• 제목/요약/키워드: Available water

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Prediction of Global Industrial Water Demand using Machine Learning

  • Panda, Manas Ranjan;Kim, Yeonjoo
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2022년도 학술발표회
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    • pp.156-156
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    • 2022
  • Explicitly spatially distributed and reliable data on industrial water demand is very much important for both policy makers and researchers in order to carry a region-specific analysis of water resources management. However, such type of data remains scarce particularly in underdeveloped and developing countries. Current research is limited in using different spatially available socio-economic, climate data and geographical data from different sources in accordance to predict industrial water demand at finer resolution. This study proposes a random forest regression (RFR) model to predict the industrial water demand at 0.50× 0.50 spatial resolution by combining various features extracted from multiple data sources. The dataset used here include National Polar-orbiting Partnership (NPP)/Visible Infrared Imaging Radiometer Suite (VIIRS) night-time light (NTL), Global Power Plant database, AQUASTAT country-wise industrial water use data, Elevation data, Gross Domestic Product (GDP), Road density, Crop land, Population, Precipitation, Temperature, and Aridity. Compared with traditional regression algorithms, RF shows the advantages of high prediction accuracy, not requiring assumptions of a prior probability distribution, and the capacity to analyses variable importance. The final RF model was fitted using the parameter settings of ntree = 300 and mtry = 2. As a result, determinate coefficients value of 0.547 is achieved. The variable importance of the independent variables e.g. night light data, elevation data, GDP and population data used in the training purpose of RF model plays the major role in predicting the industrial water demand.

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시설재배 토양의 유효인산 측정방법 비교 (Comparison of Determination Methods for Available-P in Soil of Plastic Film House)

  • 양원석;강성수;김기인;홍순달
    • 한국토양비료학회지
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    • 제39권3호
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    • pp.163-172
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    • 2006
  • 충북지역 시설재배지로부터 1999년부터 2001년까지 토마토 재배시험에 25개 토양, 오이 재배시험에 8개 토양을 채취하여 작물의 인 흡수량에 대한 유효인산 검정방법들의 효율성이 평가되었다. 또한 이들 공시토양 이외에 시설재배 토양 38개를 추가한 71개 토양에 대하여 유효인산 침출방법들의 상호관계가 토양의 인흡수량 이외에 수용성, Lancaster, Olsen, Bray No 1과 No 2, Mehlich I과 III 등 8가지로 비교 평가되었다. 침출방법별 유효인산의 상호관계에 대한 평가에서 토양의 인산흡수량은 모든 침출방법의 유효인산 함량과 유의성 있는 부의 상관 (-0.57~-0.80)을 보였으며 그 이외 유효인산 침출방법들 간에는 고도로 유의성 있는 정의 상관 (r=0.81~0.96)을 보였다. 무비구 토마토 식물체에 의한 인 흡수량은 인산흡수량을 제외한 모든 유효인산 침출방법들과 유의성 있는 정의 상관 (1999년 4월 시험, r=0.49~0.76; 2000년 4월 시험, r=0.53~0.71; 2000년 10월 시험, r=0.59~0.68)을 보였으며 년차간 시험을 종합한 토마토 인 흡수량의 상대값은 모든 유효인산 검정법들과 매우 고도로 유의성 (p<0.0000001)있는 정의 상관관계 (r=0.64~0.73)를 보였으며 특히 Mehlich I 법과 III법이 가장 높은 상관계수를 그리고 Lancaster 법이 다음이었다. Cate and Nelson 분할방법으로 무비구 토마토의 상대적인 인 흡수량의 최대값에 해당되는 유효인산의 한계농도는 Mehlich III 법이 약 $1700mg\;kg^{-1}$, Lancaster 법이 약 $1,050mg\;kg^{-1}$, 그리고 수용성은 약 $95mg\;kg^{-1}$으로 추정되었다. 오이 식물체에 의한 인 흡수량은 Olsen 법이 가장 높은 상관계수 (r=0.62)를 보였으며 다음으로 수용성 (r=0.59) 및 Bray No 2법 (r=0.51)의 순이었다.

호남지역(湖南地域) 논 토양(土壤)의 유효인산함량(有效燐酸含量) 및 인산시비(燐酸施肥)에 따른 괴불발생(發生)과 수량(收量) (Distribution of Available Soil Phosphorus and Effect of Phosphorus Application on Appearance of Algal Waterbloom and Rice Yield in Honam Area)

  • 유철현;최정원;신복우;이상복;정지호;김성조;한성수
    • 한국토양비료학회지
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    • 제29권3호
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    • pp.270-274
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    • 1996
  • 호남지방(湖南地方) 논 토양의 유효인산함량(有效燐酸含量)과 벼 무논골뿌림 재배시 인산시용방법별(燐酸施用方法別) 괴불발생정도(發生程度)와 수도(水稻) 수량성(收量性)을 구명(究明)하기 위하여 '94-'95년까지 연구한 결과(結果) 지대별(地帶別) 유효인산함량(有效燐酸含量)은 노령 동서(東西) 내륙지대(內陸地帶) 및 호남(湖南) 내릉지대(內陵地帶)에서 가장 높았고 차령 남부(南部) 평야지대(平野地帶)에서 가장 낮으며 지형별(地形別) 유효인산함량(有效燐酸含量)은 하성평탄지(河成平坦地)에서 가장 높았고 홍적태지(洪積台地)에서 가장 낮았다. 전북통(全北統)의 무기태(無機態) 인산(燐酸) 형태별 함량은 Ca-P이 가장 많았고, Fe-P, Al-P 순위(順位)를 보였다. 인산시비방법별(燐酸施肥方法別) 괴불발생(發生)은 기비(基肥) 100%시용구(施用區)와 70%구(區)에서 많았으며 인산무시용구(燐酸無施用區)와 3엽기(葉期)에 100% 시용(施用)한구(區)에서 가장 적었고 하해혼성(河海混成) 평야지(平野地)의 보통답(普通畓)에서 수도(水稻) 1모작시(毛作詩) 인산적정시용량(燐酸適正施用量)은 ha당 21kg였으며 인산시비방법별(燐酸施肥方法別) 쌀 수량(收量)은 관행(慣行) 시비량(施肥量)의 50%를 기비(基肥)로 시용시(施用時) 6%의 증수(增收)를 보였다.

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시설용수 및 영농편의용수 공급시스템 개발 (I) - FDA 시스템 개발 - (Development of Clean Water Supplying System for Greenhouse Cultivation and Convenience Water (I) - Development of the FDA System -)

  • 이광야;최경숙
    • 한국농공학회논문집
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    • 제51권5호
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    • pp.95-100
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    • 2009
  • The water purification systems have been hardly used for agricultural purpose due to their complicated compositions and high costs for farmers, while only simple filtrations have been applied to irrigation systems in order to prevent the system from clogging problems. This study therefore developed a clean water supplying system, the Filter-Disinfection-Adsorption (FDA) system, especially for greenhouse cultivation of where low quality of water is available. This system has also been produced for providing convenience water to farmers in the areas of no water supply service systems for the purpose of washing their bodies or agricultural machineries after farm work. The FDA system consists of three stages of purification processes with an integral module, including disk and teflon filtrations and Ultraviolet (UV) sterilization processes. Indoor experiments were undertaken with a trial product of the FDA system to test its performance. The operation test of the process was performed as well as the condition check of each item including UV module, filters, control panel, pump, valves, etc. The results shows good performance of each test with no critical problems. The initial and maintenance costs were also analysed with other purification systems. From the comparisons, the FDA system found to be very economical and easy to use.

엔트로피 이론과 유전자 알고리즘을 결합한 상수관망의 최적 압력 계측위치 결정 (Determination of Optimal Pressure Monitoring Locations of Water Distribution Systems Using Entropy Theory and Genetic Algorithm)

  • 장동일;하금률;전환돈;강기훈
    • 상하수도학회지
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    • 제26권1호
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    • pp.1-12
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    • 2012
  • The purpose of water distribution system is supplying water to users by maintaining appropriate pressure and water quality. For efficient monitoring of the water distribution system, determination of optimal locations for pressure monitoring is essential. In this study, entropy theory was applied to determine the optimal locations for pressure monitoring. The entropy which is defined as the amount of information was calculated from the pressure change due to the variation of demand reflected the abnormal conditions at nodes, and the emitter function (fire hydrant) was used to reproduce actual pressure change pattern in EPANET. The optimal combination of monitoring points for pressure detection was determined by selecting the nodes receiving maximum information from other nodes using genetic algorithm. The Ozger's and a real network were evaluated using the proposed model. From the results, it was found that the entropy theory can provide general guideline to select the locations of pressure sensors installation for optimal design and monitoring of the water distribution systems. During decision-making phase, optimal combination of monitoring points can be selected by comparing total amount of information at each point especially when there are some constraints of installation such as limitation of available budget.

Water impact of three dimensional wedges using CFD

  • Nair, Vinod V.;Bhattacharyya, S.K.
    • Ocean Systems Engineering
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    • 제8권2호
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    • pp.223-246
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    • 2018
  • In this paper the results of CFD simulations, that were carried out to study the impact pressures acting on a symmetric wedge during water entry under the influence of gravity, are presented. The simulations were done using a solver implementing finite volume discretization and using the VOF scheme to keep track of the free surface during water entry. The parameters such as pressure on impact, displacement, velocity, acceleration and net hydrodynamic forces, etc., which govern the water entry process are monitored during the initial stage of water entry. In addition, the results of the complete water entry process of wedges covering the initial stage where the impact pressure reaches its maximum as well as the late stage that covers the rebound process of the buoyant wedge are presented. The study was conducted for a few touchdown velocities to understand its influence on the water entry phenomenon. The simulation results are compared with the experimental measurements available in the literature with good accuracy. The various computational parameters (e.g., mesh size, time step, solver, etc.) that are necessary for accurate prediction of impact pressures, as well as the entry-exit trajectory, are discussed.

지하수 열원 복수정 지열 열펌프 시스템의 성능에 관한 실험적 연구 (An Experimental Study of Ground Water Source Two Well Type Geothermal Heat Pump System)

  • 임효재;권정태;김창업;공형진;박성구
    • 설비공학논문집
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    • 제21권8호
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    • pp.468-474
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    • 2009
  • Ground water source heat pump system is the oldest one of the ground source heat pump systems. Despite of this, little formal design information has been available until recently. The important design parameters for open system are the identification of optimum ground water flow, heat exchanger selection and well pump. In this study, the capacity of 50 RT system of two well type ground water heat pump system was used. As a result, static water level was -7 m and the level during the heating operation was -32 m, cooling operation was -40 m. The initial static water level recovered within 48 hrs. The temperature of ground water is $15.6^{\circ}C$ for heating season and $16.2^{\circ}C$ for cooling season and does not depend on the outdoor temperature. Operation efficiency of the system shows that, COP 3.1 for heating and COP 4.2 for cooling.

광역상수도 시설의 비상시 의사결정을 위한 전문가시스템 (Expert System for Emergency Decision Making for Metro Water Supply Systems)

  • 김응석;김중훈;백천우;이정호
    • 한국물환경학회지
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    • 제23권1호
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    • pp.103-110
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    • 2007
  • An efficient operational strategy using expert system for metro water supply systems in case of emergency situations is developed in this study. The emergency situations of the water supply systems are classified into three categories : pipeline system accident, machinery and electric facility accident and water quality accident. A PC-based expert system is developed using CLIPS for Seoul metro water supply system, Phase 1 & 2 system and Phase 3 & 4 system. Broad professional knowledges and experiences from the experts in the water supply systems have been collected systematically to construct the knowledge base. Decision-making in case of an emergency is based upon the professional knowledge so that a rational and efficient operational management can be available even in the absence of experienced expert. Especially the expert model developed in this study also provides a guide for pumping operation in case of pipeline accident to confirm that the proper pressure to all nodes in the system is supplied. The pipe network simulator KYPIPE has been consecutively executed by trial and error fashion for each pipeline in the system. The results from KYPIPE were included in the knowledge base to supplement the knowledge of the field engineers.

강변여과수(충적층 및 하상)의 열원을 이용한 지열에너지 활용에 관한 연구 (A Study on Application of The Available Geothermal Energy From Riverbank(including Alluvial and Riverbed deposits) Filtration)

  • 김형수;정우성;안영섭;황기섭
    • 대한설비공학회:학술대회논문집
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    • 대한설비공학회 2006년도 하계학술발표대회 논문집
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    • pp.209-214
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    • 2006
  • In this study, application of groundwater thermal energy by use of riverbank filtration(RBF) system is reviewed and checked as an energy resources. Also, the cooling and heating system using RBF was developed in Chang-Won Waterwork site to examine the feasibility in real operation of the system. We estimates the roughly overall energy obtained from RBF system if the system is used in cooling and heating. The water temperature and room temperature have been monitored to evaluate the efficiency of the system and the preliminary results show that the geothermal energy obtained by RBF could be adopted in cooling and heating energy source efficiently.

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하천 수질에 대한 어류의 서식처적합도지수 산정 - 피라미를 대상으로 - (Estimation of Fish Habitat Suitability Index for Stream Water Quality - Case Species of Zacco platypus -)

  • 홍록기;박진석;장성주;송인홍
    • 한국농공학회논문집
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    • 제63권6호
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    • pp.89-100
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    • 2021
  • The conservation of stream habitats has been gaining more public attention and fish habitat suitability index (HSI) is an important measure for ecological stream habitat assessment. The fish habitat preference is affected not only by physical stream conditions but also by water quality of which HSI was not available due to the lack of field data. The purpose of this study is to estimate the HSI of Zacco platypus for water quality parameters of water temperature, dissolved oxygen (DO), and biochemical oxygen demand (BOD) using the water environment monitoring data provided by the Ministry of Environment (ME). Fish population data merged with water quality were constructed by spatio-temporal matching of nationwide water quality monitoring data with bio-monitoring data of the ME. Two types of the HSI were calculated by the Instream Flow and Aquatic Systems Group (IFASG) method and probability distribution (Weibull) fitting for the four major river basins. Both the HSIs by the IFASG and Weibull fitting appeared to represent the overall distribution and magnitude of fish population and this can be used in stream fish habitat evaluation considering water quality.