Prediction of water reuse potential in South African water management areas: A linear regression and Bayesian network approach

IF 0.4 4区 工程技术 Q4 ENGINEERING, CIVIL
S. Mamane, A. Abimbade, A. Ilemobade
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引用次数: 0

Abstract

ABSTRACT Increasing scarcity of freshwater resources and growing environmental awareness have given rise to the use of treated wastewater as an additional source of water supply. However, the amount of wastewater that can be reclaimed for reuse is subject to many factors, ranging from technical to socio-economic, environmental and institutional. This paper presents two prediction models for wastewater reuse potential in South Africa. The proposed models, namely a Bayesian Network model and a Linear Regression model, were used as a platform for integrated analysis of features such as water use, and socio-demographic and environmental factors. A dataset from the sub-regions of the 19 water management areas in South Africa was employed as input into the models in order to analyse these features and to consequently predict water reuse potential. Keywords: water reuse, wastewater recycling, Bayesian network, linear regression
南非水管理地区水再利用潜力的预测:线性回归和贝叶斯网络方法
淡水资源的日益稀缺和环保意识的日益增强,促使人们将处理过的废水作为一种额外的供水来源。然而,可回收再利用的废水数量受到许多因素的影响,从技术到社会经济、环境和体制。本文提出了南非污水回用潜力的两种预测模型。所提出的模型,即贝叶斯网络模型和线性回归模型,被用作综合分析水利用、社会人口和环境因素等特征的平台。来自南非19个水管理区的子区域的数据集被用作模型的输入,以分析这些特征,从而预测水的再利用潜力。关键词:中水回用,废水回用,贝叶斯网络,线性回归
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来源期刊
CiteScore
0.70
自引率
25.00%
发文量
19
审稿时长
>12 weeks
期刊介绍: The Journal of the South African Institution of Civil Engineering publishes peer reviewed papers on all aspects of Civil Engineering relevant to Africa. It is an open access, ISI accredited journal, providing authoritative information not only on current developments, but also – through its back issues – giving access to data on established practices and the construction of existing infrastructure. It is published quarterly and is controlled by a Journal Editorial Panel. The forerunner of the South African Institution of Civil Engineering was established in 1903 as a learned society aiming to develop technology and to share knowledge for the development of the day. The minutes of the proceedings of the then Cape Society of Civil Engineers mainly contained technical papers presented at the Society''s meetings. Since then, and throughout its long history, during which time it has undergone several name changes, the organisation has continued to publish technical papers in its monthly publication (magazine), until 1993 when it created a separate journal for the publication of technical papers.
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