[논문]개념적 강우유출 모형의 유량구간별 적합성 평가 및 앙상블 모델 구축

유재웅; 박문형; 김진국; 권현한

doi:10.3741/jkwra.2021.54.2.105

개념적 강우유출 모형의 유량구간별 적합성 평가 및 앙상블 모델 구축
Evaluation of conceptual rainfall-runoff models for different flow regimes and development of ensemble model 원문보기

Journal of Korea Water Resources Association = 한국수자원학회논문집, v.54 no.2, 2021년, pp.105 - 119

유재웅 (세종대학교 건설환경공학과) , 박문형 (한국건설기술연구원) , 김진국 (한국건설기술연구원) , 권현한 (세종대학교 건설환경공학과)

초록
AI-Helper

최근 우리나라의 계절적 강우변동폭이 점점 커져 홍수 및 가뭄의 발생빈도와 심도가 증가하고 있다. 특히, 도시화에 따른 토지이용변화, 산업구조변화 등은 수자원의 수요량 및 공급량 불균형으로 이어져 수자원 관리에서 제약조건으로 작용하고 있다. 유역 내의 물순환 평가에 있어서 물수지 모델 구축과 함께 정확한 강우-유출 분석은 매우 중요한 분석단계라 할 수 있다. 이러한 점에서 본 연구에서는 국내외 주요 연속강우-유출모형의 특성을 파악하고 소양강댐 유역에 대해서 적합성을 평가하였다. 미계측유역의 불확실성을 고려한 유량 시나리오를 제시하기 위하여 다수의 모형을 활용하는 앙상블 개념을 도입하였으며, 향후 미계측유역에 대한 적용을 위한 모형의 확장성을 고려하여 매개변수 개수 및 관측 유량에 대한 재현능력 특성 등을 종합적으로 평가하였다. 본 연구에서는 40개 이상의 국내외 연속강우-유출모형을 소양강댐에 적용하였으며, 통계적 지표를 이용하여 9개의 모형을 1차적으로 선정하였다. 선정된 모형을 대상으로 매개변수의 개수 및 저유량, 중간유량, 고유량으로 분리하여 재현성을 평가하고 최종적으로 앙상블모형을 제시하였으며, 단일 모형에 비해 개선된 관측유량 재현효과를 확인할 수 있었다.

Abstract ▼ AI-Helper

An increase in the frequency and intensity of both floods and droughts has been recently observed due to an increase in climate variability. Especially, land-use change associated with industrial structure and urbanization has led to an imbalance between water supply and demand, acting as a constraint in water resource management. Accurate rainfall-runoff analysis plays a critical role in evaluating water availability in the water budget analysis. This study aimed to explore various continuous rainfall-runoff models over the Soyanggang dam watershed. Moreover, the ensemble modeling framework combining multiple models was introduced to present scenarios on streamflow considering uncertainties. In the ensemble modeling framework, rainfall-runoff models with fewer parameters are generally preferred for effective regionalization. In this study, more than 40 continuous rainfall-runoff models were applied to the Soyanggang dam watershed, and nine rainfall-runoff models were primarily selected using different goodness-of-fit measures. This study confirmed that the ensemble model showed better performance than the individual model over different flow regimes.

주제어

표/그림 (12)

표 Table 1. A reference thesis of continuous rainfall-runoff models
그림 Fig. 1. Soyanggang dam watershed and automated synoptic observing system (ASOS)
표 Table 2. Specification of Soyanggang dam station and ASOS stations
표 Table 3. Continuous rainfall-runoff models, their number of parameters and Nash-Sutcliffe efficiency
표 Table 4. Comparisons of Nash-Sutcliffe efficiency over the selected rainfall-runoff models during calibration and verification Phases
그림 Fig. 2. Comparisons between observed and simulated flows obtained from the selected rainfall-runoff models
그림 Fig. 2. Comparisons between observed and simulated flows obtained from the selected rainfall-runoff models (Continued)
그림 Fig. 3. Comparisons of flow duration curve between observed and simulated flows obtained from 9 rainfall-runoff models
표 Table 5. Comparisons of AIC, BIC and RMSE across the selected 9 rainfall-runoff models
그림 Fig. 4. A comparison of model performance with rainfall-runoff model ensemble and selected models
표 Table 6. Comparisons of model performance with DIC and Nash-Sutcliffe efficiency with different combinations of models
표 Table 7. Comparison of statistical measures over different 9 models and rainfall-runoff model ensemble

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저자의 다른 논문 :

표제어: PCR

동의어: Packet Collision Rate

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용어 설명: PCR은 세균 특이성이 있는 primer를 이용하여 적은 수의 세균이 있을지라도 쉽게 검출할 수 있는 유용한 방법이며, 이를 이용하여 구강 내 치면세균막이나 타액에서 직접 세균을 검출할 수 있게 되었다[8].

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