• 제목/요약/키워드: Water Level Measurement

검색결과 491건 처리시간 0.027초

딥러닝을 활용한 산지습지 수위 예측 모형 개발 (Development of Water Level Prediction Models Using Deep Neural Network in Mountain Wetlands)

  • 김동현;김정욱;곽재원;아이미;김종성;김형수
    • 한국습지학회지
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    • 제22권2호
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    • pp.106-112
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    • 2020
  • 습지는 수문, 환경, 생태학적으로 중요한 기능 및 역할을 하며, 특히 습지 내의 수위는 습지의 기능과 환경 등 다양한 분석을 위해 필수적인 자료이다. 그러나 습지는 수위자료를 측정하지 않는 미계측 지역이 많기 때문에, 수위 예측에 대한 연구는 매우 미흡한 실정이다. 따라서 본 연구에서는 습지의 수위를 예측하기 위해 다중회귀분석, 주성분회귀분석, 인공신경망, DNN을 활용하여 수위 예측모형을 개발하였다. 대상지역으로 경상남도 양산시에 위치한 금정산 산지습지를 선정하였고, 2017년 4월부터 2018년 7월까지의 수위 측정자료를 종속변수로 사용하였다. 수문자료와 기상자료를 독립변수로 사용하였다. 예측력 평가결과 최종 모형으로 선정된 DNN을 활용한 수위 예측모형의 예측력 평가결과 RMSE는 6.359, NRMSE는 18.91%로 비교적 산지습지의 수위를 잘 예측하는 것으로 나타났다. 본 연구결과를 활용한다면 기존의 미비하였던 미계측 지점의 수위를 활용한 습지유지 및 관리 기법 개발에 기초자료로 사용할 수 있을 것으로 판단된다.

지류하천의 상·하류 수질변화 비교: 낙동밀양 중권역 내 계성천 화포천을 대상으로 (Comparison of Changes in Upstream and Downstream Water Quality of Tributary Rivers: Gyeseong-stream and Hwapo-stream in Nakdongmiryang Watershed)

  • 심규현;김경훈;김성민;김용석;김진필
    • 한국물환경학회지
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    • 제36권5호
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    • pp.445-452
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    • 2020
  • Tributary is a part of life space for people and a very important place that accommodates rest recreation and other daily activities. absolutely insufficient basic data about water quality and flow rate are available for basin management. Efficient water and basin management systems, which are also supported by local residents can be established by securing such basic data of major tributaries in the Nakdong river system. In this study, the fluctuation characteristics of upstream and downstream water pollution levels were compared using the measurement results of the water environment measurement network and the tributary monitoring project for the gyeseong-stream and Hwapo-stream in the Nakdong-miryang watershed. In 2017, when water pollution is the highest, it was confirmed that the annual average rainfall was the lowest. Although the upstream and downstream water quality tendencies of the Gyeseong-stream are similar, the water quality concentrations of the Gyeseong-stream are relatively different. But although the Hwapo stream has various causes of pollution, there was not much difference in the level of pollution between the upper and lower streams. In addition, both rivers need the ability to purify rivers by securing sufficient water for river maintenance, and if the correlation between water quality items can be inferred through continuous monitoring of tributaries where the aspect of water quality change is unclear, water quality management Determined to be efficient operation.

관개용수로 CCTV 이미지를 이용한 CNN 딥러닝 이미지 모델 적용 (Application of CCTV Image and Semantic Segmentation Model for Water Level Estimation of Irrigation Channel)

  • 김귀훈;김마가;윤푸른;방재홍;명우호;최진용;최규훈
    • 한국농공학회논문집
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    • 제64권3호
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    • pp.63-73
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    • 2022
  • A more accurate understanding of the irrigation water supply is necessary for efficient agricultural water management. Although we measure water levels in an irrigation canal using ultrasonic water level gauges, some errors occur due to malfunctions or the surrounding environment. This study aims to apply CNN (Convolutional Neural Network) Deep-learning-based image classification and segmentation models to the irrigation canal's CCTV (Closed-Circuit Television) images. The CCTV images were acquired from the irrigation canal of the agricultural reservoir in Cheorwon-gun, Gangwon-do. We used the ResNet-50 model for the image classification model and the U-Net model for the image segmentation model. Using the Natural Breaks algorithm, we divided water level data into 2, 4, and 8 groups for image classification models. The classification models of 2, 4, and 8 groups showed the accuracy of 1.000, 0.987, and 0.634, respectively. The image segmentation model showed a Dice score of 0.998 and predicted water levels showed R2 of 0.97 and MAE (Mean Absolute Error) of 0.02 m. The image classification models can be applied to the automatic gate-controller at four divisions of water levels. Also, the image segmentation model results can be applied to the alternative measurement for ultrasonic water gauges. We expect that the results of this study can provide a more scientific and efficient approach for agricultural water management.

A Study on the Odor Removal Control System of Sewage Sludge

  • KIM, Su-Hye;LEE, So-Hee;YUN, Yeo-Jin;CHOI, Soo-Young;JUNG, Min-Jae;KWON, Woo-Taeg
    • 웰빙융합연구
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    • 제4권2호
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    • pp.19-25
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    • 2021
  • Purpose: The purpose of this study is to reduce odor complaints by identifying problems with odor management at the site of the water regeneration center and researching odor management methods. Due to the high population density of Korea, sewage treatment facilities are adjacent to residential and industrial areas. According to previous studies, the main malodor-emitting facilities of sewage treatment facilities were preliminary treatment facilities (2,220 times), sedimentation basins (4,628 times), and sludge treatment facilities (9,616 times). Research design, data and methodology: Compound malodors and designated malodor-producing substances were collected from five site boundaries of the water regeneration center and analyzed according to the official methods to test malodor, and a total of two times (August and September 2020) were conducted. Results: As a result of the measurement, in the green area in front of the center office, compound malodors were detected at a maximum of 8 times and at least 3 times during the dawn time. As for the designated malodor-producing substances, 0.1ppm of ammonia was detected in the green area in front of the center office and the park golf course. This is within 15 times the maximum allowable emission level of compound malodors and within 1ppm of the maximum allowable emission level of ammonia. Conclusions: Even if the dilution rate of the compound malodors did not exceed the maximum allowable emission level, the odor could be recognized, and more research is needed in the future to establish effective reduction measures according to the subjective and individual and seasonal odor characteristics.

농업용 수로부의 수위 보정을 위한 필터기법별 적용성 분석 (Analysis of Applicability by Filter Technique for Water Level Correction of Agricultural Canal)

  • 주동혁;나라;김하영;최규훈;윤형창;박상빈;유승환
    • 한국농공학회논문집
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    • 제65권5호
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    • pp.51-68
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    • 2023
  • Due to the recent integrated water management policy, it is important to identify a reliable supply amount for establishing an agricultural water supply plan. In order to identify the amount of agricultural water supply, it is essential to calculate the discharge by measuring the water level and flow velocity of reservoirs and canal agricultural water, and quality control to ensure reliability must be preceded. Unlike agricultural reservoirs, canal agricultural water are more sensitive to the surrounding environment and reservoir irrigation methods (continuous, intermittent irrigation, etc.), making it difficult to estimate general water level patterns and at the same time a lot of erroneous data. The Korea Rural Community Corporation is applying a filter technique as a quality control method capable of processing large quantities and real-time processing of canal agricultural water level data, and applicability evaluation is needed. In this study, the types of errors generated by the automatic water level measurement system were first determined. In addition, by using the manual quality control data, a technique with high applicability is derived by comparing and analyzing data calibrated with Gaussian, Savitzky-Golay, Hampel, and Median filter techniques, RMSE, and NSE, and the optimal parameters of the technique range was derived. As a result, the applicability of the Median filter was evaluated the highest, and the optimal parameters were derived in the range of 120min to 240min. Through the results of this study, it is judged that it can be used for quantitative evaluation to establish an agricultural water supply plan.

추진제 충전량 측정시스템 시제 개발 연구 (Development Study on the Prototype of Level Measurement System of Launch Vehicle Propellant Tanks)

  • 신동순;한상엽;조인현
    • 한국추진공학회:학술대회논문집
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    • 한국추진공학회 2010년도 제35회 추계학술대회논문집
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    • pp.590-593
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    • 2010
  • 추진제를 추진제 탱크에 충전하는 과정은 발사 준비 과정에서 중요한 역할을 하며, 추진제 충전량의 정확도는 발사체 전체 무게와 관련되어 있다. 발사체에 사용되는 추진제 중에는 액체산소와 같은 극저온 추진제도 사용되며, 극저온 추진제는 탱크 내의 환경에 따라 쉽게 액상에서 기상으로 변화된다. 따라서 추진제 탱크 내의 추진제 표면 주위에서 추진제 수위를 판별할 수 있는 액상과 기상의 경계면을 명확하게 파악 할 수 있는 수위 측정시스템이 필요하다. 본 연구에서는 정전용량형 3전극 원리를 이용한 측정시스템의 제작과정과 예비시험을 통하여 액체의 높이가 변화할 때 전기신호가 변화되는 것을 확인하였다. 시험 결과로부터 물의 높이 변화에 비례하게 전압이 선형적으로 증감하는 경향을 파악하였다.

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소독능을 고려한 송수펌프 최적운영기법 개발 (Development of the method for optimal water supply pump operation considering disinfection performance)

  • 형진석;김기범;서지원;김태현;구자용
    • 상하수도학회지
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    • 제32권5호
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    • pp.421-434
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    • 2018
  • Water supply/intake pumps operation use 70~80% of power costs in water treatment plants. In the water treatment plant, seasonal and hourly differential electricity rates are applied, so proper pump scheduling can yield power cost savings. Accordingly, the purpose of this study was to develop an optimal water supply pump scheduling scheme. An optimal operation method of water supply pumps by using genetic algorithm was developed. Also, a method to minimize power cost for water supply pump operation based on pump performance derived from the thermodynamic pump efficiency measurement method was proposed. Water level constraints to provide sufficient disinfection performance in a clearwell and reservoirs were calibrated. In addition, continuous operation time constraints were calibrated to prevent frequent pump switching. As a result of optimization, savings ratios during 7 days in winter and summer were 4.5% and 5.1%, respectively. In this study, the method for optimal water pump operation was developed to secure disinfection performance in the clearwell and to save power cost. It is expected that it will be used as a more advanced optimal water pump operation method through further studies such as water demand forecasting and efficiency according to pump combination.

광주천변의 사운드스케이프 현황 (Soundscape for Gwang-Ju Riverside)

  • 송혁;박현구;송민정;이태강;김항
    • 한국소음진동공학회:학술대회논문집
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    • 한국소음진동공학회 2005년도 춘계학술대회논문집
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    • pp.603-606
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    • 2005
  • This study is to make good acoustic environment around Gwang-ju riverside and performed survey and measurement of soundscape. The survey was focused on the types of sound producing. The results of measurement and analysis are as follows: 1) The types of sound at reverside were twenty and the Leq(equivalent noise level) was ranging from 50 dB(A) to 76 dB(A). The dominant sound was road traffic noise. 2) In the upperstream and the downstream, the sound of wind, bird and water was observed. 3) In the inner city, the water sound was produced by the difference of the height of the weir to mask the road traffic noise.

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감온액정을 이용한 층류유동의 온도장에 관한 실험적 연구 (An Experimental Study on Laminar Flow Temperature Using Thermo-sensitive Liquid Crystal)

  • 장태현
    • 한국산업융합학회 논문집
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    • 제6권4호
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    • pp.373-378
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    • 2003
  • An experimental investigation was performed to study the characteristics of laminar water flow in a horizontal circular tube by using liquid crystal. A simultaneous measurement technique has been employed to measure the temperature field in a two-dimensional cross section of fluid flow. This study found the temperature distribution for Re =900~1,500 along longitudinal sections and the results appear to be physically reasonable. To determine some characteristics of the laminar flow, 2D PIV technique is employed for temperature measurement and liquid crystal is used for heat transfer experiments in water. The experimental rig was manufactured from an acryle tube. The test tube diameter of 25mm, and a length of 1200mm. The used algorithm is the gray level cross-correlation method by using Kimura et al. in 1986.

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감온액정을 이용한 층류유동의 속도장에 관한 실험적 연구 (An Experimental Study on Laminar Flow Velocity by Using Thermo-sensitive Liquid Crystal)

  • 장태현
    • 한국산업융합학회 논문집
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    • 제7권1호
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    • pp.19-24
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    • 2004
  • An experimental investigation was performed to study the characteristics of laminar water flow in a horizontal circular tube by using liquid crystal. A simultaneous measurement technique has been employed to measure the velocity field in a two-dimensional cross section of fluid flow. This study found the velocity distributions for Re = 1,594 ~ 2,510 along longitudinal sections and the results appear to be physically reasonable. To determine some characteristics of the laminar flow, 2D PIV technique is employed for velocity measurement by using liquid crystal in water. The experimental rig was manufactured from an acryle tube. The test tube diameter of 25mm, and a length of 1200mm. The used algorithm is the gray level cross-correlation method by using Kimura et al. in 1986.

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