• 제목/요약/키워드: 지질모델

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Modeling Solar Irradiance in Tajikistan with XGBoost Algorithm (XGBoost를 이용한 타지키스탄 일사량 예측 모델)

  • Jeongdu Noh;Taeyoo Na;Seong-Seung Kang
    • The Journal of Engineering Geology
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    • v.33 no.3
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    • pp.403-411
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    • 2023
  • The possibility of utilizing radiant solar energy as a renewable energy resource in Tajikistan was investigated by assessing solar irradiance using XGBoost algorithm. Through training, validation, and testing, the seasonality of solar irradiance was clear in both actual and predicted values. Calculation of hourly values of solar irradiance on 1 July 2016, 2017, 2018, and 2019 indicated maximum actual and predicted values of 1,005 and 1,009 W/m2, 939 and 997 W/m2, 1,022 and 1,012 W/m2, 1,055 and 1,019 W/m2, respectively, with actual and predicted values being within 0.4~5.8%. XGBoost is thus a useful tool in predicting solar irradiance in Tajikistan and evaluating the possibility of utilizing radiant solar energy.

Supplementary Effect of the Giant Embryonic Rice on Serum and Heaptic Lipid Levels of Streptozotocin-induced Diabetic Rats (Streptozotocin 유발 당뇨 쥐의 거대배아미 식이에 의한 혈액 및 간조직의 지질조성)

  • Lee, Youn-Ri;Kim, Chae-Eun;Nam, Seok-Hyun;Kang, Mi-Young
    • Korean Journal of Food Science and Technology
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    • v.38 no.4
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    • pp.562-566
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    • 2006
  • This study was carried out to investigate the supplementary effects of giant embryonic rice, which has over two times of embryo size compared the normal rice, on lipid metabolism of insulin dependent diabetic rats. Streptozotocin induced diabetic rats were fed four kinds of experimental diets com starch diet as a control (C-D), a polished rice diet (R-D), a brown rice diet (BR-D) and a giant embryonic rice diet (GER-D) respectively, for 6 weeks. Diet intake body weight, organ weights and lipid levels of serum, liver and feces were measured. There was significant difference in diet intake and body weight among experimental groups. The concentrations of serum triglyceride and total serum cholesterol of BR-D and GER-D groups were lower than those of others. The total hepatic cholesterol level was the lowest in GER-D group. The contents of total lipid and total cholesterol excreted in feces of BR-D and GER-D groups were higher than those of C-D and R-D groups. These results suggested the giant embryonic rice diets can effectively reduce serum triglyceride level and total hepatic cholesterol level in insulin dependent diabetic rats, and hypolipidemic effects be due to increasing fecal lipid excretion.

A Fully Coupled Hydrogeomechanical Numerical Analysis of Rainfall Impacts on Groundwater Flow in Slopes and Slope Stability (사면 내의 지하수 유동과 사면의 안정성에 대한 강수 영향의 완전 연동된 수리지질역학적 수치 해석)

  • 김준모
    • Journal of the Korean Geotechnical Society
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    • v.18 no.6
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    • pp.5-16
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    • 2002
  • A hydrogeomechanical numerical model is presented to evaluate rainfall impacts on groundwater flow in slopes and slope stability. This numerical model is developed based on the fully coupled poroelastic governing equations for groundwater flow in deforming variably saturated geologic media and the Galerkin finite element method. A series of numerical experiments using the model developed are then applied to an unsaturated slope under various rainfall rates. The numerical simulation results show that the overall hydromechanical slope stability deteriorates, and the potential failure nay initiate from the slope toe and propagate toward the slope crest as the rainfall rate increases. From the viewpoint of hydrogeology, the pressure head and hence the total hydraulic head increase as the rainfall rate increases. As a result, the groundwater table rises, the unsaturated zone reduces, the seepage face expands from the slope toe toward the slope crest, and the groundwater flow velocity increases along the seepage face. From the viewpoint of geomechanics, the horizontal displacement increases, and the vertical displacement decreases toward the slope toe as the rainfall rate increases. This may result from the buoyancy effect associated with the groundwater table rise as the rainfall rate increases. As a result, the overall deformation intensifies toward the slope toe, and the unstable zone, in which the factor of safety against shear failure is less than 1, becomes thicker near the slope toe and propagates from the slope toe toward the slope crest. The numerical simulation results also suggest that the potential tension failure is likely to occur within the slope between the potential shear failure surface and the ground surface.

Simulation of Vessel Movement in Ancient Port of Hwaseong Coast Using Marine Physics Model (해양물리모델을 이용한 화성 연안 고대포구의 선박 이동 모의)

  • Lee, Seungtae;Han, Min;Yang, Dong-Yoon;Cho, Yang-Ki;Park, Chanhyeok;Yu, Jaehyung
    • Economic and Environmental Geology
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    • v.55 no.2
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    • pp.137-148
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    • 2022
  • In this study, ship movement simulation was performed based on a marine physics model for the ancient port presumed under the past environmental conditions in the coastal area of Hwaseong, which played an important role as a center of trade in the Three Kingdoms and Unified Silla periods. The paleo topographical surface was reconstructed through the analysis of borehole sediments, and the paleo coastline was extracted through the geomorphological maps published during before independence. Based on the established paleo environmental conditions of the Hwaseong coast, the marine physics model (FVCOM) was used to simulate the flow of surface currents and the route of floating materials assumed to be ancient ships. As a result, the processes of moving ships from the port to the open sea in the Eunsupo area, which is estimated location of the ancient port related to Dangseong, was well simulated, and thus the reliability of the location of the ancient port estimated by the scientific method was secured. This study is significant as a result of convergence research that encompasses archeology, history, geomorpology, geology, and oceanography.

Hydraulic Properties of Duksan Hot-spring Area (덕산온천 지역의 수리적 성질)

  • 함세영;조병욱;성익환
    • The Journal of Engineering Geology
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    • v.9 no.2
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    • pp.101-118
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    • 1999
  • The pumping test analysis on 28 pumping test data in Duksan hot-spring area was performed using the fractal model, the leaky fractal model, and the steady-state dual-porosity fractal model. The fractional flow dimension 1.9 or 2.0 was determined in the central put of the hot spring and the fractional flow dimension 1.5-1.7 in the marginal area. For the flow dimension 2.0, the correlation between the transmissivity and the productivity index by the aquifer loss was much better than that between the transmissivity and the specific yield by the total drawdown. On the other hand, for the flow dimension 1.9, the correlation between the generalized transmissivity and the productivity index was very similar to that between the generalized transmissivity and the specific yield.

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A Study on the Suitability of the Mohr-Coulomb Model for Numerical Analysis of Ground Excavation (지반굴착 시 Mohr-Coulomb 모델 적합성에 관한 수치해석적 분석)

  • Lee, Jonghyun;Jin, Hyunsik;An, Joonsang;Baek, Yong;Yoon, Hyeongsuk
    • The Journal of Engineering Geology
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    • v.30 no.1
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    • pp.1-15
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    • 2020
  • The Mohr-Coulomb model is mainly used in evaluating the behavior of the ground in numerical analyses of domestic ground excavation. This study analyzes its limitations and compares its numerical results with the hyperbolic model, a model that closely follows actual ground behavior during excavation. Recent applications of the Mohr-Coulomb model in Korea have tended to impose arbitrary special boundary conditions to control the problem of excessive heaving of the ground excavation surface. This adjustment only controls the size of the heaving of the excavation surface, implying that the ground behavior is distorted from the actual behavior. This study compares results from the hyperbolic model (hardening soil model) and the Mohr-Coulomb model, and confirms that the hyperbolic model provides both a more-suitable solution to the problem of heaving during excavation and the actual stress-strain behavior. In numerical analyses of ground excavation, the hyperbolic model is expected to give results consistent with the actual ground behavior.

Numerical Simulation of Groundwater Discharge Into a Tunnel (터널 지하수 유출량 산정을 위한 수치모델)

  • Jeong, Jae-Hyeon;Koo, Min-Ho
    • The Journal of Engineering Geology
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    • v.25 no.3
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    • pp.369-376
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    • 2015
  • Numerical models simulating groundwater flow are often used to estimate groundwater discharge into a tunnel. In designing numerical models, the grid size should be carefully considered to ensure that groundwater discharge is accurately predicted. However, several recent studies have employed various grid sizes without providing an adequate explanation for their choice. This paper suggests the optimal grid size based on a comparison of numerical models with analytical solutions. Discrepancies between numerical and analytical solutions result from the effect of model boundaries as well as the grid size. By nullifying boundary effects, the errors solely associated with the grid size could be analyzed. The optimal grid size yielding accurate numerical solutions was thus derived. The suggested relationship between tunnel radius and optimal grid size is analogous to the relationship between the equivalent well block radius and grid size.

심실근세포 계산모델을 활용한 지질산화물의 전기생리학적 영향 평가 및 예측

  • Choe, Seong-U;Kim, Seong-Jun;Yeom, Jae-Beom
    • Proceeding of EDISON Challenge
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    • 2017.03a
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    • pp.643-649
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    • 2017
  • 심장 이온통로의 변화는 활동전압의 모양과 길이에 영향을 주어 심부정맥을 유발한다. 산화적 스트레스의 증가로 인해 생체에 침착이 증가하는 지질산화물 (4-HNE, 4-ONE)는 여러 단백질 및 이온통로에 영향을 주는 독성이차전달자로 알려져 있다. 본 연구자는 선행 연구를 통해 4-HNE와 4-ONE의 단기간 노출이 심실근세포에 발현되는 3종류의 이온통로 ($I_{Kr}$, $I_{Ks}$, $I_{Ca,L}$)의 전류감소와 kinetics변화를 일으키고, 심실근세포의 활동전압길이가 증가하는 것을 확인하였다. 두 물질이 이온통로들에 준 영향은 유사하였으나, 활동전압길이의 증가 정도가 4-ONE에서 더 크게 나타났다. 활동전압의 연장에 차이가 나는 원인과, 두 지질산화물이 또 다른 이온통로에 미치는 영향 유무를 예측하기 위해서 Grandi and Bers human ventricular model[1]을 적용한 Integrated human ventricular myocyte model 프로그램 (developed by prof. Youm)을 활용하였다. 시뮬레이션으로 재현한 4-HNE와 4-ONE에 의한 활동전압은 실험으로 기록된 것보다 연장 정도가 작았다. 시뮬레이션 모델의 background $Na^+$ 전류의 크기를 크게 하였을 경우, 실험에서 기록된 활동전압 길이에 상응하는 연장을 가져왔다. 그러므로, 4-HNE와 4-ONE는 실험으로 확인한 $I_{Kr}$, $I_{Ks}$, $I_{Ca,L}$ 이외에 심장세포에 존재하는 내향전류 (Late $Na^+$ current)의 크기를 증가하는 효과가 있음을 예측할 수 있으며, 실험적 검증이 요구된다.

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Evaluating the Effectiveness of an Artificial Intelligence Model for Classification of Basic Volcanic Rocks Based on Polarized Microscope Image (편광현미경 이미지 기반 염기성 화산암 분류를 위한 인공지능 모델의 효용성 평가)

  • Sim, Ho;Jung, Wonwoo;Hong, Seongsik;Seo, Jaewon;Park, Changyun;Song, Yungoo
    • Economic and Environmental Geology
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    • v.55 no.3
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    • pp.309-316
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    • 2022
  • In order to minimize the human and time consumption required for rock classification, research on rock classification using artificial intelligence (AI) has recently developed. In this study, basic volcanic rocks were subdivided by using polarizing microscope thin section images. A convolutional neural network (CNN) model based on Tensorflow and Keras libraries was self-producted for rock classification. A total of 720 images of olivine basalt, basaltic andesite, olivine tholeiite, trachytic olivine basalt reference specimens were mounted with open nicol, cross nicol, and adding gypsum plates, and trained at the training : test = 7 : 3 ratio. As a result of machine learning, the classification accuracy was over 80-90%. When we confirmed the classification accuracy of each AI model, it is expected that the rock classification method of this model will not be much different from the rock classification process of a geologist. Furthermore, if not only this model but also models that subdivide more diverse rock types are produced and integrated, the AI model that satisfies both the speed of data classification and the accessibility of non-experts can be developed, thereby providing a new framework for basic petrology research.

오일샌드 저류층 지질특성화를 위한 기초연구 소개

  • Choe, Jae-Yong;Kim, Dae-Seok;Gwon, Lee-Gyun;Jeong, Gong-Su
    • 한국지구과학회:학술대회논문집
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    • 2010.04a
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    • pp.106-106
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    • 2010
  • 오일샌드는 비투멘(bitumen), 물, 점토, 모래의 혼합체로 이루어진 비재래형 탄화수소 자원으로 세계적인 고유가 시대에 큰 관심을 받고 있는 석유자원 중 하나이다. 오일샌드는 대부분이 캐나다 앨버타주에 분포하고 있으며 주요 저류층으로는 아스바스카(Athabasca), 콜드레이크(Cold Lake) 지역의 멕머레이층(McMurray Formation), 클리어워터층(Clearwater Formation), 그랜드래피드층(Grand Rapid Formation)과 피스리버(Peace River) 지역의 블루스카이층(Bluesky Formation), 게팅층(Gathing Formation)이 있다. 오일샌드 저류층은 고생대 탄산염 기반암 위에 하성-에스츄어리에 이르는 다양한 퇴적환경에서 형성되어 매우 복잡한 지질특성이 나타난다. 오일샌드 저류층의 효율적인 개발을 위해서는 저류층의 복잡한 지질학적 특성의 이해가 반드시 필요하다. 본 연구에서 캐나다 오일샌드 시추코어 분석 DB, 물리검층 자료, 현장 및 현생 시추코어를 통하여 오일샌드 저류층의 지질특성화 정보의 도출을 시도하였다. 우선 캐나다 앨버타 전역에 분포하는 시추공의 기본 정보(표고, 위경도, 층서별 최상부 심도, 생산광구명, 광구개발업체)를 제공하는 AccuMap DB 프로그램을 이용하여 광역적인 오일샌드 저류층의 분포 특성을 이해하고자 주요층서에 대한 고지형도 및 층후도를 생산광구별로 도면화하여 분석하였다. 또한 캐나다 ENCANA사와 국제공동연구의 일환으로 확보된 크리스티나 레이크(Christina Lake)광구의 현장 시추코어를 이용하여 코어의 상세기재, 비파괴 물성측정, 입도/비투멘 함유량 분석과 같은 다양한 실내 시추코어분석 실험을 수행 중이다. 비파괴 물성측정은 현장 시추코어의 물리적/화학적 특성을 파악하고자 MSCL(Multi sensor core logger)과 XRF 코어 스캐너(X-ray fluorescence core scaner)를 통해 이루어지며, 분석결과로 시추코어의 감마밀도(gamma density), P파 속도(P-wave velocity), 전기비저항(resistivity), 대자율(magnetic susceptibility) 및 색지수의 물성과 정량적 화학조성을 측정한다. 현장 시추코어의 일부는 유기용매를 이용하여 퇴적물 내의 비투멘을 완전히 추출하고 퇴적물 입도와 저류층 비투멘 함유량 측정에 이용되었다. 현장 시료 분석 결과들은 물리검층 자료와 대비를 통하여 저류층의 지질특성을 규명하는 연구에 이용될 예정이다. 마지막으로 오일샌드의 현생 유사 퇴적환경으로 알려진 서해 경기만 조간대에서 시추코어 퇴적물을 획득하여 상세 기재하였으며, 이를 통해 오일샌드 저류층의 퇴적 모델을 제시하고자 퇴적층서 연구를 진행 중이다. 향후 오일샌드 관련 시추코어의 분석 결과들이 종합되면 기존 보다 비투멘 회수효율을 향상시킬 수 있는 정밀한 오일샌드 저류층 지질모델을 수립할 수 있을 것으로 기대된다.

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