• 한국농림기상학회지
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• 제9권2호
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• pp.121-131
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• 2007

산림생태계의 생태과정과 수문과정의 변화는 밀접하게 연관되어 있음에도 불구하고 통합적으로 다루어지지 못해 왔다. 본 연구에서는 광릉 소유역에서 관측되고 있는 식생 및 수문자료와 지리정보시스템(GIS)을 기반으로 지역규모의 생태수문 모사 시스템인 RHESSys를 이용하여 이러한 통합을 시도하였다. 이를 위해, (1) RHESSys의 입력자료를 구축, 모형을 구동하고 (2) 다양한 생태수문과정을 동시에 고려할 수 있는 모형보정체계를 수립하고, (3) 민감도 분석을 통해 최적의 모수를 추정하였다. RHESSys의 유량패턴과 첨두유량에 영향을 주는 6개의 토양모수를 대상으로 민감도를 분석한 결과, 수평 포화 수리 전도도와 공극률의 깊이에 따른 감쇄가 유량에 대해 가장 큰 민감도를 보였다. 이 두 모수를 변화시켜 최적의 유량패턴 적합도를 산출한 결과, 유량예측의 적합도 지수(NSec)는 0.75였다. 이러한 결과는 향후 유역 단위의 토양 수분 및 증발산을 모사하고 그 공간분포를 나타내는 지도 제작을 위한 기본적인 평가기준으로서 매우 중요한 의미를 갖는다.

• 한국물환경학회지
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• 제36권5호
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• pp.373-384
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• 2020

Hydrological models are based on a combination of parameters that describe the hydrological characteristics and processes within a watershed. For this reason, the model performance and accuracy are highly dependent on the parameters. However, model uncertainties caused by parameters with stochastic characteristics need to be considered. As a follow-up to the study conducted by Choi et al (2020), who developed a relatively simple semi-distributed hydrological model, we propose a tool to estimate the posterior distribution of model parameters using the Metropolis-Hastings algorithm, a type of Markov-Chain Monte Carlo technique, and analyze the uncertainty of model parameters and simulated stream flow. In addition, the uncertainty caused by the parameters of each version is investigated using the lumped and semi-distributed versions of the applied model to the Hapcheon Dam watershed. The results suggest that the uncertainty of the semi-distributed model parameters was relatively higher than that of the lumped model parameters because the spatial variability of input data such as geomorphological and hydrometeorological parameters was inherent to the posterior distribution of the semi-distributed model parameters. Meanwhile, no significant difference existed between the two models in terms of uncertainty of the simulation outputs. The statistical goodness of fit of the simulated stream flows against the observed stream flows showed satisfactory reliability in both the semi-distributed and the lumped models, but the seasonality of the stream flow was reproduced relatively better by the distributed model.

• 한국수자원학회:학술대회논문집
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• 한국수자원학회 2015년도 학술발표회
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• pp.467-467
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• 2015

Sustainable water resource management requires the assessment of hydrological variability in response to climate fluctuations and anthropogenic activities. Determining quantitative estimates of water balance and total basin discharge are of utmost importance to understand the variations within a basin. Hard-to-reach areas with few infrastructures, coupled with lengthy administrative procedures makes in-situ data collection and water management processes very difficult and unreliable. In this study, the hydrological behavior of Lake Chad whose extent, extreme climatic and environmental conditions make it difficult to collect field observations was examined. During a 10 year period [January 2003 to December 2013], dataset from space-borne and global hydrological models observations were analyzed. Terrestial water storage (TWS) data retrieved from Gravity Recovery and Climate Experiment (GRACE), lake level variations from Satellite altimetry, water fluxes and soil moisture from Global Land Data Assimilation System (GLDAS) were used for this study. Furthermore, we combined altimetry lake volume with TWS over the lake drainage basin to estimate groundwater and soil moisture variations. This will be validated with groundwater estimates from WaterGAP Global Hydrology Model (WGHM) outputs. TWS showed similar variation patterns Lake water level as expected. The TWS in the basin area is governed by the lake's surface water. As expected, rainfall from GLDAS precedes GRACE TWS with a phase lag of about 1 month. Estimates of groundwater and soil moisture content volume changes derived by combining altimetric Lake Volume with TWS over the drainage basin are ongoing. Results obtained shall be compared with WaterGap Hydrology Model (WGHM) groundwater estimate outputs.

• 지질공학
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• 제19권2호
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• pp.227-233
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• 2009

우리나라는 수자원 특성상 강우의 시간적, 공간적 불균형이 심하여 수자원 개발과 관리여건이 대단히 열악하다. 이에 따라 현시점에서 향후 물 부족에 대처할 신규 수자원의 안정적 확보방안의 하나인 지하댐의 건설 예정지를 파악하고 지표수와 지하수를 연계하여 효과적으로 개발 이용 가능한 지하댐 개발의 국내 적용을 검토 할 필요가 있다. 이번 연구는 지하댐 건설 예정지인 경남 하동군 횡천강 일대의 지질조사, 수리 수문학 분석 등을 통해 프로그램 입력 자료를 산정하였다. 또한 입력자료를 바탕으로 SWAT-MODFLOW를 통해 지표수 및 지하수의 연계 해석을 실시하였으며 지하댐 건설전과 후의 지하수위 변화를 예측하였다.

• 한국수자원학회:학술대회논문집
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• 한국수자원학회 2015년도 학술발표회
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• pp.238-238
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• 2015

There are demands for water environmental analysis of discharge processes in paddy fields, however, it is not fully understood in nutrients discharge process for watershed modeling. As hydrological processes both surface and ground water and agricultural water managements are so complex in paddy fields, the development of lowland paddy fields watershed model is more difficult than upland watershed model. In this research, the improvement of SWAT (Soil and Water Assessment Tool) model for a paddy watershed was conducted. First, modification of surface inundated process was developed in improved pot hole option. Those modification was evaluated by monitoring data. Second, the monitoring data in river and drainage channel in lowland paddy fields from 2012 to 2014 were analyzed to understand discharge characteristics. As a case study, Imbanuma basin, Japan, was chosen as typical land and water use in Asian countries. In this basin, lowland paddy fields are irrigated from river water using small pumps that were located in distribution within the watershed. Daily hydrological fluctuation was too complex to estimate. Then, to understand surface and ground water discharge characteristics in irrigation (Apr-Aug) and non-irrigation (Sep-Mar) period, the water and material balance analysis was conducted. The analysis was composed two parts, watershed and river channel blocks. As results of model simulation, output was satisfactory in NSE, but uncertainty was large. It would be coming from discharge process in return water. The river water and ground water in paddy fields were exchanged each other in 5.7% and 10.8% to river discharge in irrigation and non-irrigation periods, respectively. Through this exchange, nutrient loads were exchanged between river and paddy fields components. It suggested that discharge from paddy fields was not only responded to rainfall but dynamically related with river water table. In general, hydrological models is assumed that a discharge process is one way from watershed to river. However, in lowland paddy fields, discharge process is dynamically changed. This function of paddy fields showed that flood was mitigated and temporally held as storage in ground water. Then, it showed that water quality was changed in mitigated function in the water exchange process in lowland paddy fields. In future, it was expected that hydrological models for lowland paddy fields would be developed with this mitigation function.

• 한국농공학회지
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• 제40권3호
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• pp.42-53
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• 1998

About 50 percent of irrigation and drainage facilities in our country are deteriorated as they were constructed over 40 years ago. Worsening the problems in function might be caused by these facilities' constant exposure to the elements. With these reason, efficient maintenance and management of irrigation and drainage facili- ties are required. A computerized system is tailored on the basis of the each characteristics'data of irrigation and drainage facilities. The unified management system to be introduced in this study is a package program consisting of three subprograms. Facility Management(FM) system, the first component, is a relational database system for image processing and registering the characteristics of irrigation and drainage facilities. The objective of this program is to manage the ledger of each facilities and to scan the characteristics of facilities. Telemeter(TM) system, the second component, monitors and processes the data from the sensors statistically. This system is preprogramed for the complete design of TC/TM system. Hydrological Data Management(HDM) system, the third component, executes the hydrological analysis using meteorological data. The unified management system can provide the latest information, such as image data, lists and items of facilities, and items of reforming and rebuilding etc., of the facilities to the manager. At the same time, this system can manage hydrological and meteorological data in realtime.

• 한국농공학회지
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• 제42권6호
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• pp.56-62
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• 2000

The NRCS curve number (CN) method has been widely adopted in practice to synthesize runoff hydrographs from small watersheds with complex land use. It may not be valid to apply this model for irrigated paddies, since hydrological characteristics of irrigated rice paddies are not sufficiently considered in CN method. This paper attempts to extend the capability of the well-known SCS TR-20 model to local conditions by formulating a submodel for the runoff-processes in paddies. The modified model was tested with field data from the Baran watershed. The results were in good agreement with field data. It was also applicable to simulate runoff changes resulting from land use changes within the watershed.

• 한국농림기상학회:학술대회논문집
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• 한국농림기상학회 2001년도 춘계 학술발표논문집
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• pp.43-48
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• 2001

Many applications in the areas of agricultural, hydrological and environmental resource management require data over very large areas and with a high imaging frequency - monitoring crop growth, water stress, seasonal wetland flooding and natural vegetation development. This precludes the use of fine resolution data (Landsat, Spot) on the grounds of cost, accessibility and low imaging frequency. Meteorological satellites have the potential to fill this need, given their very wide spatial coverage, and high repeat imaging. The Remote Sensing Unit (RSU) at the Zambia Meteorological Department routinely receives, processes and archives imagery from both Meteosat and NOAA AVHRR satellites. Here I wish to present some examples of applications of these data sets that arise from the RSU work - relationships between rainfall and vegetation development as assessed by satellite, derived information and seasonal patterns of flooding in the Barotse floodplain and the Kafue flats. I also wish to outline ways in which a more widespread use of this data by the Zambian institutions canbe achieved.

• 한국수자원학회:학술대회논문집
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• 한국수자원학회 2023년도 학술발표회
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• pp.165-165
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• 2023

Streamflow prediction is a critical task in water resources management and essential for planning and decision-making purposes. However, the streamflow prediction is challenging due to the complexity and non-linear nature of hydrological processes. The transfer learning is a powerful technique that enables a model to transfer knowledge from a source domain to a target domain, improving model performance with limited data in the target domain. In this study, we apply the transfer learning using the Informer model, which is a state-of-the-art deep learning model for streamflow prediction. The model was trained on a large-scale hydrological dataset in the source basin and then fine-tuned using a smaller dataset available in the target basin to predict the streamflow in the target basin. The results demonstrate that transfer learning using the Informer model significantly outperforms the traditional machine learning models and even other deep learning models for streamflow prediction, especially when the target domain has limited data. Moreover, the results indicate the effectiveness of streamflow prediction when knowledge transfer is used to improve the generalizability of hydrologic models in data-sparse regions.

• 한국습지학회지
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• 제19권4호
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• pp.470-483
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• 2017

산림면적의 변화와 같은 토지피복 또는 토지 이용의 변화는 물과 에너지 순환의 변화를 유발하여 궁극적으로 하천 유량, 증발산, 토양수분, 기저유량과 같은 수문순환 전반에 큰 영향을 미친다. 본 연구에서는 대규모 지표수문모형과 다양한 토양, 토지이용, 식생, 기상 등의 자료를 이용하여 과거 장기간에 걸쳐 나타난 수문순환의 변화를 모의하였다. 이를 위해 본 연구에서는 동아시아에 해당하는 중국, 일본, 남한에서 나타난 과거 50여 년 간(1955-2010년)의 수문순환 변화를 모의하고 그 결과를 평가하였다. 특히, 본 연구에서는 시기별 동아시아 국가들의 식생분포를 적절히 반영하는 토지피복도를 선별하여 이용하였다. 수문순환 모의 결과, 전 기간에 걸쳐 중국의 유출률 평균이 47.0%로 나타나고, 일본의 경우에는 62.7%, 남한의 경우에는 49.4%로 나타났다. 전체 모의 기간에 따른 토양수분의 평균을 국가별로 살펴보면, 중국이 22.2%, 일본이 35.6%, 남한은 23.9%로 나타났다. 마지막으로 증발산의 경우, 중국의 경우 모의기간 전체에 대한 증발산율 평균은 52.7%, 일본은 37.3%, 남한은 50.4%로 모의되었다. 특히, 중국에서는 모의 시기별(1955-1990년, 1991-2000년, 2001-2010년)로 수문순환의 변화가 뚜렷하게 나타났으며, 일본은 식생 안정화에 따른 안정적인 수문순환 성분을 확인할 수 있었다. 아울러 남한에도 식생 안정화에 따른 수문순환 성분의 안정화가 다소 이루어지고 있는 것을 확인하였다.