• 제목/요약/키워드: Precipitation types

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나이브 베이지안 분류기를 이용한 선에코 탐지 방법에 대한 연구 (A Study of Line-shaped Echo Detection Method using Naive Bayesian Classifier)

  • 이한수;김성신
    • 한국지능시스템학회논문지
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    • 제24권4호
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    • pp.360-365
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    • 2014
  • 기상 레이더, 인공위성, 라디오존데 등 날씨 예보를 수행하기 위해 많은 종류의 첨단 장비들이 사용되고 있다. 이들 중에서 지상에 설치된 기상 레이더는 넓은 탐지영역, 높은 시간 및 공간 분해능 등과 같은 많은 장점을 가지고 있기 때문에 기상예보 과정에서 필수적인 장비이다. 이러한 기상 레이더 데이터의 내부에는 기상현상 이외에도 여러 가지 외부 요인에 의해 발생하는 비기상현상이 관측되는데, 이는 기상 예보의 정확도를 감소시키는 원인이 된다. 본 논문에서는 기상 레이더 데이터를 이용한 연구를 통하여 비기상현상이 레이더에 관측되어 에코 형태로 나타난 것들 중에서 선 모양으로 발생하는 비기상에코를 제거하는 방법을 제안한다. 원시 레이더 데이터에서 선에코를 구분하여 그 특성을 추출한 후, 이들을 바탕으로 데이터 페어를 구성하여 나이브 베이지안 분류기를 학습시켰다. 그리고 학습된 나이브 베이지안 분류기를 선에코와 기상에 코가 혼재된 사례에 적용하였다. 실제 사례를 바탕으로 한 실험을 통해서 제안한 나이브 베이지안 분류기가 효과적으로 선에코를 식별할 수 있음을 확인하였다.

가우시안 프로세스 회귀분석을 이용한 지하수위 추세분석 및 장기예측 연구 (Groundwater Level Trend Analysis for Long-term Prediction Basedon Gaussian Process Regression)

  • 김효건;박은규;정진아;한원식;김구영
    • 한국지하수토양환경학회지:지하수토양환경
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    • 제21권4호
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    • pp.30-41
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    • 2016
  • The amount of groundwater related data is drastically increasing domestically from various sources since 2000. To justify the more expansive continuation of the data acquisition and to derive valuable implications from the data, continued employments of sophisticated and state-of-the-arts statistical tools in the analyses and predictions are important issue. In the present study, we employed a well established machine learning technique of Gaussian Process Regression (GPR) model in the trend analyses of groundwater level for the long-term change. The major benefit of GPR model is that the model provide not only the future predictions but also the associated uncertainty. In the study, the long-term predictions of groundwater level from the stations of National Groundwater Monitoring Network located within Han River Basin were exemplified as prediction cases based on the GPR model. In addition, a few types of groundwater change patterns were delineated (i.e., increasing, decreasing, and no trend) on the basis of the statistics acquired from GPR analyses. From the study, it was found that the majority of the monitoring stations has decreasing trend while small portion shows increasing or no trend. To further analyze the causes of the trend, the corresponding precipitation data were jointly analyzed by the same method (i.e., GPR). Based on the analyses, the major cause of decreasing trend of groundwater level is attributed to reduction of precipitation rate whereas a few of the stations show weak relationship between the pattern of groundwater level changes and precipitation.

이온성 및 비이온성 등장액 용매에서 산화아연나노입자의 분산 특성 (Dispersion Characteristics of Zinc Oxide Nanoparticles in Ionic and Non-ionic Isotonic Solution)

  • 최종혜;김혜진;박광식
    • 약학회지
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    • 제57권4호
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    • pp.282-288
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    • 2013
  • Zinc oxide nanoparticles (ZnONPs) are widely used in a variety of products and cosmetic products including paper, paints, plastics and sunscreen. However, information on the safety of ZnONPs are not enough and many publications suggest possible toxic effects on environmental and human health. Furthermore, physico-chemical characteristics of nanoparticles makes it hard to test toxicity using the test guidelines of chemicals adopted by regulatory bodies. In this study, stability of ZnONPs was investigated using different types of isotonic solution, which is important in the toxicity study of intravenous route. Precipitation, aggregation, size, zeta potential and morphology of ZnONPs were evaluated with different times and concentrations. Precipitation of ZnONPs were observed in ionic isotonic solution including phosphate-buffered saline, Kreb's-Ringer solution, physiological salt solution and cell culture media of DMEM (Dulbecco's Modified Eagle's Medium) with 10% fetal bovine serum. On the other hand, they were stable without precipitation in non-ionic isotonic solution such as 5% glucose and 2% glycerol, respectively, which are biocompatible for intravenous injection. The average size of ZnONPs in 5% glucose and 2% glycerol was stably maintained, which is less than 30 nm and very similar as that in water dispersion of ZnONPs, provided by the manufacturer. The stability was maintained during the experimental period of 5 days and diluted state up to 15,000 ppm. These data suggest that 5% glucose and 2% glycerol solution can be used for the vehicles of ZnONPs in the toxicity study of intravenous injection route.

지하수위 변동법에 의한 함양량 산정: 하천-대수층 상호작용의 영향 (Estimating Groundwater Recharge using the Water-Table Fluctuation Method: Effect of Stream-aquifer Interactions)

  • 구민호;김태근;김성수;정성래;강인옥;이찬진;김용철
    • 한국지하수토양환경학회지:지하수토양환경
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    • 제18권5호
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    • pp.65-76
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    • 2013
  • The water-table fluctuation (WTF) method has been often used for estimating groundwater recharge by analysis of waterlevel measurements in observation wells. An important assumption inherent in the method is that the water level rise is solely caused by precipitation recharge. For the observation wells located near a stream, however, the water-level can be highly affected by the stream level fluctuations as well as precipitation recharge. Therefore, in applying the WTF method, there should be consideration regarding the effect of stream-aquifer interactions. Analysis of water-level hydrographs from the National Groundwater Monitoring Wells of Korea showed that they could be classified into three different types depending on their responses to either precipitation recharge or stream level fluctuations. A simple groundwater flow model was used to analyze the errors of the WTF method, which were associated with stream-aquifer interactions. Not surprisingly, the model showed that the WTF method could greatly overestimate recharge, when it was used for the observation wells of which the water-level was affected by streams. Therefore, in Korea, where most groundwater hydrographs are acquired from wells nearby a stream, more caution is demanded in applying the WTF method.

Spatial distribution and temporal variation of hydrogeochemistry in coastal lagoons and groundwater on the eastern area of korea

  • Chanyoung Jeong;Soo Min Song;Woo-Hyun Jeon;Hee Sun Moon
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 2023년도 학술발표회
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    • pp.247-247
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    • 2023
  • Coastal lagoons play a crucial role in water exchange, water quality, and biodiversity. It is essential to monitor and understand the dynamics of hydrogeochemistry in lagoon water and its groundwater to preserve and sustainably manage the groundwater-dependent ecosystems like coastal lagoons. This study investigated the spatial and temporal hydrogeochemical characteristics of coastal lagoon (Songjiho) and groundwater on the east coast of Korea. The concentrations of major ions, water isotopes, and nutrients (nitrogen and dissolved organic carbon) in lagoon water and groundwater were periodically monitored for one year. The study revealed that major ions and total dissolved solids (TDS) concentration were higher at deeper depths of aquifers and closer to the coastal area. The hydrogeochemical characteristics of coastal lagoon and groundwater chemistry were classified into two types, Ca-Mg-HCO3 and Na-Cl, based on their spatial location from inland to coastal area. Moreover, the hydrogeochemical characteristics of coastal lagoons and groundwater varied significantly depending on the season. During the wet season, the increased precipitation and evaporation lead to changes in water chemistry. As a result, the total organic carbon (TOC) of coastal lagoons increases during this season, likely due to increased runoff by rainfall whereas the variation of chemical compositions in the lagoon and groundwater were not significant because there is reduced precipitation, resulting in stable water levels and during the dry season. The study emphasizes the impact of spatial distribution and seasonal changes in precipitation, evaporation, and river discharge on the hydrogeochemical characteristics of the coastal aquifer and lagoon system. Understanding these impacts is crucial for managing and protecting coastal lagoons and groundwater resources.

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안개 생성 메커니즘 기반 안개 유형 분류 및 한반도 지역내 발생 특성 분석 (Fog Type Classification and Occurrence Characteristics Based on Fog Generation Mechanism in the Korean Peninsula)

  • 김은지;박순영;유정우;이순환
    • 한국환경과학회지
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    • 제32권12호
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    • pp.883-898
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    • 2023
  • To investigate the occurrence characteristics and types of fog on the Korean Peninsula over the past three years (2020 to 2022), data from 96 synoptic meteorological observatories and 21 ocean buoys were collected and analyzed. We included precipitation fog, which occurs after precipitation events, and cloud-base lowering fog, which is caused by the development of lower-level clouds, with a total six subtypes of fog. In the case of cloud-base lowering fog, the occurrence frequency at 2.6% was not high at 2.6%, but the duration of low visibility below 200 m was very long at 6.9 hours. The seasonal frequency of fog is low in spring and winter, high in summer over islands and coastal areas, and high in autumn over inland areas. The frequency of inland fog, which is characterized by high radiation fog and dense fog, requires attention in terms of transportation safety, with an occurrence time of 0500 LST to 1000 LST. Therefore, systematic analysis of precipitation fog and cloud-base lowering, as well as radiation and advection fog, is required in the analysis of recognizing fog as a disaster and causing transportation disorders.

글리세롤을 이용한 구연산캡핑 은나노입자의 정맥주사용 현탁액 조제 및 안정성 (The Stability of Citrate-capped Silver Nanoparticles in Isotonic Glycerol Solution for Intravenous Injection)

  • 이연진;박광식
    • 약학회지
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    • 제56권2호
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    • pp.74-79
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    • 2012
  • Citrate-capped silver nanoparticles (AgNPs) are widely used in industry, consumer products and medical appliances. However, information on the toxicity, environmental fate and toxicokinetics are not enough. In this study, stability of citrate-capped AgNPs was investigated using different types of isotonic solution, which is important in the toxicokinetic study by the exposure route of intravenous injection. Size, morphology, zeta potential and ion formation were investigated in isotonic solutions for the physico-chemical characterization of AgNPs. Aggregation and precipitation of AgNPs were observed in saline or phosphate-buffered saline while they were stable without precipitation in 2% glycerol of isotonic solution. The average size of AgNPs in 2% glycerol was 6~10 nm, which was almost same as that in water-based suspension of AgNPs. Zeta potential was ranged from -30 mV to -60 mV, which was in the range of original stock AgNPs. The stability was maintained during the whole experimental period of 48 hours. Furthermore, the stability was not changed in different temperature (10~36$^{\circ}C$) and at different concentrations (10~1,000 ppm). The osmolarity of the AgNPs suspension was $299{\pm}1$ mOsm/kg which was in isotonic range. These data suggest that AgNPs in 2% glycerol solution can be used for the preparations of intravenous injection for toxicokinetic study without undesired disturbance of blood isotonicity.

Application of Percentile Rainfall Event for Analysis of Infiltration Facilities used by Prior Consultation for LID (Low Impact Development)

  • Kwon, Kyung-Ho;Song, Hye-Jin
    • KIEAE Journal
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    • 제15권5호
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    • pp.5-12
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    • 2015
  • Purpose: Retention and infiltration of small and frequently-occurring rainfall by LID facilities account for a large proportion of the annual precipitation volume. Based on 4 standard facilities such as Porous Pavement, Infiltration Trench, Cylindrical Infiltration Well, Rectangular Infiltration Well by Seoul Metropolitan Handbook of the Prior Consultation for LID. The total retention volume of each facility was calculated according to the type and size. The Purpose of this study is to find out the quantitative relationship between Percentile Rainfall Event and Design Volume of Infiltration Facilities. Methode: For the estimation of Percentile Rainfall Event, Daily Precipitation of Seoul from 2005 to 2014 was sorted ascending and the distribution of percentile was estimated by PERCENTILE spreadsheet function. The managed Rainfall Depth and Percentile of each facility was calculated at the several sizes. In response to the rainwater charge volume of 5.5mm/hr by the Category "Private large site", the 3 types of facilities were planned for example. The calculated Rainfall Depth and Percentile were 54.4mm and 90% by the use of developed Calculation-Module based on the Spreadsheet program. Result: With this Module the existing Designed Infiltration volume which was introduced from Japan was simply converted to the Percentile-Rainfall-Event used in USA.

물수지 방정식의 안정상태간의 평균 천이시간 및 불확실성에 관한 연구 (Analysis of mean Transition Time and Its Uncertainty Between the Stable Modes of Water Balance Model)

  • 이재수
    • 물과 미래
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    • 제27권2호
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    • pp.129-137
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    • 1994
  • 넓은 지역의 지표면 수문은 추계학적 변동에 의해 야기되는 안정된 상태간의 천이와 함께 몇 개의 선호되는 안정된 상태의 영향을 받기가 쉬운데 그 이유는 지표면과 대기 상호관계의 밀접한 조합과도 관계가 있다. 흥미있고 중요한 과제가 각 안정상태에서의 체류기간 즉 가뭄기나 홍수기의 지속기간이라 할 수 있는데 안정상태의 평균 천이시간이 다른 모델 변수나 기후 형태에 대하여 분석하였다. 본 연구에서 보여준 기후 상황에 대해 미분 방정식의 해는 함수비 상태가 두 개의 최빈수를 갖는 확률 분포를 보여 주고 있다. 모델 변수와 관련하여 불확실성 분석을 Monte-Carlo 모의 방법을 사용하여 수행하였다. 본 연구에서 수행된 방법은 넓은 지역에 대한 토양 수분이나 강우 특히 매우 다양한 지속 시간을 보이는 토양 수분이나 강우에 있어서의 급격한 변화와 관련된 중요한 특성을 보여준다고 하겠다.

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코로나 방전 반응기에서 Carbon Soot 입자의 재비산 (Reentrainment of Carbon Soot Particles in a Corona Discharge Reactor)

  • 이재복;황정호;배귀남
    • 대한기계학회논문집B
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    • 제24권7호
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    • pp.1002-1009
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    • 2000
  • Among the various types of diesel after-treatment device, the corona discharge reactor may be considered as a powerful process for trapping submicron particles. But after precipitation on the electrodes occurs, the reentrainment of particles is severe and often causes low or negative precipitation efficiency. Experiments were performed to investigate the effect of an applied voltage on the reentrainment of soot particles from the electrodes. A co-annular laminar diffusion flame burner was used as the soot generator. When a highly negative voltage was applied, exfoliation of the deposited soot particles and an increase in concentration of particles smaller than approximately 150 nm were observed. Turbulence induced from the negative tuft corona and sputtering caused particle reentrainment from the corona wire and from plates as well. Under soot laden combustion gas, a streamer corona often occurred in the wire-cylinder reactor. Because of its transient nature, streamer corona violently increased the concentration of reentrained particles and CO gas.