• 제목/요약/키워드: Geostatistical method

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Geostatistical algorithm for evaluation of primary and secondary roughness

  • Nasab, Hojat;Karimi-Nasab, Saeed;Jalalifar, Hossein
    • Geomechanics and Engineering
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    • 제24권4호
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    • pp.359-370
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    • 2021
  • Joint roughness is combination of primary and secondary roughness. Ordinarily primary roughness is a geostatistical part of a joint surface that has a periodic nature but secondary roughness or unevenness is a statistical part of that which have a random nature. Using roughness generating algorithms is a useful method for evaluation of joint roughness. In this paper after determining geostatistical parameters of the joint profile, were presented two roughness generating algorithms using Mount-Carlo method for evaluation of primary (GJRGAP) and secondary (GJRGAS) roughness. These based on geostatistical parameters (range and sill) and statistical parameters (standard deviation of asperities height, SDH, and standard deviation of asperities angle, SDA) for generation two-dimensional joint roughness profiles. In this study different geostatistical regions were defined depending on the range and SDH. As SDH increases, the height of the generated asperities increases and asperities become sharper and at a specific range (a specific curve) relation between SDH and SDA is linear. As the range in GJRGAP becomes larger (the base of the asperities) the shape of asperities becomes flatter. The results illustrate that joint profiles have larger SDA with increase of SDH and decrease of range. Consequencely increase of SDA leads to joint roughness parameters such Z2, Z3 and RP increases. The results showed that secondary roughness or unevenness has a great influence on roughness values. In general, it can be concluded that the shape and size of asperities are appropriate parameters to approach the field scale from the laboratory scale.

Estimation of geomechanical parameters of tunnel route using geostatistical methods

  • Aalianvari, Ali;Soltani-Mohammadi, Saeed;Rahemi, Zeynab
    • Geomechanics and Engineering
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    • 제14권5호
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    • pp.453-458
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    • 2018
  • Geomechanical parameters are important factors for engineering projects during design, construction and support stages of tunnel and dam projects. Geostatistical estimation methods are known as one of the most significant approach at estimation of Geomechanical parameters. In this study, Azad dam headrace tunnel is chosen to estimate Geomechanical parameters such as Rock Quality Designation (RQD) and uniaxial compressive strength (UCS) by ordinary kriging as a geostatistical method. Also Rock Mass Rating (RMR) distribution is presented along the tunnel. Main aim in employment of geostatistical methods is estimation of points that unsampled by sampled points.To estimation of parameters, initially data are transformed to Gaussian distribution, next structural data analysis is completed, and then ordinary kriging is applied. At end, specified distribution maps for each parameter are presented. Results from the geostatistical estimation method and actual data have been compared. Results show that, the estimated parameters with this method are very close to the actual parameters. Regarding to the reduction of costs and time consuming, this method can use to geomechanical estimation.

Three-dimensional geostatistical modeling of subsurface stratification and SPT-N Value at dam site in South Korea

  • Mingi Kim;Choong-Ki Chung;Joung-Woo Han;Han-Saem Kim
    • Geomechanics and Engineering
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    • 제34권1호
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    • pp.29-41
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    • 2023
  • The 3D geospatial modeling of geotechnical information can aid in understanding the geotechnical characteristic values of the continuous subsurface at construction sites. In this study, a geostatistical optimization model for the three-dimensional (3D) mapping of subsurface stratification and the SPT-N value based on a trial-and-error rule was developed and applied to a dam emergency spillway site in South Korea. Geospatial database development for a geotechnical investigation, reconstitution of the target grid volume, and detection of outliers in the borehole dataset were implemented prior to the 3D modeling. For the site-specific subsurface stratification of the engineering geo-layer, we developed an integration method for the borehole and geophysical survey datasets based on the geostatistical optimization procedure of ordinary kriging and sequential Gaussian simulation (SGS) by comparing their cross-validation-based prediction residuals. We also developed an optimization technique based on SGS for estimating the 3D geometry of the SPT-N value. This method involves quantitatively testing the reliability of SGS and selecting the realizations with a high estimation accuracy. Boring tests were performed for validation, and the proposed method yielded more accurate prediction results and reproduced the spatial distribution of geotechnical information more effectively than the conventional geostatistical approach.

자연 수리자극을 이용한 소유역 규모 대수층 수리전도도 특성화: 지구통계 진화전략 역산해석 기법의 적용 가능성 시험 (Feasibility Test for Hydraulic Conductivity Characterization of Small Basin-Scale Aquifers Based on Geostatistical Evolution Strategy Using Naturally Imposed Hydraulic Stress)

  • 박은규
    • 한국지하수토양환경학회지:지하수토양환경
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    • 제25권4호
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    • pp.87-97
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    • 2020
  • In this study, the applicability of the geostatistical evolution strategy as an inverse analysis method of estimating hydraulic properties of small-scale basin was tested. The geostatistical evolution strategy is a type of data assimilation method that can effectively estimate aquifer hydraulic conductivity by combining a global optimization model of the evolution strategy and a local optimization model of the ensemble Kalman filtering. In the applicability test, the geometry, hydraulic boundary conditions, and the distribution of groundwater monitoring wells of Hanlim-Eup were employed. On the other hand, a synthetic hydraulic conductivity distribution was generated and used as the reference property for ease of estimation quality assessment. In the estimations, two different cases were tested where, in Case I, both groundwater levels and hydraulic conductivity measurements were assumed to be available, and only the groundwater levels were available, in Case II. In both cases, the reference and estimated hydraulic conductivity fields were found to show reasonable similarity, even though the prior information for estimation was not accurate. The ability to estimate hydraulic conductivity without accurate prior information suggests that this method can be used effectively to estimate mathematical properties in real-world cases, many of which little prior information is available for the aquifer conditions.

지구통계학 크리깅 기법을 이용한 연약지반의 불확실성 분석 (Uncertainty Analysis of Soft Ground Using Geostatistical Kriging Method)

  • 윤길림;이강운;채영수
    • 한국지반공학회논문집
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    • 제21권3호
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    • pp.5-17
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    • 2005
  • 남해안 부산 해성점토지반을 대상으로 지반조사 및 시험, 분석과정에서 발생하는 다양한 지반의 공간적 불확실성을 면구한 내용이다. 지반의 불확실성을 정량화하기 위하여 지반의 공간적 불확실성을 수치화하는 지구통계학적 기법을 사용하여 지반의 공간적 방향성을 분석하였다. 본 논문에서 불확실성 분석에 사용된 지반조사는 원위치 보링은 25개, 실내시험은 73회, 현장베인시험 124회, 그리고 심도별 콘관입시험 25회의 결과가 활용되었다. 지반의 불확실성에 대한 공간적 분석에 사용된 핵심자료는 큰관입 시험결과이고 특히 비배수 전단강도를 산정시 큰 영향을 미치는 콘계수($N_k$ )에 대하여 지구통계학적 방법과 기존의 일반적인 방법으로 상효 비교분석 하였다. 연구결과, 지구통계학적 기법을 통한 시험자료의 해석은 지반 고유특성에 따른 공간적 자기상관성을 찾을 수 있으며 특정 방향에 대한 시험자료의 상관성이 임의의 지역에 대한 값 추정에 적용되어 보다 신뢰성 있게 분포양상을 추정할 수 있었다. 그러므로 지구통계학적 크리깅 분석기법은 대상지역의 압밀과 강도특성 분포를 규명하는 데는 매우 유용하게 사용될 수 있다는 것을 확인하였다.

지구통계학적 방법을 이용한 포텐셜 자료와 MT 자료의 복합 해석 연구 (Integrated Analysis of Gravity and MT data by Geostatistical Approach)

  • 박계순;오석훈;이희순;권병두;양준모
    • 한국지구물리탐사학회:학술대회논문집
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    • 한국지구물리탐사학회 2007년도 공동학술대회 논문집
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    • pp.42-47
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    • 2007
  • We have studied feasibility of the geostatistical approach to enhance the result of analysis of the sparsely obtained MT(Magnetotelluric) data by combining with gravity data. We have attempted to use geostatistics for integrating the MT data along with gravity data. To evaluate the feasibility of this approach, we have studied about interrelation between geological boundary and density distribution, and corrected density distribution for conversion to more sensitive to geological boundary by minimization of difference between z-directional variogram values of resistivity distribution obtained MT inversion and density distributions. Then, this method has been tested on model and field data. In model test, the results obtained were good agreement with real model. And in a real field data, the result of analysis demonstrate convincingly that our geostatistical approach is effective.

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비균질성을 고려한 해성점토매립장의 수리전도도 추정과 오염이동특성 (Prediction of Heterogeneous Hydraulic Conductivity and Contaminant Transport for the Landfill on Marine Clay)

  • 장연수;정상용
    • 한국지반공학회지:지반
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    • 제13권1호
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    • pp.85-100
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    • 1997
  • 지구 통계학적 방법을 이용하여 수도권 쓰레기 매립지 수리전도도의 비균질성에 대하여 분석하고 오염 이동해석을 실시하였다. 수리전도도는 가압 실내투수시험 자료와 현장 투수시험 자료를 이용하였고 지구통계학적 방법으로는 일반크리깅과 조건부 시뮬레이션 방법을 이용하였다. 그 결과 조건부 시뮬레이션에 의한 수리전도도의 비균질성이 일반크리깅에 의한 것보다 크게 나타났으며 비균질성이 큰 조건부 시뮬레이션에 의하여 구해진 수리전도도 상의 오염물이동성이 일반크리깅에 의하여 구해진 수리전도도 상의 이동 결과 보다 큰 것으로 나타났다.

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Evaluation of the Population Distribution Using GIS-Based Geostatistical Analysis in Mosul City

  • Ali, Sabah Hussein;Mustafa, Faten Azeez
    • 대한원격탐사학회지
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    • 제36권1호
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    • pp.83-92
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    • 2020
  • The purpose of this work was to apply geographical information system (GIS) for geostatistical analyzing by selecting a semi-variogram model to quantify the spatial correlation of the population distribution with residential neighborhoods in the both sides of Mosul city. Two hundred and sixty-eight sample sites in 240 ㎢ are adopted. After determining the population distribution with respect to neighborhoods, data were inserted to ArcGIS10.3 software. Afterward, the datasets was subjected to the semi-variogram model using ordinary kriging interpolation. The results obtained from interpolation method showed that among the various models, Spherical model gives best fit of the data by cross-validation. The kriging prediction map obtained by this study, shows a particular spatial dependence of the population distribution with the neighborhoods. The results obtained from interpolation method also indicates an unbalanced population distribution, as there is no balance between the size of the population neighborhoods and their share of the size of the population, where the results showed that the right side is more densely populated because of the small area of residential homes which occupied by more than one family, as well as the right side is concentrated in economic and social activities.

A STATISTICAL ANALYSIS METHOD FOR ESTIMATING GROUNDWATER CONTAMINANT CONCENTRATION

  • LEE, YOUNG CHEON
    • 호남수학학술지
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    • 제26권1호
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    • pp.87-103
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    • 2004
  • A practical estimation method for groundwater contaminant concentration is introduced. Using geostatistical techniques and symmetry, experimental variograms show significant improved correlation compared with those from conventional techniques. Numrical experiments are performed using a field data set.

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지구통계분석을 이용한 해수침투지역에서의 전기비저항탐사 자료 해석 (Interpretation of Vertical Electrical Sounding Data in Saltwater Intrusion Area using Geostatistical Method)

  • 송성호;이규상;용환호;김진성;성백욱;우명하
    • 한국지구물리탐사학회:학술대회논문집
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    • 한국지구물리탐사학회 2005년도 공동학술대회 논문집
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    • pp.59-64
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    • 2005
  • 해안지역 대수층을 통한 해수침투 현상의 규명은 지하수 분석법이 가장 효율적이지만, 관정수의 제한이나 시료 분석의 어려움으로 염분 농도의 지속적인 변화를 위한 모니터링에 제한이 있다. 따라서 이 연구에서는 해수침투 관측망이 위치한 전라북도 부안군 해안지역의 소유역에 대하여 전기비저항 수직탐사를 수행한 후 역산결과를 지구통계학적 방법을 이용하여 층별 등고선도를 작성하였으며, 각 층별 전기비저항 변화를 분석하여 해수쐐기의 공간분포를 확인코자 하였다. 수직탐사 자료의 1차원 역산 결과를 토대로 지구통계방법인 베리오그램을 이용하여 분석한 결과 기존의 수리지질학적 방법에서 얻어진 해수쐐기와 담수체의 경계부 확인에 유용한 것으로 밝혀졌다. 따라서 향후 이 연구결과를 기존의 광역지역에 대한 등가염분농도분포도 작성 방법에 적용할 경우 해수침투의 범위 확인 및 예측을 위한 정량적인 평가에 활용될 것으로 판단된다.

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