• 제목/요약/키워드: Multi-watershed

검색결과 150건 처리시간 0.036초

다중목적 최적화기 법을 이용한 SWAT 모형 수분매개변수의 자동보정 (Auto-calibration for the SWAT Model Hydrological Parameters Using Multi-objective Optimization Method)

  • 김학관;강문성;박승우;최지용;양희정
    • 한국농공학회논문집
    • /
    • 제51권1호
    • /
    • pp.1-9
    • /
    • 2009
  • The objective of this paper was to evaluate the auto-calibration with multi-objective optimization method to calibrate the parameters of the Soil and Water Assessment Tool (SWAT) model. The model was calibrated and validated by using nine years (1996-2004) of measured data for the 384-ha Baran reservoir subwatershed located in central Korea. Multi-objective optimization was performed for sixteen parameters related to runoff. The parameters were modified by the replacement or addition of an absolute change. The root mean square error (RMSE), relative mean absolute error (RMAE), Nash-Sutcliffe efficiency index (EI), determination coefficient ($R^2$) were used to evaluate the results of calibration and validation. The statistics of RMSE, RMAE, EI, and $R^2$ were 4.66 mm/day, 0.53 mm/day 0.86, and 0.89 for the calibration period and 3.98 mm/day, 0.51 mm/day, 0.83, and 0.84 for the validation period respectively. The statistical parameters indicated that the model provided a reasonable estimation of the runoff at the study watershed. This result was illustrated with a multi-objective optimization for the flow at an observation site within the Baran reservoir watershed.

Analysis of Korean TMLD Design Flow Variation due to Large Dam Effluents and Water Use Scenarios

  • Shin, Hyun-Suk;Kang, Doo-Kee;Kim, Sang-Dan
    • 한국수자원학회:학술대회논문집
    • /
    • 한국수자원학회 2007년도 학술발표회 논문집
    • /
    • pp.74-83
    • /
    • 2007
  • The goal of this study is to establish an integrated watershed hydrologic model for the whole Nakdong River basin whose area is an approximately 24,000 km2. Including a number of watershed elements such as rainfall, runoff, water use, and so on, the proposed model is based on SWAT model, and is used to improve the flow duration curve estimation of ungauged watersheds for Korean Total Maximum Daily Load (TMDL). The model is also used to recognize quantitatively the river flow variation due to water use elements and large dam effluents in the whole watershed. The established combined watershed hydrologic model, SWAT-Nakdong, is used to evaluate the quantified influences of artificial water balance elements, such as a dam and water use in the watershed. We apply two water balance scenarios in this study: the dam scenario considering effluent conditions of 4 large multi-purpose dams, Andong dam, Imha dam, Namgang dam, and Habcheon dam, and the water use scenario considering a water use for stream line and the effluent from a treatment plant. The two scenarios are used to investigate the impacts on TMDL design flow and flow duration of particular locations in Nakdong River main stream. The results from this study will provide the basic guideline for the natural flow restoration in Nakdong River.

  • PDF

마커 제어 워터셰드와 타원 적합기법을 결합한 다중 교모세포종 분할 (Multi-cell Segmentation of Glioblastoma Combining Marker-based Watershed and Elliptic Fitting Method in Fluorescence Microscope Image)

  • 이지영;정다은;이현우;양세정
    • 대한의용생체공학회:의공학회지
    • /
    • 제42권4호
    • /
    • pp.159-166
    • /
    • 2021
  • In order to analyze cell images, accurate segmentation of each cell is indispensable. However, the reality is that accurate cell image segmentation is not easy due to various noises, dense cells, and inconsistent shape of cells. Therefore, in this paper, we propose an algorithm that combines marker-based watershed segmentation and ellipse fitting method for glioblastoma cell segmentation. In the proposed algorithm, in order to solve the over-segmentation problem of the existing watershed method, the marker-based watershed technique is primarily performed through "seeding using local minima". In addition, as a second process, the concave point search using ellipse fitting for final segmentation based on the connection line between the concave points has been performed. To evaluate the performance of the proposed algorithm, we compared three algorithms with other algorithms along with the calculation of segmentation accuracy, and we applied the algorithm to other cell image data to check the generalization and propose a solution.

HSPF와 다중 저류지 모형을 이용한 농업지역 순환관개에 의한 하천 수질 및 배출부하 영향 분석 (Assessment of stream water quality and pollutant discharge loads affected by recycled irrigation in an agricultural watershed using HSPF and a multi-reservoir model)

  • 이경석;이동훈;안영미;강주현
    • 한국습지학회지
    • /
    • 제25권4호
    • /
    • pp.297-305
    • /
    • 2023
  • 순환관개는 농업유역내 하천수를 상류의 농경지로 재투입시켜 관개용수로써 활용하고 기 사용된 용수는 직접유출 또는 기저유출의 형태로 하천으로 회귀되는 관개방식이다. 순환관개는 용수 및 양분 확보 측면에서 장점이 크지만 순환관개 후 발생하는 회귀수는 과투입된 양분을 함유하고 있어 하천 수질에 악영향을 미칠 것으로 예상된다. 따라서 순환관개에 따른 하천 수질변화에 대한 정량적 분석은 효율적인 농업용수 공급과 수질관리대책 수립을 위해 반드시 필요하다. 유역내 수문 및 오염물질의 순환, 그리고 하천수질에 대한 정량적 영향을 통합적으로 분석하기 위하여 유역모델이 주로 활용되고 있으나 대부분의 유역모델들은 순환관개에 의한 수질 영향을 모의할 수 있는 기능을 제공하고 있지 않다. 이에 본 연구에서는 HSPF(Hydrological Simulation Program-Fortran) 유역모델과 다중 저류지 모델(Multi-reservoir model)을 연계하여 순환관개 시스템 운영에 따른 하천수질 영향을 분석하고자 하였다. 연구 대상 지역은 경상남도 창녕군 계성천 유역내 순환관개를 시행하고 있는 관곡천 소유역으로 농업활동에 의한 오염물질 배출이 주된 지역이다. 먼저 계성천 및 관곡천을 대상으로 구축된 HSPF모델을 활용하여 관개지역에서의 배출수(직접유출 및 기저유출) 및 하천수에 대한 연간 유량 및 수질 변화 시계열 자료를 생성하고 이를 토대로 자체 구축한 다중저류조 모델을 보정한 후 순환관개 모의에 사용하였다. 다중 저류지 모델에서 관곡천 유역을 관개지역과 관곡천 등 두 개의 하위시스템으로 구성하고 순환관개에 따른 하위시스템내 반응(식물흡수, 흡탈착, 및 소멸) 및 하위시스템 간 물 및 물질(질소 및 인)전달 관계를 모의할 수 있도록 하였다. 최종적으로 순환관개 운영 유무에 따라 총 3개의 시나리오를 구성하여 연간 순환관개용수량 변화에 따른 관곡천 수질영향을 분석하였다.

Road Extraction Based on Watershed Segmentation for High Resolution Satellite Images

  • Chang, Li-Yu;Chen, Chi-Farn
    • 대한원격탐사학회:학술대회논문집
    • /
    • 대한원격탐사학회 2003년도 Proceedings of ACRS 2003 ISRS
    • /
    • pp.525-527
    • /
    • 2003
  • Recently, the spatial resolution of earth observation satellites is significantly increased to a few meters. Such high spatial resolution images definitely will provide lots of information for detail-thirsty remote sensing users. However, it is more difficult to develop automated image algorithms for automated image feature extraction and pattern recognition. In this study, we propose a two-stage procedure to extract road information from high resolution satellite images. At first stage, a watershed segmentation technique is developed to classify the image into various regions. Then, a knowledge is built for road and used to extract the road regions. In this study, we use panchromatic and multi-spectral images of the IKONOS satellite as test dataset. The experiment result shows that the proposed technique can generate suitable and meaningful road objects from high spatial resolution satellite images. Apparently, misclassified regions such as parking lots are recognized as road needed further refinement in future research.

  • PDF

용담댐유역의 다지점 유량관측 자료 이용에 따른 SWAT 모형의 정확도 향상성 평가 (Evaluation of Accuracy Improvement of SWAT Model for the Yongdam-Dam Watershed based on Multi-Point Hydrological Observations)

  • 신형진;박민지;이지완;황의호;강석만;채효석
    • 한국지리정보학회지
    • /
    • 제21권3호
    • /
    • pp.104-118
    • /
    • 2018
  • 본 연구에서는 SWAT(Soil and Water Assessment Tool) 모형과 다지점 수문관측 자료를 이용하여 모형의 정확도 향상성을 평가하고자 한다. 대상유역은 한국수자원공사 용담시험유역의 수위자료를 측정하고 있는 용담댐($930.4km^2$), 동향($165.5km^2$), 천천($290.9km^2$), 주천($57.8km^2$), 석정($80.5km^2$) 유역으로 70%이상이 산림유역이다. 모형의 정확도를 향상시키기 위해 강수자료는 기상관측소 2개(장수, 금산)관측소와 기상청, 국토부, 수자원공사에서 관리하는 AWS 16개의 2003~2011년 일 강수량 자료를 이용하였다. 2003~2011년의 용담시험유역의 신뢰할만한 실측자료를 바탕으로 5지점의 일 유출량을 이용하여 단일지점(용담댐)과 다지점(동향, 천천, 주천, 석정)의 유출량을 검 보정하여 비교하였다. 모의 결과 단일지점의 소유역(동향, 천천, 주천, 석정)의 $R^2$는 0.84, 다지점은 0.88, 단일지점의 Nash-Sutcliffe의 모형효율계수 0.45, 다지점은 0.70으로 보다 향상된 모의 결과로 나타났다.

HSPF 모형을 이용한 옥동천 유역의 유달율 분석 (Pollutant Delivery Ratio of Okdong-cheon Watershed Using HSPF Model)

  • 이현지;김계웅;송정헌;이도길;이한필;강문성
    • 한국농공학회논문집
    • /
    • 제61권1호
    • /
    • pp.9-20
    • /
    • 2019
  • The primary objective of this study was to analyze the delivery ratio using Hydrological Simulation Program - Fortran (HSPF) in Okdong-cheon watershed. Model parameters related to hydrology and water quality were calibrated and validated by comparing model predictions with the 8-day interval filed data collected for ten years from the Korea Ministry of Environment. The results indicated that hydrology and water quality parameters appeared to be reasonably comparable to the field data. The pollutant delivery loads of the watershed in 2015 were simulated using the HSPF model. The delivery ratios of each subwatershed were also estimated by the simple ratio calculation of pollutant discharge load and pollutant delivery load. Coefficients of the regression equation between the delivery ratio and specific discharge were also computed using the delivery ratio. Based on the results, multiple regression analysis was performed using the discharge and the physical characteristics of the subwatershed such as the area. The equation of delivery ratio derived in this study is only for the Okdong-cheon watershed, so the larger studies are needed to apply the findings to other watersheds.

통합 물환경 관리를 위한 개방형 모델링 플랫폼 고찰 (A Review of Open Modeling Platform Towards Integrated Water Environmental Management)

  • 이성학;신창민;이용석;조재필
    • 한국물환경학회지
    • /
    • 제36권6호
    • /
    • pp.636-650
    • /
    • 2020
  • A modeling system that can consider the overall water environment and be used to integrate hydrology, water quality, and aquatic ecosystem on a watershed scale is essential to support decision-making in integrated water resources management (IWRM). In adapting imported models for evaluating the unique water environment in Korea, a platform perspective is becoming increasingly important. In this study, a modeling platform is defined as an ecosystem that continuously grows and provides sustainable values through voluntary participation- and interaction-of all stakeholders- not only experts related to model development, but also model users and decision-makers. We assessed the conceptual values provided by the IWRM modeling platform in terms of openness, transparency, scalability, and sustainability. I We also reviewed the technical aspects of functional and spatial integrations in terms of socio-economic factors and user-centered multi-scale climate-forecast information. Based on those conceptual and technical aspects, we evaluated potential modeling platforms such as Source, FREEWAT, Object Modeling System (OMS), OpenMI, Community Surface-Dynamics Modeling System (CSDMS), and HydroShare. Among them, CSDMS most closely approached the values suggested in model development and offered a basic standard for easy integration of existing models using different program languages. HydroShare showed potential for sharing modeling results with the transparency expected by model user-s. Therefore, we believe that can be used as a reference in development of a modeling platform appropriate for managing the unique integrated water environment in Korea.

도시 유역 관리를 위한 통합적인 접근방법 (Integrated Approach for Watershed Management in an Urban Area)

  • 이길성;정은성;김영오
    • 한국수자원학회논문집
    • /
    • 제39권2호
    • /
    • pp.161-178
    • /
    • 2006
  • 유역통합관리의 이론을 적용한 의사결정지원 시스템을 구축하기 위해서는 Heathcote (1998)가 제안한 다음과 같은 7단계를 수행하는 것이 바람직하다. 단계별 절차는 (1) 대상유역에 대한 정보수집, (2) 문제점 도출 및 우선 순위의 결정, (3) 분명하고 구체적인 목표의 설정, (4) 모든 대안의 제시, (5) 가능한 대안의 선별, (6) 선별된 대안의 효과분석, (7) 최종대안의 수립으로 이루어져 있으며 본 연구는 $1\~5$단계의 과정에 해당된다. 1단계에서는 유역의 물순환에 대해 현장답사 및 문헌조사 등을 통하여 구체적이고 정량적인 정보를 수집하였으며 2단계에서는 중 유역 별로 다양한 지수(홍수피해 잠재능, 건천화 잠재능, 수질오염 잠재능) 및 유역평가 지수를 이용하여 치수, 이수, 수질 측면에서 각각 또는 종합지역으로 문제가 되는 중 유역을 도출하였다. 3단계에서는 유역통합관리 측면에서 우선적으로 고려되어 할 중 유역을 제시하였으며 이를 해결하기 위한 핵심목표를 건천화 방지로 선정하였고 수질개선, 홍수피해 저감의 효과도 고려하는 것으로 하였다. 4단계에서는 이를 위한 구조적, 비구조적 방아을 포함하는 제안들을 제시하였으며 5단계에서는 남아있는 대안에 대해 기술적, 경제적, 환경적 가능성 등을 정성적으로 파악하여 실현 가능한 대안들을 선별하였다. 이렇게 선별된 대아들을 중 유역 별로 필요성 및 가능성을 검토하여 구체적인 예비타당성 계획을 수립하였다.

An influence of mesohabitat structures (pool, riffle, and run) and land-use pattern on the index of biological integrity in the Geum River watershed

  • Calderon, Martha S.;An, Kwang-Guk
    • Journal of Ecology and Environment
    • /
    • 제40권2호
    • /
    • pp.107-119
    • /
    • 2016
  • Background: Previous studies on the biological integrity on habitat and landuse patterns demonstrated ecological stream health in the view of regional or macrohabitat scale, thus ignored the mesoscale habitat patterns of pool, riffle, and runs in the stream health analysis. The objective of this study was to analyze influences on the mesohabitat structures of pool, riffle, and run reaches on the fish guilds and biological integrity in Geum-River Watershed. Results: The mesohabitat structures of pool, riffle, and run reaches influenced the ecological stream health along with some close relations on the fish trophic and tolerance guilds. The mesoscale components altered chemical water quality such as nutrients (TN, TP) and BOD and these, then, determined the primary productions, based on the sestonic chlorophyll-a. The riffle-reach had good chemical conditions, but the pool-reach had nutrient enrichments. The riffle-reach had a predominance of insectivores, while the pool-reach has a predominance of omnivores. Also, the riffle-reach had high proportions of sensitive fish and insectivore fish, and the pool-reach had high proportions of tolerant species in the community composition. The intermediate fish species in tolerance and omnivorous fish species in the food linkage dominated the community in the watershed, and the sensitive and insectivorous fishes decreased rapidly with a degradation of the water quality. All the habitat patterns were largely determined by the land-use patterns in the watershed. Conclusions: Trophic guilds and tolerance guilds of fish were determined by land-use pattern and these determined the stream health, based on the Index of Biological Integrity. This study remarks the necessity to include additional variables to consider information provided by mesohabitats and land-use distributions within the selected stream stretch. Overall, our data suggest that land-use pattern and mesohabitat distribution are important factors to be considered for the trophic and tolerance fish compositions and chemical gradients as well as ecological stream health in the watershed.