• Title/Summary/Keyword: multiple dam

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Automatic Classification of Drone Images Using Deep Learning and SVM with Multiple Grid Sizes

  • Kim, Sun Woong;Kang, Min Soo;Song, Junyoung;Park, Wan Yong;Eo, Yang Dam;Pyeon, Mu Wook
    • Journal of the Korean Society of Surveying, Geodesy, Photogrammetry and Cartography
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    • v.38 no.5
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    • pp.407-414
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    • 2020
  • SVM (Support vector machine) analysis was performed after applying a deep learning technique based on an Inception-based model (GoogLeNet). The accuracy of automatic image classification was analyzed using an SVM with multiple virtual grid sizes. Six classes were selected from a standard land cover map. Cars were added as a separate item to increase the classification accuracy of roads. The virtual grid size was 2-5 m for natural areas, 5-10 m for traffic areas, and 10-15 m for building areas, based on the size of items and the resolution of input images. The results demonstrate that automatic classification accuracy can be increased by adopting an integrated approach that utilizes weighted virtual grid sizes for different classes.

A Study on the Characteristics of Algae Occurrence in Lower Watershed of Nam River Dam by Using Multiple Regression Analysis (다중회귀분석을 이용한 남강댐 하류지역의 조류발생 특성 연구)

  • Jung, Woo Suk;Kim, Young Do
    • Proceedings of the Korea Water Resources Association Conference
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    • 2016.05a
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    • pp.126-126
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    • 2016
  • 남강은 낙동강 주요 지류인 동시에 낙동강 하류지역의 유지용수, 생활, 공업, 농업용수 공급 등에 중요 역할을 하고 있어 오염원 및 수질관리가 매우 중요하다고 볼 수 있다. 최근 남강댐 하류 및 남강합류 후 낙동강 본류인 창녕함안보 지점에서의 녹조 발생이 빈번해지고 있으며, 녹조현상에 대한 관심과 우려가 높아지고 있는 실정이다. 따라서 기존 호소의 녹조관리는 '조류경보제'에 의해서 관리되고 있지만 4대강 16개의 보 건설 이후 '수질예보제'와 같이 녹조관리를 위한 제도 및 정책이 시행되면서 조류관리의 중요성이 대두되고 있다. 본 연구에서는 기존의 많은 문헌들을 참고하여 조류의 영향인자를 파악하였으며, 남강유역의 물관리 기초자료를 수집하고 구축된 데이터 기반의 각 항목별 주요항목 영향인자 분석을 위한 상관성 분석을 실시하여 영향인자별 상관관계 우선순위를 선정하여 입력변수로 이용하였다. 그에 따른 데이터 마이닝을 통한 조류 발생특성을 고려하여 예측 모형인 다중회귀분석(Multiple Regression Analysis)을 구현하였다. 회귀분석 과정에서 다중공선성이 발생하는 변수에 대해서는 모형에서 제거하였으며, 잔차분석을 통해 이상치와 영향치를 검토하여 고려하였다.

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Correction of Time and Coordinate Systems for Interoperability of Multi-GNSS

  • Kim, Lawoo;Lee, Yu Dam;Lee, Hyung Keun
    • Journal of Positioning, Navigation, and Timing
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    • v.10 no.4
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    • pp.279-289
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    • 2021
  • GNSS receivers capable of tracking multiple Global Navigation Systems (GNSSs) simultaneously are widely used. In order to estimate accurate user position and velocity, it is necessary to consider the key elements that contribute to the interoperability of the different GNSSs. Typical examples are the time system and the coordinate system. Each GNSS is operated based on its own reference time system depending on when the system was developed and whether the leap seconds are applied. In addition, each GNSS is designed based on its own coordinate system based on earth model constant values. This paper addresses the interoperability issues from the viewpoint of Single Point Positioning (SPP) users utilizing multiple GNSS signals from GPS, GLONASS, BeiDou, and Galileo. Since the broadcast ephemerides of each GNSS are based on their own time and coordinate systems, the time and the coordinate systems should be unified for any user algorithm. For this purpose, this paper proposes a method of converting each GNSS coordinate system into the reference coordinate system through Helmert transformation. The error of the broadcast ephemerides was calculated with the precise ephemerides provided by the International GNSS Service (IGS). The effectiveness of the proposed multi-GNSS correction and transformation method is verified using the Multi-GNSS Experiment (MGEX) station data.

A Study on Seasonal Pollutant Distribution Characteristics of Contaminated Tributaries in Nakdong River Basin (낙동강 중점관리지류·지천의 계절적 오염발생특성 분석)

  • Na, Seungmin;Kwon, Heongak;Shin, Sang Min;Son, YoungGyu;Shin, Dongseok;Im, Tae Hyo
    • Journal of Wetlands Research
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    • v.18 no.3
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    • pp.301-312
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    • 2016
  • This study has performed comparative analysis on characteristics of contaminated 35 tributaries on seasonal variation/point discharge load/pollutant distribution of water quality factors(8) in order to understand the effect of the watershed in Nakdong River Basin. As a results, the water quality of $BOD_5$(Biochemical Oxygen Demand), Chl-a(Chlorophyll a) and Fecal E. Coli shows II grade at tributaries of more than 50% without COD(Chemical Oxygen Demand), TP(Total Phosphate), TOC(Total Oxygen Carbon) and TN(Total Nitrogen) factors. The specific discharge(Q) were occupied about 54.4% (19 sites) as $0.05m^3/sec/km^2$ value. Among these results, the contaminant level of Dalseocheon, Hyeonjicheon, Seokkyocheon 1, Uriyeongcheon and Dasancheon was also high, which has to consider a discharged pollutant load(kg/day). The 35 major tributaries of Nakdong River were included in 7 mid-watershed, such as Nakdong Waegwan, Geumho River, Nakdong Goryung, Nakdong Changnyung, Nam River, Nakdong Milyang, Nakdong River Hagueon. Especially, the discharged pollutant load of Nam River and Geumho River also was high according to the amount of discharge such as Kachang dam, Gongsan dam and Nam river dam. Seasonal difference of the water quality factors such as $BOD_5$, TN, SS and Q was observed largely, on the other hand the TP and Chl-a was not. This is guessed due to the precipitation effect of site, biological and physicochemical degradation properties of pollutant and etc. The co-relationship between the seasonal difference and water quality factors was observed using a Pearson correlation coefficients. Besides, the Multiple Regression analysis using a Stepwise Regression method was conducted to understand the effect between seasonal difference and water quality factors/regression equations. As a result, the Multiple Regression analysis was adapted in the spring, summer and autumn without the winter, which was observed high at spring, summer and autumn in the order COD/TP, Chl-a/TOC, TOC/COD/$BOD_5$ water quality factors, respectively.

A Forecasting Model for the Flood Peak Stage and Flood Travel Time by Hydraulic Flood Routing

  • Yoon, Yong-Nam;Park, Moo-Jong
    • Korean Journal of Hydrosciences
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    • v.4
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    • pp.11-19
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    • 1993
  • The peak flood discharge at a downstream station and the flood travel time between a pair of dams due to a specific flood release from the upper reservoir are computed using a hydraulic river channel routing method. The study covered the whole large reservoir system in the Han River, Korea. The computed flood discharges and the travel times between dams were correlated with the duration and the magnitude of flood release rate at the upstream reservoir, and hence a multiple regression model is proposed for each river reach between a pair of dams. The peak flood discharge at a downstream location can be converted to the peak flood stage by a rating curve. Hence, the proposed regression model could be used to forecast the peak flood stage at a downstream location and the flood travel time between dams using the information on the flood travel time, release rate and duration from the upper dam.

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Concrete Mixture Design Method with Large Amount of Land Reclamation Ash (매립석탄회 고배합 콘크리트 배합설계 기법)

  • Han, Sang-Mook;Song, Young-Chul;Ha, Jae-Dam
    • Proceedings of the Korea Concrete Institute Conference
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    • 2004.05a
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    • pp.344-347
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    • 2004
  • The amount of coal ash has been increasing and development of effective use is urgently needed. Various by-products and waste are expected to be used as resources from the point of reduction in environmental load. This is an experimental study to compare the properties of high volume coal ash concrete using the reclaimed coal ash. For this purpose, authors have started work to develop a production method of hardening coal ash concrete. Laboratory tests show that the optimum mixture of coal ash concrete can be determined from multiple regression analysis. According to test results, it was found that the compressive strength of the concrete can be determined by a single curve. And it is obtained from the analysis of the results tested for concrete with the ratio of total power to water and amount of land reclamation ash.

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Vibration Control of Beams Using Mechanical-Electrical Hybrid Passive Damping System (전기적-기계적 수동감쇠기를 이용한 빔의 진동제어)

  • 안상준;박현철;박철휴
    • Proceedings of the Korean Society for Noise and Vibration Engineering Conference
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    • 2003.05a
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    • pp.362-367
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    • 2003
  • A new mechanical-electrical hybrid passive dam ping treatment is proposed to improve the performance of structural vibration control. The proposed hybrid passive damping system consists of a constrained layer damping treatment and a shunt circuit. In a passive mechanical constrained layer damping, a viscoelastic material damping layer is used to control the structural vibration modes in high frequency range. The passive electrical damping is designed for targeting the vibration amplitude in the low frequency range. The governing equations of motion are derived through the Hamilton's principle. The obtained mathematical model is validated experimentally. The presented theoretical and experimental techniques provide invaluable tools for controlling the multiple modes of a vibrating structure over a wide frequency band.

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Estimation of Water Current Energy Potential for Multiple Purpose Dam (다목적댐을 이용한 수류에너지 잠재량 산정)

  • Park, Wan-Soon;Lee, Chul-Hyung
    • Proceedings of the Korea Water Resources Association Conference
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    • 2012.05a
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    • pp.621-621
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    • 2012
  • 기존의 수력발전방식은 물의 위치에너지를 이용하므로 적합한 입지가 제한된다. 그러나 수류에너지를 이용한 발전방식은 기존의 수력발전과는 달리 물의 운동에너지를 이용하기 때문에 입지에 제한이 적으며, 물은 밀도가 크기 때문에 작은 유속으로도 많은 에너지를 생산할 수 있고,댐을 필요로 하지 않으므로 하천생태계 및 환경에 영향을 주지 않는 장점이 있다. 따라서 하천 뿐 아니라 기존 물관련시설의 미활용 방류수를 이용할 수 있으므로 수력잠재량이 매우 크다. 본 연구에서는 다목적댐 방수로의 수류에너지잠재량 산정을 위하여 유역면적이 $6,648km^2$이고 연평균 방류량이 약 $66.770m^3/s$인 충주댐을 선정하였다. 분석결과 충주 다목적댐의 방수로를 이용한 수류에너지 잠재량은 연간 약 373,687kWh로 산정되었다. 향후 하천생태계와 환경에 영향을 주지않는 재생에너지원으로서의 수류에너지 이용은 미활용 에너지의 적극 활용 측면과 미래전력 수요에 대한 중요한 원천으로써 재고되어야 할 것이다.

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Simulation of multiple intake sources for sand dam in Chuncheon (춘천 샌드댐을 위한 다중 유입원 모의실험)

  • Kim, Il Hwan;Kim, Min-Gyu;Chang, Sun Woo;Chung, Il-Moon
    • Proceedings of the Korea Water Resources Association Conference
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    • 2022.05a
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    • pp.448-448
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    • 2022
  • 기후변화와 산업의 발달로 필요한 수자원의 양은 증가하고 있지만 수자원의 양은 줄고 있어 가뭄 피해에 대해서 더욱 취약해지고 있다. 특히, 우리나라의 물 공급 소외 지역 중 산간지역은 계곡수 등을 이용한 소규모 용수 공급 시설을 이용하고 있다. 산간지역은 지형적 특성상 수자원의 저류가 힘들어 가뭄 피해에 더욱 취약하다. 산간지역에 적용할 수 있는 수자원 공급방안 중 지형의 경사를 이용하여 샌드댐을 설치하여 수자원을 확보하는 방안은 이에 대한 하나의 대안이다. 본 연구에서는 연구지역인 춘천시 물로리 현장을 모사한 샌드댐 물리 모형을 구축하였다. 샌드댐 물리 모형의 구축은 현장의 경사에 대비하여 1/15 규모로 축소하였으며, 현장의 유하 순서와 동일하게 구성하였다. 춘천 물로리 현장에서는 기존 취수원에서 샌드댐으로 유입되는 수량과 배후 지하수에서 유입되는 수량으로 나누어 샌드댐 모의를 진행하였다. 샌드댐을 이용한 산간지역의 물공급과 운영 방안을 통해 물 공급 소외지역에서 활용가능한 대안을 제시하였다.

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Effects of upstream pollution patterns on the water quality of Paldang Lake

  • Bogyeon Lee;Chaewon Kang;Kyungik Gil
    • Membrane and Water Treatment
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    • v.15 no.4
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    • pp.185-192
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    • 2024
  • Paldang Lake is a reservoir that formed behind Paldang Dam on the Han River, and it is the largest water resource in South Korea. Thus, managing its water quality is important to secure a supply of clean drinking water. However, the amount of nonbiodegradable organic matter in Paldang Lake has been increasing. In this study, the objective was to quantitatively and qualitatively evaluate the levels of nonbiodegradable organic matter at different points along two rivers flowing into the lake. Multiple water quality indicators were measured including the total organic carbon (TOC), dissolved organic carbon (DOC), and refractory TOC and refractory DOC. The results were used to clarify how pollution patterns in the two watersheds have affected the water quality of Paldang Lake, and they are expected to help guide efforts to protect and manage this resource.