• 제목/요약/키워드: groundwater monitoring

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TFNM, ANN, ANFIS를 이용한 국가지하수관측망 지하수위 변동 예측 비교 연구 (A Comparative Study on Forecasting Groundwater Level Fluctuations of National Groundwater Monitoring Networks using TFNM, ANN, and ANFIS)

  • 윤필선;윤희성;김용철;김규범
    • 한국지하수토양환경학회지:지하수토양환경
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    • 제19권3호
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    • pp.123-133
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    • 2014
  • It is important to predict the groundwater level fluctuation for effective management of groundwater monitoring system and groundwater resources. In the present study, three different time series models for the prediction of groundwater level in response to rainfall were built, those are transfer function noise model (TFNM), artificial neural network (ANN), and adaptive neuro fuzzy interference system (ANFIS). The models were applied to time series data of Boen, Cheolsan, and Hongcheon stations in National Groundwater Monitoring Network. The result shows that the model performance of ANN and ANFIS was higher than that of TFNM for the present case study. As lead time increased, prediction accuracy decreased with underestimation of peak values. The performance of the three models at Boen station was worst especially for TFNM, where the correlation between rainfall and groundwater data was lowest and the groundwater extraction is expected on account of agricultural activities. The sensitivity analysis for the input structure showed that ANFIS was most sensitive to input data combinations. It is expected that the time series model approach and results of the present study are meaningful and useful for the effective management of monitoring stations and groundwater resources.

Field Applicability of Design Methodologies for Groundwater Quality Monitoring Network

  • Lee, Sang-Il
    • Korean Journal of Hydrosciences
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    • 제10권
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    • pp.47-58
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    • 1999
  • Protection of groundwater resources from contamination has been of increasing concern throughout the past decades. In practice, however, groundwater monitoring is performed based on the experience and intuition of experts or on the convenience. In dealing with groundwater contamination, we need to know what contaminants have the potential to threat the water quality and the distribution and concentration of the plumes. Monitoring of the subsurface environment through remote geophysical techniques or direct sampling from wells can provide such information. Once known, the plume can be properly menaged. Evaluation of existing methodologies for groundwater monitoring network design revealed that one should select an appropriate design method based on the purpose of the network and the avaliability of field information. Integer programming approach, one of the general purpose network design tools, and a cost-to-go function evaluation approach for special purpose network design were tested for field applicability. For the same contaminated aquifer, two approaches resulted in different well locations. The amount of information, however, was about the same.

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IoT기반 지하수 수질모니터링을 위한 다중센서모듈 개발 및 성능평가 (Development and Performance Evaluation of Multiple Sensor for Groundwater Quality Monitoring and Remote Control System using IoT)

  • 장현진;문보람;윤승균;진태석
    • 한국정보통신학회논문지
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    • 제21권10호
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    • pp.1957-1963
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    • 2017
  • 본 논문은 지하수 수질을 모니터링하기 위한 다중센서기반의 센서 디바이스를 제작 및 성능을 제시하고자 한다. 신규로 제작된 시스템은 데이터 수집을 위하여 원격 제어기반의 다중센서 디바이스를 채택하였으며 원격모니터링 관리를 위하여 윈도우 모바일을 사용하였습니다. 지하 수질 센서장치와 모니터링 시스템 간의 통신 인터페이스로 직렬 포트 CAN 및 RS485를 채택하였고 신규 제작된 직렬 연결형 다중 센서 장치를 사용하여 지하수의 깊이에 따른 기존 센서와의 성능 비교 분석(온도계 오차범위 ${\pm}0.2^{\circ}C$, 수소이온농도(pH) < 0.85unit ) 결과를 제시하였다. 무선 연결된 센서 네트워크를 기반으로 한 지하수 모니터링 시스템을 위한 설계 및 통신방법을 제시하여 장치의 성능을 비교 분석하였다.

지하수 중 다환방향족탄화수소류(PAHs, Polycyclic Aromatic Hydrocarbons)의 동시분석법 마련 및 수질실태조사 (Preparation of Simultaneous Analysis Method of PAHs (Polycyclic Aromatic Hydrocarbons) and Monitoring PAHs in Groundwater)

  • 김덕현;박선화;윤종현;최효정;김문수;정도환;김영;김현구
    • 한국지하수토양환경학회지:지하수토양환경
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    • 제25권4호
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    • pp.67-76
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    • 2020
  • Polycyclic aromatic hydrocarbons (PAHs) are organic compounds that tend to persist in environmental media for a long period of time. This work presents a 2-year monitoring study of occurrence of three PAHs (benzo(a)pyrene, naphthalene, and fluoranthene) in groundwater. The groundwater samples were collected from 106 sites of nation's groundwater quality monitoring network and analyzed by simultaneous analysis method to quantify the concentrations of the PAHs. Benzo(a)pyrene was not detected in all samples. Naphthalene and fluoranthene concentrations ranged from not detected to 12.8 ng/L and not detected to 10.5 ng/L with their detection frequency being 57.8 and 4.2%, respectively. The concentrations of PAHs in ground- and drinking waters are not currently regulated in Korea, but the concentration levels of naphthalene and fluoranthene found in this work were lower than the regulatory limits of other countries (naphthalene 0.001~0.07 mg/L, fluoranthene 0.001~1.4 mg/L). The monitoring result of this study revealed that PAHs exist as trace amounts in domestic groundwater, however continuos monitoring is necessary to protect groundwater from PAHs contamination with growing industrialization and urbanization.

Research on the development law of karst fissures and groundwater characteristic in Xintian County

  • Xin, Zhou;Tengfei, Yao;Can, Wang;Jian, Ou;Pengfei, Zheng;Kaihong, Chen;Xiting, Long
    • Membrane and Water Treatment
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    • 제13권6호
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    • pp.303-312
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    • 2022
  • The natural hydrology and geological conditions of Xintian County was investigated, the development law of regional karst fissures was studied, the groundwater was collected and tested through a large-scale collection of groundwater to obtain the change law of chemical characteristics and water quality characteristics of groundwater, and the water quality evaluation was carried out for the regional karst groundwater in this paper. The results show that, the whole area is dominated by carbonate rock distribution areas, and the distribution of water systems is relatively developed. The strata are distributed from the Lower Paleozoic Cambrian to the Cenozoic Quaternary, and contain multiple first-order folds. The regional karst dynamic action is strong, and many tunnels or caves of different scales were shown, which are conducive to the enrichment of groundwater. Karst groundwater is neutral and alkaline water, the water is clear and transparent with good taste, and meets the national drinking water hygiene standards. The content of toxic trace elements and fluoride in the water source is generally lower than the limit value specified by the national standard and the accumulated toxic heavy metals is never found. The overall water quality is of good quality and suitable for the development and utilization of various purposes.

논 관개 지역의 지하수위 관측을 통한 시공간적 지하수위 변동 특성 분석 (Analysis of Temporal and Spatial Changes in Observed Groundwater Level in a Paddy Region)

  • 장민원;박기욱;김성준;배승종
    • 한국농공학회논문집
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    • 제57권6호
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    • pp.163-171
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    • 2015
  • This study aimed to establish a field observation system for monitoring tempo-spatially precise changes of groundwater level and to analyze the impact of rainfall and irrigation practices on groundwater changes in paddy regions. The monitoring system comprising of all nine groundwater observation wells and four ponding depth sensors was installed in a part of paddy regions benefited from Gosam reservoir, Ansung-si. The result of grundwater level change during the irrigation period in 2002 was averagely 0.51 m higher than that during the non-irrigation period. In particular between March before puddling and June after transplanting, there was maximum 1.23 m rise in groundwater level. On the other hand, concerning the change in ponding depth, groundwater level changed similarly, and hourly rainfall was revealed to have better correlation with 24-hour delayed hourly groundwater level than with the corresponding groundwater level. Eventually, this study could be referenced for further studies to set up a more comprehensive and sustainable monitoring system of groundwater conditions.

Spatio-temporal Variation of Groundwater Level and Electrical Conductivity in Coastal Areas of Jeju Island

  • Lim, Woo-Ri;Park, Won-Bae;Lee, Chang-Han;Hamm, Se-Yeong
    • 한국지구과학회지
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    • 제43권4호
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    • pp.539-556
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    • 2022
  • In the coastal areas of Jeju Island, composed of volcanic rocks, saltwater intrusion occurs due to excessive pumping and geological characteristics. Groundwater level and electrical conductivity (EC) in multi-depth monitoring wells in coastal areas were characterized from 2005 to 2019. During the period of the lowest monthly precipitation, from November 2017 until February 2018, groundwater level decreased by 0.32-0.91 m. During the period of the highest monthly precipitation, from September 2019 until October 2019, groundwater level increased by 0.46-2.95 m. Groundwater level fluctuation between the dry and wet seasons ranged from 0.79 to 3.73 m (average 1.82 m) in the eastern area, from 0.47 to 6.57 m (average 2.55 m) in the western area, from 0.77 to 8.59 m (average 3.53 m) in the southern area, and from 1.06 to 12.36 m (average 5.92 m) in the northern area. In 2013, when the area experienced decreased annual precipitation, at some monitoring wells in the western area, the groundwater level decreased due to excessive groundwater pumping and saltwater intrusion. Based on EC values of 10,000 ㎲/cm or more, saltwater intrusion from the coastline was 10.2 km in the eastern area, 4.1 km in the western area, 5.8 km in the southern area, and 5.7 km in the northern area. Autocorrelation analysis of groundwater level revealed that the arithmetic mean of delay time was 0.43 months in the eastern area, 0.87 months in the northern area, 10.93 months in the southern area, and 17.02 months in the western area. Although a few monitoring wells were strongly influenced by nearby pumping wells, the cross-correlation function of the groundwater level was the highest with precipitation in most wells. The seasonal autoregressive integrated moving average model indicated that the groundwater level will decrease in most wells in the western area and decrease or increase in different wells in the eastern area.

정수계획법을 이용한 지하수 수질관측망의 설계 (Groundwater Quality Monitoring Network Design Using Integer Programming)

  • 이상일;김학민
    • 한국수자원학회논문집
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    • 제32권5호
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    • pp.557-564
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    • 1999
  • 지하수 수질 감시를 위한 관측망의 설치는 지하수자원의 보호를 위해 매우 중요하다. 그러나 현재 지하수 수질 관측망의 설계는 합리적인 방법보다는 현장전문가의 경험과 직관에 의존하는 경우가 많다. 본 논문에서는 3차원 수질모의와 최적화를 이용하는 지하수질 관측망의 설계방법론을 제안하였다. 설계과정은 다음의 세 가지 경우로 정형화되었다. (Ⅰ) 평균농도를 감시하는 위치를 선정하되 관측정의 수기 제한되는 경우, (2) 최대농도를 감시하는 위치를 선정하되 관측정의 수가 제한되는 경우, (3) 평균농도를 감시하는 위치를 선정하되 예산상 제약이 있는 경우. 이와 같은 설계문제를 매립장 현장에 적용하고 0-1 정수계획법으로 해결하였다. 관측망의 설치목적, 운영기간, 제약조건 등에 따라 관측망의 구성이 다르게 결정됨을 보이고 그 의미를 해석하였다.

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가뭄 분석을 위한 지하수위 모니터링 및 예측기법 개발(I) - 표준지하수지수(SGI)를 이용한 지하수 가뭄 모니터링 (Development of groundwater level monitoring and forecasting technique for drought analysis (I) - Groundwater drought monitoring using standardized groundwater level index (SGI))

  • 이정주;강신욱;정지혜;전근일
    • 한국수자원학회논문집
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    • 제51권11호
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    • pp.1011-1020
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    • 2018
  • 본 연구에서는 미급수지역의 주요 수원인 지하수위 현황을 이용한 가뭄 모니터링 기법을 개발하기 위해 256개의 국가지하수관측망 관측 자료를 이용하여 관측소별, 월별 수위분포를 핵밀도함수로 추정하였다. 추정된 누적분포함수를 이용하여 월별 지하수위의 분위수를 구하고, 분위수를 정규화 하여 표준지하수지수(SGI)를 산정하였다. 관측소별로 산정된 SGI는 티센망을 이용하여 167개 시군별 SGI로 변환하였다. SGI의 범위에 따른 가뭄등급을 설정하여 시군별 지하수 가뭄 정도를 모니터링 할 수 있는 기법을 제시하였다. 이를 통해 계측이 이루어지지 않는 미급수지역의 지하수가뭄상황을 국가지하수관측망을 활용해 간접적으로 판단할 수 있도록 하였다.

제주도 수리자료에 대한 시계열 분석 및 지하수 함양률 추정 연구 (The Study on Time Series Analysis of Groundwater Data and Groundwater Recharge in Jeju Island)

  • 최현미;이진용;하규철;김기표
    • 지질공학
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    • 제21권4호
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    • pp.337-348
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    • 2011
  • 제주도 지하수위, 지하수온, 전기전도도의 변동특성 및 상관관계를 평가하고 또 지하수위변동법을 이용하여 지하수 함양률을 추정하였다. 자기상관분석을 통하여 각 관정 별 수위의 지연시간과 조절시간을 산정한 결과 자기상관성은 JM안성 관정이 가장 컸다. 그라고 교차상관분석으로 전기전도도-수위, 강수량-수위, 기온-수온간의 상관성을 분석하고 비교하였다. 분석결과 전기전도도-수위는 JR서광2, 강수량-수위는 JD하모, 기온-수온은 JI원종장2가 상호연관성이 가장 높았다. 지하수 함양률과 함양량을 산정한 결과 함양률은 평균 39.61%, 함양량은 평균 1,153,490,407 $m^3/yr$으로 산정되어 기존의 연구결과와 유사하였다.