基于贝叶斯网络模型的洛东江流域干旱与水质管理因果关系的概率评估

Jiyoung Yoo
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引用次数: 1

摘要

研究了发生严重干旱条件下目标水质完成率的变化,以评价气象干旱对洛东江流域水质管理的影响。利用30天、60天、90天3个不同时间尺度的干旱指数SPI30、SPI60、SPI90,以及生化需氧量(BOD)、总有机碳(TOC)、总磷(T-P) 3个水质指标,首先分析了中型流域重度干旱发生与水质变化的关系,确定了重度干旱对流域水质影响较大的流域。建立流域贝叶斯网络模型,对流域严重干旱与水质管理的关系进行概率评估。洛东江流域22个中型流域中,#2005、#2018、#2021、#2022等4个流域的环境脆弱性较高。此外,严重干旱影响了2021年流域的春季和秋季水质、2005年流域的夏季水质和2022年流域的冬季水质。干旱与水质管理之间的因果关系在主动干旱管理中很有用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Probabilistic assessment of causal relationship between drought and water quality management in the Nakdong River basin using the Bayesian network model
This study investigated the change of the achievement rate of the target water quality conditioned on the occurrence of severe drought, to assess the effects of meteorological drought on the water quality management in the Nakdong River basin. Using three drought indices with difference time scales such as 30-, 60-, 90-day, i.e., SPI30, SPI60, SPI90, and three water quality indicators such as biochemical oxygen demand (BOD), total organic carbon (TOC), and total phosphorus (T-P), we first analyzed the relationship between severe drought occurrence water quality change in mid-sized watersheds, and identified the watersheds in which water quality was highly affected by severe drought. The Bayesian network models were constructed for the watersheds to probabilistically assess the relationship between severe drought and water quality management. Among 22 mid-sized watersheds in the Nakdong River basin, four watersheds, such as #2005, #2018, #2021, and #2022, had high environmental vulnerability to severe drought. In addition, severe drought affected spring and fall water quality in the watershed #2021, summer water quality in the #2005, and winter water quality in the #2022. The causal relationship between drought and water quality management is usufaul in proactive drought management.
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