• 제목/요약/키워드: Calibration and validation

검색결과 657건 처리시간 0.248초

Using SWAT Model for streamflow simulation in Burundi

  • Habimana, Jean de Dieu;Ha, Doan Thi Thu;Bae, Deg-Hyo
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2020년도 학술발표회
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    • pp.117-117
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    • 2020
  • The main objective of this study was to setup model and evaluate the model performance for streamflow simulation in Burundi using Soil and Water Assessment Tool (SWAT) model. The total area of Burundi is 27,834 ㎢. The elevation of Burundi ranges from 780 m to 2,700m. The West and East are low lands, while the Central part is high land. The topographic data (30 meters Digital Elevation Model) and land use and land cover data of Burundi were obtained respectively from Shuttle Radar Topography Mission (SRTM) and the Regional Centre for Mapping of Resources for Development (RCMRD). The soil data used was obtained from Food and Agriculture Organization (FAO). The local weather data and discharge data were provided by Burundi Hydro meteorological Service (IGEBU). Mean Areal Precipitation (MAP) and Mean Areal Temperature (MAT) were estimated. The streamflow simulation was done for the period 1980-2017. The calibration and validation of river discharge was performed at a daily time step from 2005 through 2011 as the calibration period and 2012 up to 2017 as the validation period. The findings show that streamflow decreases during Jun to September and increases during March to May and October to December.

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SWAT 모형을 이용한 낙동강 하구언의 비점오염물질 유출특성 규명 (A Study on Runoff Properties of Non-point Pollutant in Nakdong watershed by using SWAT model)

  • 이은정;최경식;김태근
    • 상하수도학회지
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    • 제26권6호
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    • pp.815-823
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    • 2012
  • Non-point source pollutants in down stream of Nakdong river were simulated by SWAT. GIS was utilized to make input data of SWAT such as landuse pattern and soil. Meteorological data of 2007 and 2009 were applied for the calibration and validation of runoff in SWAT. It was difficult to calibrate and validate the runoff and nutrient results since a study area was influenced by the tidal effects. Jindong site was selected to escape from the bias of runoff simulation in the coastal area. $R^2$ values of calibration and validation were 0.8 and 0.79. However, $R^2$ values of water qualities were very low level in comparison to runoff. These resulted from the concentration scale of water qualities such as BOD, T-N and T-P. Additionally, tidal influence could effected on the measurements of nutrients. The simulated annual averages and patterns of BOD, T-N and T-P in SWAT were similar to the measurement data. 80 ~ 96 % of nonpoint source pollutants at Nakbon M site were released from April to August of 2009. The ratio of T-N and T-P from nonpoint source were above 50 % during the rainy season.

유전자 알고리즘과 회귀식을 이용한 오염부하량의 예측 (Estimation of Pollutant Load Using Genetic-algorithm and Regression Model)

  • 박윤식
    • 한국환경농학회지
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    • 제33권1호
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    • pp.37-43
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    • 2014
  • BACKGROUND: Water quality data are collected less frequently than flow data because of the cost to collect and analyze, while water quality data corresponding to flow data are required to compute pollutant loads or to calibrate other hydrology models. Regression models are applicable to interpolate water quality data corresponding to flow data. METHODS AND RESULTS: A regression model was suggested which is capable to consider flow and time variance, and the regression model coefficients were calibrated using various measured water quality data with genetic-algorithm. Both LOADEST and the regression using genetic-algorithm were evaluated by 19 water quality data sets through calibration and validation. The regression model using genetic-algorithm displayed the similar model behaviors to LOADEST. The load estimates by both LOADEST and the regression model using genetic-algorithm indicated that use of a large proportion of water quality data does not necessarily lead to the load estimates with smaller error to measured load. CONCLUSION: Regression models need to be calibrated and validated before they are used to interpolate pollutant loads, as separating water quality data into two data sets for calibration and validation.

Calibration and validation of the level 2 data of the Korean OSMI ocean color satellite

  • Suh, Y.S.;Jang, L.H.;Lee, N.K.;Lim, H.S.;Kim, Y.S.;Ahn, Y.H.
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2003년도 Proceedings of ACRS 2003 ISRS
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    • pp.703-705
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    • 2003
  • A comparison was made between the chlorophyll a and suspended solid (SS) retrievals from OSMI and SeaWiFS sensor to chlorophyll a and SS values determined with the standard method during the NFRDI's research cruises. The percentage of organic and inorganic materials from the SS was calculated to study the contribution of turbid water in the northern part of the East China Sea. The open sea waters in the Kuroshio regions of the East China Sea showed relatively higher concentration of volatile SS. However, towards the northwestern part of the East China Sea, the situation became much more optically different with the non-volatile SS from the Yangtze river and the sea bottom sources in the sea in winter and spring seasons. Furthermore, in order to indirectly detect low salinity water with high turbidity, which related to the Yangtze river using remote sensed data from the satellites, a comparison between the results of the band ratio(nLw 490nm/nLw 555nm) of SeaWiFS (OSMI) and the distribution of low salinity around the Jeju Island was presented.

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THE CHEONGGYE-CHEON ESTORATION PROJECT AND HYDROLOGICAL CYCLE ANALYSIS

  • Kim, Hyeon-Jun;Yoon, Soo-Kil;Noh, Seong-Jin;Jang, Cheol-Hee
    • Water Engineering Research
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    • 제6권4호
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    • pp.179-187
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    • 2005
  • This paper introduces the Cheonggye-cheon restoration project. The restoration project aims to revive the 600-year-old city of Seoul by recovering the historical heritage, guaranteeing safety from the deteriorated covering structures, creating the environment-friendly space, and revitalizing the neglected city centers. In order to understand the current hydrological cycle of the Chenggye-cheon watershed, the annual water balance of the region was calculated using the observed data including precipitation, runoff, water supply and sewage, and the changes in the groundwater level. The $2001{\sim}2002$ data were used to calibrate the WEP, and the $2003{\sim}2004$ data were used to verify the WEP. The calibration and validation results for the flood hydrograph how a reasonable value (at Majanggyo station, the R2 for the calibration period was 0.9, and that for the validation period was 0.7). According to the annual water balance of the Cheonggye-cheon watershed for 2004, the amount of surface runoff, infiltration, and evapotranspiration was 1,097mm, 216mm and 382mm, respectively, for an annual precipitation of 1,499mm. The application results from WEP, a distributed hydrological model, provide more detailed information of the watershed, and the model will be useful for improving the hydrological cycle in urban watershed.

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남강댐유역 내 주요 하천관측지점의 홍수유출량 추정을 위한 단위도 모형 비교연구 (A Comparative Study of Unit Hydrograph Models for Flood Runoff Estimation for the Streamflow Stations in Namgang-Dam Watershed)

  • 김성민;김성재;김상민
    • 한국농공학회논문집
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    • 제54권3호
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    • pp.65-74
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    • 2012
  • In this study, three different unit hydrograph methods (NRCS, Snyder and Clark) in the HEC-HMS were compared to find better fit with the observed data in the Namgang-Dam watershed. The Sancheong, Shinan, and Changchon in Namgang-Dam watershed were selected as the study watersheds. The input data for HEC-HMS were calculated land use, digital elevation map, stream, and watershed map provided by WAter Management Information System (WAMIS). Sixty six storms from 2004 to 2011 were selected for model calibration and validation. Three unit hydrograph methods were compared with the observed data in terms of simulated runoff volume, and peak runoff for the selected storms. The results showed that the coefficient of determination ($R^2$) for the peak runoff was 0.8295~0.9999 and root mean square error (RMSE) was 0.029~0.086 mm/day for calibration stages. In the model validation, $R^2$ for the peak runoff was 0.9061~0.9916 and RMSE was 0.030~0.088 mm/day which were more accurate than calibrated data. Analysis of variance showed that there was no significant difference among the three unit hydrograph methods.

HPLC-UV를 이용한 땃두릅나무 줄기의 지표 성분 동시 분석법 확립 (Establishment of HPLC-UV Analysis Method Validation for Simultaneous Analysis of Standard Compounds of Oplopanax elatus Nakai Stem)

  • 유남호;권용수;김명조
    • 생약학회지
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    • 제50권2호
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    • pp.133-140
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    • 2019
  • In our previous study, we found uracil, adenosine, protocatechuic acid, syringin (eleutheroside B) and scoparone (6, 7-dimethoxycoumarin) in the Oplopanax elatus Nakai Stem. High-performance liquid chromatography (HPLC) -UV was used to quality and quantify the internal marker compounds in the O. elatus extract after validation of method with linearity, limit of detection (LOD), limit of quantitation (LOQ), accuracy and precision. The specificity assessment visually confirmed that the substance was detected without the introduction of other substances. The established method showed high linearity of the calibration curve and coefficient of correlation ($R^2$) of over the 0.999. HPLC was reported as five standard compounds equivalent using the following linear equation based on the calibration curve. The accuracy of measurement was 84.34 ~ 119.74% and the relative standard deviation (RSD) value was 0.28 ~ 1.60%. In addition, our established method showed high repeatability. The RSD value was 1.10 ~ 6.81%. So, we found the amount of the internal marker compounds in the O. elatus extract. These results demonstrated that can be used to quality evaluation of the O. elatus.

온도와 일장에 따른 국화의 식물계절과 출엽 예측 모델 개발 (Modelling the Effects of Temperature and Photoperiod on Phenology and Leaf Appearance in Chrysanthemum)

  • 서범석;박하승;이규종;최덕환;이변우
    • 한국농림기상학회지
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    • 제18권4호
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    • pp.253-263
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    • 2016
  • 단일식물인 국화의 생육은 온도, 일장, 일사량 등 기상 환경과 재배관리 조건에 영향을 받는다. 기상환경과 재배관리를 고려한 국화의 생육예측모델은 국화 재배 시 의사결정을 위한 도구로 이용될 수 있을 것이다. 이 연구에서는 국화 생육모델 구축을 위한 기초 작업으로 온도와 일장뿐만 아니라 에세폰 처리, 야간 전조처리리 등 재배관리 정보를 입력변수로 하여 국화 품종 백선의 출엽과 식물계절을 예측할 수 있는 모델을 개발하였다. 모델은 국화의 생육시기를 유약기(Juvenile phase), 유약기 이후 발뢰기까지 기간, 발뢰기부터 개화기까지의 기간의 기간으로 구분하여 계산을 하도록 구성하였다. 유약기는 출엽속도의 온도 반응 곡선과 유약기의 종료를 결정하는 기준 엽수를 이용하여 추정하도록 구성 하였다. 한편 모주와 이식 후 식물체에 대한 에세폰 처리가 유약기 종료시점의 엽수를 증가시키는 것으로 가정하여 모델에 반영하였다. 유약기 이후에는 온도와 일장에 관한 함수를 이용하여 발육속도를 계산하여 발뢰기와 개화기를 예측하도록 하였는데 야간전조 처리는 임계일장 이상의 장일로 가정하여 모델에 반영하였다. 그리고 최종 엽수는 잎의 출엽이 발뢰 직전까지 진행되는 것으로 가정하여 예측하였다. 위와 같이 구성된 모델의 계수는 온도반응 실험과 정식시기 실험 등을 이용하여 추정하였고 프로그램 언어인 Java를 이용하여 구현하였다. 모델의 계수 추정에 이용한 자료(calibration 자료)뿐만 아니라 이와는 별개의 자료(validation 자료) 모두에 대하여 모델이 비교적 정확하게 발뢰기와 개화기를 예측할 뿐만 calibration에 비하여 validation의 정확도가 떨어지지 않았다. 한편 생육시기에 따른 출엽수와 최종엽수를 모델이 비교적 정확하게 예측하였으나 생육시기에 따라 다소 과소 또는 과대 예측을 하여는 경향을 보여, 온도 이외의 요인을 반영할 수 있는 실험을 통해 개선할 필요가 있는 것으로 판단되었다.

Application of AutoFom III equipment for prediction of primal and commercial cut weight of Korean pig carcasses

  • Choi, Jung Seok;Kwon, Ki Mun;Lee, Young Kyu;Joeng, Jang Uk;Lee, Kyung Ok;Jin, Sang Keun;Choi, Yang Il;Lee, Jae Joon
    • Asian-Australasian Journal of Animal Sciences
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    • 제31권10호
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    • pp.1670-1676
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    • 2018
  • Objective: This study was conducted to enable on-line prediction of primal and commercial cut weights in Korean slaughter pigs by AutoFom III, which non-invasively scans pig carcasses early after slaughter using ultrasonic sensors. Methods: A total of 162 Landrace, Yorkshire, and Duroc (LYD) pigs and 154 LYD pigs representing the yearly Korean slaughter distribution were included in the calibration and validation dataset, respectively. Partial least squares (PLS) models were developed for prediction of the weight of deboned shoulder blade, shoulder picnic, belly, loin, and ham. In addition, AutoFom III's ability to predict the weight of the commercial cuts of spare rib, jowl, false lean, back rib, diaphragm, and tenderloin was investigated. Each cut was manually prepared by local butchers and then recorded. Results: The cross-validated prediction accuracy ($R^2cv$) of the calibration models for deboned shoulder blade, shoulder picnic, loin, belly, and ham ranged from 0.77 to 0.86. The $R^2cv$ for tenderloin, spare rib, diaphragm, false lean, jowl, and back rib ranged from 0.34 to 0.62. Because the $R^2cv$ of the latter commercial cuts were less than 0.65, AutoFom III was less accurate for the prediction of those cuts. The root mean squares error of cross validation calibration (RMSECV) model was comparable to the root mean squares error of prediction (RMSEP), although the RMSECV was numerically higher than RMSEP for the deboned shoulder blade and belly. Conclusion: AutoFom III predicts the weight of deboned shoulder blade, shoulder picnic, loin, belly, and ham with high accuracy, and is a suitable process analytical tool for sorting pork primals in Korea. However, AutoFom III's prediction of smaller commercial Korean cuts is less accurate, which may be attributed to the lack of anatomical reference points and the lack of a good correlation between the scanned area of the carcass and those traits.

통계적 모델 검증 및 보정 기술

  • 윤병동;윤헌준;박정호
    • 기계저널
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    • 제54권2호
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    • pp.52-57
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    • 2014
  • 이 글에서는 컴퓨터 이용 공학(CAE : Computer Aided Engineering) 기술이 발달함에 따라 갈수록 중요해지는 통계적 모델 검증 및 보정(Statistical Model Validation and Calibration)을 수행하는 데 필요한 통계적인 기법들을 각 단계별로 상세하게 소개하고, 실제 제품 개발에 적용하는 데 있어서 예상되는 어려움과 향후 연구방향을 제시하고자 한다.

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