• 제목/요약/키워드: M2M Model

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혈액투석 환자의 우울 예측 요인 (Factors Predicting Depression in Hemodialysis Patients)

  • 한상숙;김영희
    • 대한간호학회지
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    • 제35권7호
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    • pp.1353-1361
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    • 2005
  • Purpose: This study was done to provide fundamental data for developing a depression prediction model by discovering main factors that affect depression in patients who do maintenance hemodialysis. Method: The subjects were 191 patients doing maintenance hemodialysis selected from outpatient dialysis clinics at 9 major general hospitals, The Instrument tools utilized in this study were adapted from depression, fatigue, sleep disturbance, stress, adaptation, symptoms, daily activities, and role limitation and thoroughly modified to verify reliability and validity. The collected data was analyzed with a SPSS-PC 11.0 Window Statistics Program for real numbers, percentage, average, standard deviation, and multiple regression. Results: The correlation factor for depression was (M=2.54) fatigue(M=3.12), sleep disturbance (M=2.82), stress(M=3.04), adaptation(M=2.53), daily activities(M=2.24), symptoms(M=2.37), and role limitation(M=2.24). The strongest factor that affected depression was explained by symptoms of the patients who performed hemodialysis. The analysis of the factors that affected depression revealed a $58.4\%$ prediction in symptoms, stress, role limitation, and adaptation. Conclusion: It has been confirmed that the regression equation model(Depression=7.351 + .266$^{\ast}$symptoms + .260$^{\ast}$stress -.l89$^{\ast}$adaptation + .057$^{\ast}$fatigue) of this research may serve as a prediction factor for depression in Hemodialysis Patients.

가모만에서의 기초생산력 향상방안에 관한 생태계모델링 (The ecosystem modelling for enhancement of primary productivity in Kamak Bay)

  • 이대인;조은일;박청길
    • 한국환경과학회지
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    • 제8권5호
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    • pp.575-586
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    • 1999
  • From the environmental aspects, primary productivity of phytoplankton plays the most improtant role in enhancement of marine culture oyster production. This study may be divided into two branches; one is estimation of maximum oyster meat production per unit facility(Carrying Capacity) under the present enviromental conditions in Kamak Bay, the other is improvement of carrying from increase of primary productivity by changing the environmental conditions that cause not ot form an unfavorable environment such as the formation of oxygen deficient water mass using the eco-hydrodynamic model. By simulation of three-dimensional hydrdynamic model and ecosystem model, the comparison between observed and computed data showed good agreement. The results of sensitivity analysis showed that phytoplankton maximum growth rate was the most important parameter for phytoplankton and dissolved oxygen. The estimation of mean primary productivity of Wonpo, Kamak, Pyongsa, and Kunnae culture grounds in Kamak Bay during culturing period were 3.73gC/$m^2$/d, 2.12gC/$m^2$/d, 1.98gC/$m^2$/d, and 1.26gC/$m^2$/d, respectively. Under condition not ot form the oxygen deficient water mass, four times increasing of pollutants loading as much as the present loading from river increased mean primary productivity of whole culture grounds to 4.02gC/$m^2$/d. Sediment N, P fluxes that allowed for 35% increasing from the present conditions increased mean primary productivity of whole culture grounds to 3.65gC/$m^2$/d. Finally, ten times increasing of boundary loadings from the present conditions increased mean primary productivity of whole culture grounds to 3.95gC/$m^2$/d. The maximum oyster meat production per year and that of unit facility in actual oyster culture grounds under the present conditions were 6,929ton and 0.93ton, respectively. This 0.93ton/unit facility is considered to be the carrying capacity in study area, and if the primary productivity is increased by changing the environmental conditions, oyster production can be increased.

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Sorption of Eu on MX-80 Bentonite in Na-Ca-Cl Brine Solutions

  • Yang, Jieci;Racette, Joshua;Garcia, Fabiola Guido;Nagasaki, Shinya;Yang, Tammy
    • 방사성폐기물학회지
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    • 제20권2호
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    • pp.151-160
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    • 2022
  • The sorption of Eu on MX-80 bentonite in Na-Ca-Cl solutions is investigated at a molal proton concentration (pHm) range of 3 to 10 and an ionic strength (I) range of 0.1 to 6 m (mol·kgw-1). The sorption equilibrium of Eu on MX-80 is achieved within 14 to 21 d at I = 0.1 and 6 m. The sorption distribution coefficient (Kd) values of Eu for MX-80 increase as pHm increases from 3 to 6 for all I values, and they are independent of pHm between 8 and 10 at I ≥ 0.5 m. Meanwhile, at I = 0.1 m, the Kd value at pHm = 10 is slightly lower than those at pHm = 8 and 9. The Kd values are not affected by the I values between 0.5 m and 6 m, whereas the Kd value at I = 0.1 m is greater than those at I ≥ 0.5 m, except at pHm = 10. A two-site protolysis nonelectrostatic surface complexation and cation exchange sorption model is applied to the Eu sorption data for I ≤ 4 m, and the equilibrium constants of the sorption reactions are estimated.

시계열 자료의 예측을 위한 자료 기반 신경망 모델에 관한 연구: 한강대교 수위예측 적용 (A Study on the Data Driven Neural Network Model for the Prediction of Time Series Data: Application of Water Surface Elevation Forecasting in Hangang River Bridge)

  • 유형주;이승오;최서혜;박문형
    • 한국방재안전학회논문집
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    • 제12권2호
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    • pp.73-82
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    • 2019
  • 최근 이상기후로 인한 집중호우에 따른 하천변 사회기반시설의 침수피해가 증가하고 있으며, 침수 가능성 여부에 대한 신속한 예 경보가 필요한 실정이다. 일반적인 홍수 예 경보는 하천수위를 이용하고 있으며, 수치모형을 이용하여 하천수위를 예측하는 연구가 대부분이었다. 그러나 수치모형을 이용한 하천수위 예측은 결과가 정확한 반면 수치모의 시간이 오래 소요된다는 한계점이 있어 최근에는 인공신경망 등을 적용한 자료기반의 수위예측 모형이 많이 이용되고 있다. 하지만 기존의 인공신경망을 활용한 수위예측 연구는 시간적 매개변수를 고려하지 못하였다는 한계점이 존재한다. 본 연구에서는 시간적 매개변수(Time delay= 2시간)를 고려한 NARX 신경망 모형을 사용하여 한강대교의 수위를 예측하였다. 또한 NARX 모형의 적합성을 판단하기 위하여 인공신경망(ANN) 모형과, 순환신경망(RNN)모형의 결과와 비교하였다. 2009년에서 2018년까지 10년간의 수문자료를 이용하여 70%를 학습시키고 검정과 평가에 15%를 사용하여 2018년의 한강대교 3시간 후 수위를 예측한 결과 평균제곱근오차(RMSE)의 경우 ANN, RNN, NARX model이 각각 0.20 m, 0.11 m, 0.09 m, 평균절대오차(MAE)의 경우, 각각 0.12 m, 0.06 m, 0.05 m, 첨두수위 오차(Peak Error)는 각각 1.56 m, 0.55 m, 0.10 m로 나타났다. 연구 대상지역에 대한 시간적 매개변수를 고려한 예측 결과의 오차분석을 통하여 NARX 신경망 모형을 사용하는 것이 수위예측 모형 구축이 가장 적합한 것으로 나타났다. 이는 NARX 신경망 모형이 과거의 입력자료를 고려함으로써 시계열 자료의 변동 추세도 학습 할 수 있으며, 또한 모형 내 활성함수를 쌍곡선탄젠트(Hyperbolic tangent) 및 Rectified Linear Unit(ReLU) 함수를 사용하여 고수위 예측 시에도 정확한 예측 값을 도출할 수 있기 때문이다. 그러나 NARX 신경망 모형은 시퀀스 길이가 길어짐에 따라 기울기 소실문제(Vanishing gradient)가 발생하는 한계점이 있어 향후에는 이를 보완한 LSTM(Long Short Term Model)모형을 이용하여 수위예측의 정확도를 검토하고자 한다.

쑥 추출액을 이용한 Microcystis aeruginosa 제거 및 성장억제 연구 (Removal and Regrowth Inhibition of Microcystis aeruginosa using Artemisia asiatica Extracts)

  • 최희정
    • 한국물환경학회지
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    • 제33권4호
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    • pp.441-448
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    • 2017
  • Microcystis aeruginosa (M. aeruginosa) is a cyanobacterium species that can form harmful algal blooms in freshwater bodies worldwide. The use of Artemisia asiatica extracts to control M. aeruginosa inhibition will be environmentally friendly and promising. Artemisia asiatica extracts removed successfully upto 88% of M. aeruginosa pH 8 at $25^{\circ}C$ of temperature. These results was indicated that the amount of 2.24 g/L Artemisia asiatica extracts was removed 1g dryweight/L of M. aeruginosa. The kinetic data showed substrate inhibition kinetics and maximum growth rate was obtained when the M. aeruginosa was grown in medium containing 2.5 g/L of initial concentration of Artemisia asiatica extracts. In the various growth control models, Luong model showed the highest correlation coefficient of 0.9916. Therefore, the Luong model was the most suitable control model for the growth control of M. aruginosa using Artemisia asiatica extracts. In conclusion, the growth control of M. aruginosa using Artemisia asiatica extracts can be applied in the field without controlling the temperature and pH of rivers and streams, and it is possible to control the growth of M. aruginosa efficiently in a short time. The natural extract, Artemisia asiatica extracts, can be a promising inhibition due to its high efficiency and low dose requirements.

2:1 삼팔면체 점토광물의 기하학적 구조모델 (A Geometrical Structural Model of 2:1 Trioctahedral Clay Minerals)

  • 유재영
    • 한국광물학회지
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    • 제4권2호
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    • pp.90-98
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    • 1991
  • This study introduces a new structural model of 1M 2:1 trioctahedral clay minerals or, more generally, 2:1 trioctahedral phyllosilicates. The structural model requires only the chemical formulae of the clay minerals as an input and uses the regression relation (Radoslovich, 1962) to calculate the a- and b-dimensions of the phyllosilicates with the given chemical formulae. The atomic coordinates of the constituent atoms are geometrically calculated for C2/m space group under the assumption that the interatomic distances are constant. To determine the c-dimension, this study calculates the binding energies of 1M 2:1 trioctahedral phyllosilicates as a function of d(001) and find the minimum energy producing d(001). The structural model generates the cell dimensions, interaxial angles, interatomic distances, octahedral, tetrahedral and interlayer thickness, polyhedron deformation angles and atomic coordinates in the unit cell. The simulated structural parameters of phlogopite and annite are very close to the reported data by Hazen and Burnham (1973), suggesting that the structure simulation using only the chemical formule is successful, and thus, that the structural model of this study overcomes the difficulties in the previous models by other investigators.

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Topex/Poseidon 고도계 자료를 이용한 북동 아시아 해역의 조석 산정 (Computation of Tides in the Northeast Asian Sea by Blending the Topex/Poseidon Altimeter Data)

  • 김창식;;;이종찬
    • 한국해양학회지:바다
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    • 제6권1호
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    • pp.1-12
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    • 2001
  • Topex/Poseidon(T/P)고도계 자료를 조석 수치 모델에 혼합하여 북동 아시아 해역의 $M_2,\;S_2,\; K_1$, 및 $O_1$ 분조를 $5'{\times}5'$ 분해능으로 계산하여, 북동 아시아의 조석을 산정하였다. Blending 방법에 사용되는 가중 인자 값에 대한 모델반응을 검토하기 위해 $M_2$ 분조만을 고려한 수치 실험이 수행되었으며, 수치 실험을 통해 T/P 자료를 정확히 재현하되 혼합함으로써 발생하는 잡음을 줄이기 위해 가중 인자 값은 수심의 평방근에 반비례하도록 설정하였다. T/P자료에서 구한 $M_2,\;S_2,\; K_1$, 및 $O_1$ 분조를 동시에 혼합한 수치 모델 결과는 연구 해역 내의 모든 T/P궤도 자료와 비교되었다. 진폭 오차와 지각 오차의 평균은 거의 0으로 나타났다. 진폭 오차의 표준 편차는 2 cm 내외였으며, 지각오차의 표준 편차는 $10^{\circ}$보다 작았다. T/P자료를 혼합한 모델 결과는 특히 얕은 수심(h<250m)의 T/P 궤도 자료와 거의 일치하는 것으로 나타났다. 그러나 T/P 자료만으로부터 계산된 진폭과 지각은 깊은 수심 해역에 대해서는 불합리한 공간 변화를 보이는 반면, 이들 자료를 동화시킨 모델 결과는 T/P 자료와는 차이를 보이나 합리적인 진폭과 지각의 공간 분포를 보였다. 한편 T/P자료를 혼합한 모델 결과는 자료 동화에 사용하지 않은 연안 관측 자료와도 비교적 잘 일치하였다.

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Simplification analysis of suction pile using two dimensions finite element modeling

  • Hendriyawan, Hendriyawan;Primananda, M. Abby;Puspita, Anisa Dwi;Guo, Chao;Hamdhan, Indra Noer;Tahir, M.M.;Pham, Binh Thai;Mu'azu, M.A.;Khorami, Majid
    • Geomechanics and Engineering
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    • 제17권4호
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    • pp.317-322
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    • 2019
  • This paper presents the results of parametric analyses to compute the axial capacity of a suction pile using 2D and 3D finite element approaches. The study is intended to simplify the process of analyzing suction piles from 3D to 2D model. The research focuses on obtaining the coefficient to be applied into the 2D model in order to obtain results that are as close as possible to the 3D model. Two 2D models were used in the analysis, namely the plane strain and axisymmetric models. The analyses were performed using two actual offshore soil data of the North and West Java Indonesia. The study reveals that the simplification of model through 2D Finite Element is achievable by applying the appropriate coefficient to the stiffness parameters. The results show that the simplified model of the 2D FEA provides more conservative results (with the difference between 2% to 7%) than the 3D FEA.

수리모형과 수치해석을 통한 만곡부 하천의 수리학적 특성 비교 고찰 (A Comparative Study on Hydraulic Characteristics of Curved Channel by Hydraulic Model Experiments and Numerical Analysis)

  • 서동일;최한규
    • 산업기술연구
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    • 제27권A호
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    • pp.85-94
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    • 2007
  • This study, regarding curved channel, was performed to compare and analyze hydraulic characteristics and the speed of water and water level for left bank and right bank through hydraulic model experiments and numerical analysis. Real channels that had characteristics of curved channel were selected as objectives. In order to easily operate one and two dimensional numerical analysis and comparison for total 2.4Km model channel, measuring point was set up as 200m. HEC-RAS model was applied as one dimensional numerical analysis program and SMS model was used as two dimensional numerical analysis program. In respect of speed of water, the average speed of water for right bank recorded 8.33m/s in a model experiment and 3.08m/s, 8.57m/s were average speed of water for right bank in one dimensional and two dimensional numerical analysis. The average speed of water of two dimensional numerical analysis was quite similar to that of model experiments. Also, as for water level, maximum observational errors between one and two dimensional numerical analysis for right and left bank of model experiments were 0.66m, 0.84m and 0.28m, 0.48m for each. It was found that two dimensional numerical analysis had a similar result to hydraulic model experiments. Accordingly, from the result of this study, two dimensional numerical analysis should be used rather than one dimensional numerical analysis, when numerical analysis for curved channel is conducted.

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