• 제목/요약/키워드: Dry Calibration

검색결과 82건 처리시간 0.033초

Spatio-temporal potential future drought prediction using machine learning for time series data forecast in Abomey-calavi (South of Benin)

  • Agossou, Amos;Kim, Do Yeon;Yang, Jeong-Seok
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2021년도 학술발표회
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    • pp.268-268
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    • 2021
  • Groundwater resource is mostly used in Abomey-calavi (southern region of Benin) as main source of water for domestic, industrial, and agricultural activities. Groundwater intake across the region is not perfectly controlled by a network due to the presence of many private boreholes and traditional wells used by the population. After some decades, this important resource is becoming more and more vulnerable and needs more attention. For a better groundwater management in the region of Abomey-calavi, the present study attempts to predict a future probable groundwater drought using Recurrent Neural Network (RNN) for future groundwater level prediction. The RNN model was created in python using jupyter library. Six years monthly groundwater level data was used for the model calibration, two years data for the model test and the model was finaly used to predict two years future groundwater level (years 2020 and 2021). GRI was calculated for 9 wells across the area from 2012 to 2021. The GRI value in dry season (by the end of March) showed groundwater drought for the first time during the study period in 2014 as severe and moderate; from 2015 to 2021 it shows only moderate drought. The rainy season in years 2020 and 2021 is relatively wet and near normal. GRI showed no drought in rainy season during the study period but an important diminution of groundwater level between 2012 and 2021. The Pearson's correlation coefficient calculated between GRI and rainfall from 2005 to 2020 (using only three wells with times series long period data) proved that the groundwater drought mostly observed in dry season is not mainly caused by rainfall scarcity (correlation values between -0.113 and -0.083), but this could be the consequence of an overexploitation of the resource which caused the important spatial and temporal diminution observed from 2012 to 2021.

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낙사법으로 조성된 대형 석고 고결시료의 균질성 (Uniformity of Large Gypsum-cemented Specimens Fabricated by Air Pluviation Method)

  • 이문주;최성근;추현욱;조용순;이우진
    • 한국지반공학회논문집
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    • 제24권1호
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    • pp.91-99
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    • 2008
  • 본 연구에서는 대형 챔버에 낙사법에 의한 고결시료 조성시 모래와 고결유발제인 석고의 재료분리를 방지하기 위한 방법을 검토하고, 콘관입시험, 딜라토미터 시험, 벤더엘리먼트 시험을 수행하여 조성된 시료의 균질성을 평가하였다. 시료 낙사시 발생하는 재료분리를 최소화하기 위해 모래 중량비 0.5%의 물로 모래시료 표면을 습윤시키고, 석고를 모래표면에 골고루 흡착시킨 후 시료를 낙사하였다. 일반적인 세립분 포함 모래시료와 같이 건조상태 모래와 석고의 혼합시료는 석고함유율이 증가할수록 최대/최소 간극비가 감소하였지만, 습윤상태 모래와 석고의 혼합시료는 석고함유율이 적은 초기의 최대/최소 간극비가 증가하는 경향을 보였다. 조성된 시료의 연직방향 론선단저항, 딜라토미터 수평응력지수, 딜라토미터 계수, 재료지수, 그리고 수평방향 전단파속도는 매우 균등하게 측정되었으며, 이로써 시료의 균질성이 매우 양호한 것으로 평가된다.

VARIOUS NIR SAMPLE PRESENTATIONS FOR AGRICULTURAL PRODUCTS SUCH AS INTACT FRUITS, SINGLE GRAINS, VEGETABLE JUICE, MILK AND THE OTHERS

  • Kawano, Sumio
    • 한국근적외분광분석학회:학술대회논문집
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    • 한국근적외분광분석학회 2001년도 NIR-2001
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    • pp.1021-1021
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    • 2001
  • Sample presentation, which means how to set samples to an NIR instrument, is very important in Near Infrared (NIR) Spectroscopy. When sample presentation is not suitable for the samples that you use, very good spectra can not be obtained even if you use a sophisticated NIR instrument. In my presentation, various NIR sample presentations for agricultural products such as intact fruits, single grains, vegetable juice and the others will be explained. In case of peaches with thin peel, the fiber optics of Interactance can be used. However, the fiber optics are not suitable for oranges with relatively thick peel. In this case, transmittance method is useful. As for a small sample such as single grains, a specially designed cell is needed. The cell in transmittance mode has been developed and then applied to single kernels of rice and soybean. In this case we also used the fiber optics. As regards liquid type of sample, a cuvette cell made of quartz in transmittance mode is popular. However, it is time-consuming to wash and dry it. In order to compensate this disadvantage the sample presentation using normal test tubes as sample cells have been developed and applied to milk, rumen juice and urine of a milking cow. An individual test tube can be used for each sample if you use the calibration equation with sample cell compensation. The test tube cell has also been applied to spinach juice for determination of undesirable constituents. It is concluded that sample presentation is most important for NIR Spectroscopy.

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마이크로웨이브를 이용한 콘크리트 잔골재 표면수율 측정 자동화 (Microwave Moisture Measurement of Fine Aggregate in RMC Industry)

  • 최영철;이봉춘;문규돈;손영정
    • 한국안전학회지
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    • 제27권1호
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    • pp.63-69
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    • 2012
  • Ready-mixed concrete(RMC) has been a major construction materials for infrastructures. However, RMC with poor quality is reported to be social issue since it directly user's safety and convenience. Because the properties of concrete as a construction material are greatly influenced by the variation of water content, to control water accurately is the most efficient method for the quality control in RMC industry. In this study, the automatic measurement technology of fine aggregate was developed by using the microwave moisture measurement. For the various conditions of fine aggregate such as moisture, temperature and pressure, the calibration curve of moisture measurement was obtained by using oven-dry method. From the infield and outfield test, it can be obtained that the accuracy of microwave moisture measurement is very high and the automatic system of microwave moisture measurement is very convenient and useful for quality control in RMC Industry.

긴급보수용 개질 유화아스팔트 고비율 순환골재를 사용한 상온 아스팔트 혼합물의 성능 평가 (Performance Evaluation of High-RAP Asphalt Mixtures using Rapid-Setting Polymer-Modified Asphalt Emulsion)

  • 권봉주;허재민;한용진;이석근
    • 한국도로학회논문집
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    • 제17권2호
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    • pp.21-30
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    • 2015
  • PURPOSES : The purpose of this study was to evaluate the performance of rapid-setting polymer-modified asphalt mixtures with a high reclaimed asphalt pavement (RAP) content. METHODS: A literature review revealed that emulsified asphalt is actively used for cold-recycled pavement. First, two types of rapid-setting polymer-modified asphalt emulsion were prepared for application to high-RAP material with no virgin material content. The quick-setting polymer-modified asphalt mixtures using two types of rapid-setting polymer-modified asphalt emulsion were subjected to the following tests: 1) Marshall stability test, 2) water immersion stability test and 3) indirect tensile strength ratio test. RESULTS AND CONCLUSIONS : Additional re-calibration of the RAP was needed for laboratory verification because the results of analyzing RAP aggregates, which were collected from different job sites, did not deviate from the normal range. The Marshall stability of each type of binder under dry conditions was good. However, the Type B mixtures with bio-additives performed better in the water immersion stability test. Moreover, the overall results of the indirect tensile strength test of RAP mixtures with Type B emulsions exceeded 0.7. Further research, consisting of lab testing and on-site application, will be performed to verify the possibility of using RAP for minimizing the closing of roadways.

CSOs를 고려한 도시유역의 수량 및 수질 분석을 위한 PCSWMM 모형의 적용 (Application of PCSWMM for the Analysis of Water Quantity and Quality Considering CSOs)

  • 홍원표;정은성;이준석;김경태;이길성
    • 한국물환경학회지
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    • 제25권1호
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    • pp.26-36
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    • 2009
  • Combined sewer system (CSS) has been built in the most urban areas across the nation. During dry weather conditions, CSS works fine. But during heavy rain storms, combined sewage frequently overflows into the stream. This study simulated the hydrologic cycle and pollutant loads (BOD, SS, TN and TP) in the Mokgamcheon watershed considering combined sewer overflows (CSOs). PC storm water management model (PCSWMM) was used for continuous simulation and CSOs are considered using the flow divider. Sensitivity analysis, calibration and verification for water quantity and quality are carried out. To verify CSOs, field measurements of CSOs are compared with simulated results. As a result, 41.3% of precipitation flows into the stream directly and 1.1% of water supply flows into stream as CSOs. 6.5% of BOD total loads, 12.0% of SS, 13.6% of TP, and 29.2% of TN are from CSOs. This result will be effective to the integrated watershed management for sustainability.

Radar Backscattering Measurements of Paddy Rice Field using L, C, and X-band Polarimetric Scatterometer

  • Kim, Yi-Hyun;Hong, Suk-Young;Park, Ji-Sung;Lee, Eun-Sun;Lee, Hoon-Yol
    • 대한원격탐사학회:학술대회논문집
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    • 대한원격탐사학회 2007년도 Proceedings of ISRS 2007
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    • pp.633-636
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    • 2007
  • The objective of this study is to measure backscattering coefficients of paddy rice using L, C, X-bands scatterometer system during a rice growth period. The measurement was conducted at an experimental field located in National Institute of Agricultural Science and Technology (NIAST), Suwon, Korea. The rice cultivar was a kind of Japonica type, called Chuchung. The scatterometer system consists of dual-polarimetric square horn antennas, HP8720D vector network analyzer (20MHz ${\sim}$ 20GHz), RF cables, and a personal computer that controls frequency, polarization and data storage. The scatterometer system is calibrated using a calibration kit (3.5mm, 85052D). The backscattering coefficients were calculated by applying radar equation for the measured at incidence angles between $20^{\circ}$ and $60^{\circ}$ for four polarization (HR, VV, HV, VH), respectively, and compared with rice growth data such as plant height, stem number, biomass, dry weight and LAI that were collected at time of each scatterometer measurement simultaneously.

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충주댐 유역의 오염원에 따른 오염부하량 발생 특성 (Characteristics of Pollutant Loads according to Types of Sources for the Chungju Dam Watershed)

  • 김철겸;김남원
    • 한국물환경학회지
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    • 제24권4호
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    • pp.465-472
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    • 2008
  • Soil and Water Assessment Tool (SWAT) model was selected as a tool for assessing the effect of pollutant sources on the total loads from the Chungju Dam upstream watershed. The model was constructed through calibration of parameters related to nitrogen (N) and phosphorus (P), which was based on the runoff and sediment modeling performed in the previous research. Using this, the spatial and temporal pollutant loadings by source type were investigated. Results of this study indicated that in most forested upstream sub-watersheds, pollutant loadings from point sources were very low, and total loadings by point and non-point sources were also insignificant. On the other hand, in #14 sub-watershed including Jecheon city, the loadings by point source were relatively considerable. For the whole watershed, non-point sources accounted for 99% of sediment, 97% of N, and 93% of P loads. And monthly non-point source loadings were concentrated on rainy summer season, while point source loadings of N and P kept nearly constant throughout the year and were high on dry winter season relative to non-point source.

Relationship between RADARSAT Backscattering Coefficient and Rice Growth

  • Hong, Suk-Young;Hong, Sang-Hoon;Rim, Sang-Kyu
    • 대한원격탐사학회지
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    • 제16권2호
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    • pp.109-116
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    • 2000
  • This study was carried out to assess the use of RADARSAT data which is C-band with HH polarization for the rice growth monitoring in Korea. Nine time-series data were taken by shallow incidence angle (standard beam mode 5 or 6) during rice growing season. And then, backscattering coefficients ($\sigma$$^{\circ}$) were extracted by calibration process for comparing with rice growth parameters such as plant height, leaf area index(LAI), and fresh and dry biomass. Field experimental data concerned with rice growth were collected 8 times for the ground truth at the study area, Tangjin, Chungnam, Korea. At the beginning of rice growth, backscattering coefficients were ranged from -l6~-l3dB when rice fields were not covered with rice canopy and flooded. At the maximum vegetative stage of rice, backscattering coefficients of the rice field were the highest ranging from -4.4dB~-3.1dB. The temporal variation of backscattering coefficient($\sigma$$^{\circ}$) in rice field was significant in this study. Backscattering coefficient ($\sigma$$^{\circ}$) of rice field was a little bit lower again after heading stage than before. This results show RADARSAT data is promising for rice monitoring.

DrySAT-WFT 모형을 활용한 전국 하천건천화 분석: 전국 5대강 댐·보 유역의 유입량을 중심으로 (Analysis of National Stream Drying Phenomena using DrySAT-WFT Model: Focusing on Inflow of Dam and Weir Watersheds in 5 River Basins)

  • 이용관;정충길;김원진;김성준
    • 한국지리정보학회지
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    • 제23권2호
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    • pp.53-69
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    • 2020
  • 산업화와 도시개발로 인한 불투수층 면적의 증가는 수문순환 체계를 왜곡시켜 심각한 건천화를 야기한다. 이를 관리하기 위해 건천화의 정량적인 평가 및 예측이 가능한 하천건천화 영향평가 기술이 필요하다. 본 연구에서는 분포형 수문모형(Drying Stream Assessment Tool and Water Flow Tracking, DrySAT-WFT)과 시계열 GIS자료를 활용하여 전국 5대강 유역의 댐·보 유역을 대상으로 하천유입량 감소원인 평가를 실시하였다. 이를 위해 5개 하천건천화 영향요소(토양침식, 산림성장, 도로-하천 단절, 지하수이용, 도시개발)를 선정하여 1976년부터 2015년까지 GIS 기반의 시계열 공간자료를 연대별로 구축하였다. DrySAT-WFT는 2005~2015년까지 8개의 다목적댐(충주댐, 소양강댐, 안동댐, 임하댐, 합천댐, 섬진강댐, 주암댐, 용담댐) 및 4개의 유량 관측지점(오수천, 미호천, 마륵, 초강)에 대해 하천유량 검보정을 실시하였고, 검보정 결과 결정계수(R2)는 평균 0.76(0.66~0.84), Nash-Sutcliffe 모형효율은 평균 0.62(0.52~0.72)의 값을 보였다. 이를 토대로 2010년대(2006~2015)의 기상조건을 기준으로 연대별(1980년대: 1976~1985, 1990년대: 1986~1995, 2000년대: 1996~2005, 2010년대: 2006~2015) GIS자료를 이용하여 댐·보 유역의 하천유입량 변화를 계산하므로서 각 영향요소별 하천유입량 감소 기여비율을 산정하였다. 모의결과, 1980년대를 기준으로 5대강 유역평균 2010년대 풍수량(Q95)은 4.1~6.3%의 감소율을 보였고, 평수량(Q185)은 6.7~9.1%의 감소율을 보였으며, 갈수량(Q355)은 8.4~10.4%의 감소율을 보였다. 하천건천화 영향요소 중에서 지하수 이용량의 증가로 인한 기저유량 감소(하천건천화 기여율: 40.5%)가 가장 큰 영향을 주었으며, 다음으로는 산림성장에 의한 증발산량 증가(하천건천화 기여율: 29.0%)로 나타났다.