베이지안 네트워크 모형을 이용한 낙동강 유역의 가뭄과 수질관리의 인과관계에 대한 확률론적 평가

Probabilistic assessment of causal relationship between drought and water quality management in the Nakdong River basin using the Bayesian network model
Citations

SCOPUS

8

초록

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. © 2021 Korea Water Resources Association.

키워드

Bayesian network; Drought; Nakdong river basin; Water quality; 낙동강 유역; 가뭄; 베이지안 네트워크; 수질관리
제목
베이지안 네트워크 모형을 이용한 낙동강 유역의 가뭄과 수질관리의 인과관계에 대한 확률론적 평가
제목 (타언어)
Probabilistic assessment of causal relationship between drought and water quality management in the Nakdong River basin using the Bayesian network model
저자
Yoo, Jiyoung; Ryu, Jae-Hee; Lee, Joo-Heon; Kim, Tae-Woong
DOI
10.3741/JKWRA.2021.54.10.769
발행일
2021-10
유형
Article
저널명
한국수자원학회 논문집
권
54
호
10
페이지
769 ~ 777