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Evaluation of Changes in Effluent Quality from Industrial Complexes on the Korean Nationwide Scale Using a Self-Organizing Map

机译:利用自组织图评估韩国全国范围内工业园区的污水质量变化

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摘要

One of the major issues related to the environment in the 21st century is sustainable development. The innovative economic growth policy has supported relatively successful economic development, but poor environmental conservation efforts, have consequently resulted in serious water quality pollution issues. Hence, assessments of water quality and health are fundamental processes towards conserving and restoring aquatic ecosystems. In this study, we characterized spatial and temporal changes in water quality (specifically physico-chemical variables plus priority and non-priority pollutants) of discharges from industrial complexes on a national scale in Korea. The data were provided by the Water Quality Monitoring Program operated by the Ministry of Environment, Korea and were measured from 1989 to 2008 on a monthly basis at 61 effluent monitoring sites located at industrial complexes. Analysis of monthly and annual changes in water quality, using the seasonal Mann-Kendall test, indicated an improvement in water quality, which was inferred from a continuous increase in dissolved oxygen and decrease in other water quality factors. A Self-Organizing Map, which is an unsupervised artificial neural network, also indicated an improvement of effluent water quality, by showing spatial and temporal differences in the effluent water quality as well as in the occurrence of priority pollutants. Finally, our results suggested that continued long-term monitoring is necessary to establish plans and policies for wastewater management and health assessment.
机译:可持续发展是21世纪与环境有关的主要问题之一。创新的经济增长政策支持了相对成功的经济发展,但环境保护工作不力,因此导致了严重的水质污染问题。因此,对水质和健康的评估是保护和恢复水生生态系统的基本过程。在这项研究中,我们描述了韩国全国范围内工业园区排放物的水质(特别是理化变量加上优先和非优先污染物)的时空变化特征。数据由韩国环境部实施的水质监测计划提供,并于1989年至2008年期间每月对位于工业园区的61个污水监测点进行测量。使用季节性的Mann-Kendall检验分析水质的每月和每年变化,表明水质有所改善,这是由于溶解氧的持续增加和其他水质因素的减少所推断的。自组织图是一种无监督的人工神经网络,它通过显示出废水水质的时空差异以及优先污染物的发生,也表明了废水水质的改善。最后,我们的结果表明,持续的长期监测对于建立废水管理和健康评估的计划和政策是必要的。

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