• Title/Summary/Keyword: 부산 강우특성

Search Result 87, Processing Time 0.03 seconds

Classification of hysteretic loop feature for runoff generation through a unsupervised machine learning algorithm (비지도 기계학습을 통한 유출 발생 내 이력 현상 구분)

  • Lee, Eunhyung;Jeon, Hangtak;Kim, Dahong;Friday, Bassey Bassey;Kim, Sanghyun
    • Proceedings of the Korea Water Resources Association Conference
    • /
    • 2022.05a
    • /
    • pp.360-360
    • /
    • 2022
  • 토양수분과 유출 간 관계를 정량화하는 것은 수문 기작 및 유출 발생 과정의 이해를 위한 중요한 정보를 제공한다. 특히, 유출과정의 특성화는 수문 사상에 따른 불포화대 내 토양수 및 토사 손실 제어와 산사태 및 비점오염원 발생 예측을 위해 필수적이다. 유출과정과 관련된 비선형성과 복잡성을 확인하기 위해 토양수분과 유출 사이의 이력 거동이 조사되었다. 특히, 수문 과정 내 이력 현상 구체화를 위해 정성적인 시각적 분류 및 정량적 평가를 위한 이력 지수들이 개발되었다. 정성적인 시각적 분류는 시간에 따라 시계 및 반시계방향으로 다중 루프 형상을 나누는 방식으로 진행되었고, 정량적 평가의 경우 이력 고리(Hysteretic loop) 내 상승 고리(Rising limb)와 하강 고리(Falling limb)의 차이를 기준으로 한 지수로 이력 현상을 특성화하였다. 이전에 제안된 방법론들은 연구자의 판단이 들어가기 때문에 보편적이지 않고 이력 현상을 개발된 지수에 맞춤에 따라 자료 손실이 나타나는 한계가 존재한다. 자료의 손실 없이 불포화대 내 발생 가능한 대표 이력 현상을 자동으로 추출하기 위해 적합한 비지도 학습기반 기계학습 방법론의 제안이 필요하다. 우리 연구에서는 국내 산지 사면에서 강우 사상 동안 다중 깊이(10, 30, 60cm)로 56개의 토양수분 측정지점에서 확보된 토양수분 시계열 자료와 산지 사면 내 위어를 통해 확보된 유출 시계열 자료를 사용하였다. 먼저, 기존에 분류 방법을 기반으로 계절 및 공간특성에 따라 지배적으로 발생하는 토양수분-유출 간 이력 현상을 특성화하였다. 다음으로, 토양수분-유출 간 이력 패턴을 자료 손실 없이 형상화하여 자동으로 데이터베이스화하는 알고리즘을 개발하였다. 마지막으로, 비지도 학습방법을 이용하여 데이터베이스화된 실제 발현 이력 현상 내 확률분포를 최대한 가깝게 추정하는 은닉층을 반복적인 재구성 학습을 통해 구현함으로써 대표 이력 현상 패턴을 추출하였다.

  • PDF

Analysis of Soil Moisture Content in Mountain Slopes (산지사면에서의 토양수분량 특성 분석)

  • Lee, JungHoon;Lee, YeonKil;Kim, SangHyun;Jung, SungWon
    • Proceedings of the Korea Water Resources Association Conference
    • /
    • 2017.05a
    • /
    • pp.234-234
    • /
    • 2017
  • 국내 지형의 대부분을 차지하고 있는 산지 사면에서 토양수분량 측정은 물순환을 이해하는데 중요하다. 본 연구는 국토교통부의 기초수문자료 구축사업의 일환으로 수행되었으며, TDR(Time Domain Reflectometry, TDR)방식의 장비를 이용하여 2시간 간격으로 토양이 동결되어 있는 기간을 제외한 2016년 3월 중순부터 12월초까지 측정을 수행하였다. 관측지점은 설마천 유역 내에 위치한 경기도 파주시 적성면의 감악산 범륜사 주변 산지 사면과, 청미천 유역 내에 위치한 충청북도 음성군 수레의산 산지 사면에 위치하고 있다. 각각의 관측소에서 측정된 토양수분량 자료는 분포 특성을 파악하기 위해 토양수분량의 통계분석(평균, 표준편차)을 수행하였다. 2016년 토양수분량 관측소 운영기간 동안에는 2014년, 2015년보다 많은 강우량이 발생하였다. 또한 강우 패턴이 과거와는 다르게 가을철 많은 강우량이 발생하였다. 설마천 유역에 위치한 설마천 토양수분량 관측소의 경우 2016년 평균토양수분량이 13.7%, 표준편차 6.3%로 2015년(평균 12.9%)보다 큰 특성을 보였다. 청미천 유역에 위치한 청미천 토양수분량 관측소에서도 2016년 평균토양수분량이 24.5%, 표준편차 5.0%로 2015년 (24.3%)보다 증가하였다. 설마천 관측소보다 청미천 관측소의 토양수분량 특성이 크게 나타나는데 이는 청미천 관측소가 설마천 관측소에 비해 유효토심이 깊고 토성의 점토 함량이 상대적으로 높기 때문으로 판단된다.

  • PDF

Ionic Composition of Early and Succeeding Rainwater in Pusan Area (부산시 일부지역에 대한 초기 및 후속강우의 이온성분 특성)

  • 최금찬;김찬환
    • Journal of Korean Society for Atmospheric Environment
    • /
    • v.14 no.4
    • /
    • pp.361-368
    • /
    • 1998
  • Acid rainwater samples were collected during 4 years from 1992 in Pusan area nearby seaside. Ionic composition of early and succeeding rainwater were investigated to identify emission sources. pH and Electronic Conductivity of samples were measured immediately after sampling. Major ion concentrations of rain samples were Na+, Ca2+, Mg2+, K+, NH4+, SO42-, NO3-, Cl- which were analyzed by ion Chromatography. 55% of early rainwater and 90% of succeeding rainwater were identified below pH 5.6. Because, Na+, K+, Ca2+ were washed mostly in early rainwater, as a result, pH values were increased by increasing rainfall amounts. It was studied that pH value was varied from ambient ion component, rainfall, and rain intensity. From the principal component analysis result, the dominant components of acid rainwater were Na+, K2+, Mg2+, Ca2+, the elements were contributed soil and marine source, the second components nuts -SO42-, SO4a-, NO3-, nuts -Ca2+ originated from man - made source.

  • PDF

Characterization of Low-boiling Point Chlorinated Organic Compounds into Precipitation in Pusan, Korea. (부산지역 강우 중 저비점 유기염소 화합물의 특성에 관한 연구)

  • Ok, Gon
    • Journal of Environmental Science International
    • /
    • v.5 no.6
    • /
    • pp.749-755
    • /
    • 1996
  • In order to grasp a characterization of low boiling point chlorinated organic compounds, this study which were carried out at the 8 stations for precipitation samples in the Pusan area during the period from February to September 1995. As a result, low boiling chlorinated organic compounds were estimated that it was dissolved by a portion of precipitation, and it be able to shift at the surface of the each. Concentration of low boiling point chlorinated organic compounds in precipitation are increased with increase of temperature, and estimated that air pollution compounds of as a rule in atmosphere.

  • PDF

The Characteristics Analysis of Landslides and Rainfall at Pusan Area (부산지역에서의 강우와 산사태의 특성분석)

  • Han, Jung-Geun
    • Journal of the Korean Society of Environmental Restoration Technology
    • /
    • v.4 no.1
    • /
    • pp.24-31
    • /
    • 2001
  • Most of the natural calamities occurred in South Korea are due to rainfall, which are occurred during rainy season, June to September. The life-calamity reported in those seasons were over 75%, and the dead rate by the rainfall was about 98%. Especially, the disasters occurred in Pusan and Kyongsang-Namdo were highest of the whole country. The capability of landslide in this area was very high, which is included to Class 3 or Class 4 of disastrous risk grade suggested by the GIS system(Lee Su-Gon,1999). Those are based on the characteristics of topographical and meteorological data. In this study, the rainfall characteristics in Pusan were analyzed through the relationship between the cumulative rainfall and the maximum hourly rainfall. The landslide in this area depends on the elapsed time after maximum hourly rainfall intensity, and the most of landslide in Pusan recorded during within 3 hours after pick-time of rainfall intensity.

  • PDF

A study on Estimation of Nonpoint Pollution Loads in the Industrial Site of Urban Area (도시유역 공업단지의 비점오염 부하량 산정)

  • Shon, Tae-Seok;Kim, Mi-Eun;Joo, Jae-Seung;Shin, Hyun-Suk;Yoon, Young-Sam
    • Proceedings of the Korea Water Resources Association Conference
    • /
    • 2011.05a
    • /
    • pp.197-201
    • /
    • 2011
  • 공공수역의 수질개선을 위해 그동안 하 폐수 처리장 등 친환경시초시설의 건설과 하수관거의 확충으로 점오염을 통제해왔으나, 여전히 하천, 호소, 연안의 수질은 목표 수준까지 개선되지 않고 있으며, 점오염원 삭감에 따라 상대적으로 비점오염원의 수질오염 기여도는 증가하고 있다. 비점오염물질은 도로상 오염물질, 도시지역의 먼지와 쓰레기, 지표상 퇴적오염물질, 농지에 살포된 농약, 축사에서의 유출물 등이 강우시 빗물과 함께 유출되면서 발생한다. 특히, 도시지역에는 대 소규모 공단들이 밀집되어 있기 때문 발생되는 비점오염물질의 특징은 단위면적당 오염부하가 크고 각종 유독성 물질을 함유하고 있다. 그러므로 본 연구에서는 도시유역의 개별 공장이 아닌 이러한 비점오염원 특징을 가진 대 소규모 공업단지(김해시 나전농공단지, 부산시 녹산 국가산업단지)를 선정하여 비점오염물질의 유출특성을 알아보고자 하였다.

  • PDF

The Washing Effect of Precipitation on PM10 in the Atmosphere and Rainwater Quality Based on Rainfall Intensity (강우 강도에 따른 대기 중 미세먼지 저감효과와 강우수질 특성 연구)

  • Park, Hyemin;Byun, Myounghwa;Kim, Taeyong;Kim, Jae-Jin;Ryu, Jong-Sik;Yang, Minjune;Choi, Wonsik
    • Korean Journal of Remote Sensing
    • /
    • v.36 no.6_3
    • /
    • pp.1669-1679
    • /
    • 2020
  • This study examines the washing effect of precipitation on particulate matter (PM) and the rainwater quality (pH, electrical conductivity (EC), water-soluble ions concentration). Of six rain events in total, rainwater samples were continuously collected every 50 mL from the beginning of the precipitation using rainwater collecting devices at Pukyong National University, Busan, South Korea, from March 2020 to July 2020. The collected rainwater samples were analyzed for pH, EC, and water-soluble ions (cations: Na+, Mg2+, K+, Ca2+, NH4+, and anions: Cl-, NO3-, SO42-). The concentrations of particulate matter were continuously measured during precipitation events with a custom-built PM sensor node. For initial rainwater samples, the average pH and EC were approximately 4.3 and 81.9 μS/cm, and the major ionic components consisted of NO3- (5.4 mg/L), Ca2+ (4.2 mg/L), Cl- (4.1 mg/L). In all rainfall events, rainwater pH gradually increased with rainfall duration, whereas EC gradually decreased due to the washing effect. When the rainfall intensities were relatively weak (<5 mm/h), PM10 reduction efficiencies were less than 40%. When the rainfall intensities were enhanced to more than 7.5 mm/h, the reduction efficiencies reached more than 60%. For heavy rainfall events, the acidity and EC, as well as ions concentrations of initial rainwater samples, were higher than those in later samples. This appears to be related to the washing effect of precipitation on PM10 in the atmosphere.

Seasonal changes in phytoplankton community related with environmental factors in the Busan coastal region in 2014 (2014년 부산 연안 해역에서 계절적 환경특성에 따른 식물플랑크톤 군집의 변화양상)

  • JI Nam Yoon;Young Kyun Lim;Dong Sun Kim;Young Ok Kim;Seung Ho Baek
    • Korean Journal of Environmental Biology
    • /
    • v.40 no.1
    • /
    • pp.112-123
    • /
    • 2022
  • To assess the influence of environmental factors on the phytoplankton community structure and total phytoplankton biomass during four seasons in 2014, we investigated the abiotic and biotic factors at 25 stations in the Busan coastal region. The phytoplankton community and total phytoplankton biomass were strongly dependent on the discharge from the Nakdong River, and the high density of phytoplankton was related with the introduction of the Tsushima Warm Current (TWC), particularly in the thermohaline fronts of the fall season. The relationship between the salinity and nutrient (Dissolved inorganic nitrogen=DIN: R2=0.72, p<0.001 and Dissolved inorganic silicon=DSi: R2=0.78, p<0.001) highly correlated with the river discharge, implying that those nutrients have played a crucial role in the growth of diatom and cryptophyta. The total phytoplankton biomass was highest in the summer followed by autumn, spring, and winter. Diatom and cryptophyta species were dominant species during the four seasons. Additionally, there were strong positive correlations between Chlorophyll a and total phytoplankton biomass (R2=0.84, p<0.001), cryptophyta (R2=0.76, p<0.001) and diatom (R2=0.50, p<0.001), respectively. In particular, we found that there were significant differences in the nutrients, phytoplankton community compositions, and total phytoplankton biomass between the inner and the outer coastal region of Busan, depending on the amount of river discharge from the Nakdong River, particularly during rainy seasons. Therefore, the seasonal change of TWC and river discharge from the Nakdong River serve an important role in determining phytoplankton population dynamics in the Busan coastal region.

On the characteristics of the 1993/1994 east Asian summer monsoon convective activities using GMS high cloud amount

  • ;;Moon, Sung-Euii;Sohn, Seoung-Hee
    • Korean Journal of Remote Sensing
    • /
    • v.11 no.3
    • /
    • pp.1-21
    • /
    • 1995
  • The characteristics of the Asian summer monsoon have been investigated for the periods of 1993/1994, the contrasting years in a view of the summer monsoon precipitation. In order to investigate the monsoon features over the eastern Asian monsoon region, the cloudiness(using the extensive data derived by the geostationary meteorological satellite), the condition of underlying surface including sea-surface temperature, and the summer rainfall are analyzed and some comparisons with 1993 and 1994 are also made and the characteristic differences are discussed. An analysis of the 2-degree latitude-longitude gridded 5-day mean high cloud amount data shows the detailed movement and persistence of the convective activities. In order to describe the spatial and temporal structures of the intraseasonal oscillation for the movement and evolution of the monsoon cloud, the extended empirical orthogonal fnction analysis with the twenty-day window size is used for the each year. Also, in order to find out the periodicity of the equatorial convective cluster, Fourier harmonic analysis is applied to the each year. The most prevailing intraseasonal oscillations of high cloud amount are 61 day mode and 15day mode in the equatorial and the subtropical oceans. However it was found that the most prevailing modes over the equatorial western Pacific and Indian Ocean were different for each year, hence raising the possibillity that the contrasting monsoon presipitation may be more fundamentally related to the interaction of intraseasonal oscillations and seasonal variation of convective activities over the lower latitude ocean.

A Programming of Hydrologic Analysis Procedure for the Probable Isohyetal Chart in Korea (한국 확률강우량도 작성을 위한 수문해석방법 개발)

  • 이원환
    • Water for future
    • /
    • v.20 no.2
    • /
    • pp.139-150
    • /
    • 1987
  • The present study is to develop the hydrologic analysis procedure for the purpose of drawing the probable isohyetal charts in Korea. In the establishment of optimal distribution types, the eleven continuous probability distribution types included the transformed variable normal distribution (Y-k method) is applied to the annual maximum rainfall depth series in each duration. The optimal selection of distribution is done by Chi-square test and Kolmogorov-Smirnov test in the eui-class interval. The application of probability distribution is checked by the fitting on four durations of annual maximum rainfall data(10 min., 60 min., 6 hrs., and 24hrs.) at four meteorological stations in Korea (Seoul, In Cheon, Bu san, and Kwang Ju). The properties in hydrologic application of the considered distribution and the hydrologic characteristics of the applied rainfall data groups are investigated from the results of this study.

  • PDF