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Abstract

Despite water being a significant output of water and resource recovery facilities (WRRFs), tertiary wastewater treatment processes are often underrepresented in integrated WRRF models. This study critically reviews the approaches used in comprehensive models for ozone (O3) and biological activated carbon (BAC) operation units for wastewater tertiary treatment systems. The current models are characterised by limitations in the mechanisms that describe O3 disinfection and disinfection by-product formation, and BAC adsorption in multi-component solutes. Drawing from the insights from the current O3, BAC, and WRRF modelling approaches, we propose an integrated O3-BAC model suitable for simulating dissolved organic carbon (DOC) and micropollutants removal in the O3-BAC systems. We recommend a hybrid modelling approach in which data-driven models can be integrated to compensate for structural limitations in mechanistic models. The model is developed within the activated sludge model (ASM) framework for flexibility in coupling with other WRRF models and hence facilitates developing system-wide WRRF models for wastewater reclamation and reuse systems.

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废水三级处理中臭氧和生物活性炭的混合建模框架。
尽管水是水和资源回收设施(WRRF)的重要产出,但污水三级处理工艺在 WRRF 综合模型中的代表性往往不足。本研究对废水三级处理系统的臭氧(O3)和生物活性炭(BAC)运行单元综合模型中使用的方法进行了严格审查。目前的模型在描述臭氧消毒和消毒副产物形成以及生物活性炭在多组分溶质中的吸附机制方面存在局限性。借鉴目前的臭氧、生物活性碳和水处理设施建模方法,我们提出了一种适用于模拟臭氧-生物活性碳系统中溶解性有机碳 (DOC) 和微污染物去除的集成臭氧-生物活性碳模型。我们建议采用一种混合建模方法,将数据驱动模型集成其中,以弥补机理模型在结构上的局限性。该模型是在活性污泥模型(ASM)框架内开发的,可以灵活地与其他 WRRF 模型耦合,从而有助于为污水再生和回用系统开发全系统 WRRF 模型。
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来源期刊
Water Science and Technology
Water Science and Technology 环境科学-工程:环境
CiteScore
4.90
自引率
3.70%
发文量
366
审稿时长
4.4 months
期刊介绍: Water Science and Technology publishes peer-reviewed papers on all aspects of the science and technology of water and wastewater. Papers are selected by a rigorous peer review procedure with the aim of rapid and wide dissemination of research results, development and application of new techniques, and related managerial and policy issues. Scientists, engineers, consultants, managers and policy-makers will find this journal essential as a permanent record of progress of research activities and their practical applications.
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