• 제목/요약/키워드: moisture content prediction

검색결과 142건 처리시간 0.025초

Development of Crop Growth Model under Different Soil Moisture Status

  • Goto, Keita;Yabuta, Shin;Sakagami, Jun-Ichi
    • 한국작물학회:학술대회논문집
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    • 한국작물학회 2019년도 추계학술대회
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    • pp.19-19
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    • 2019
  • It is necessary to maintain stable crop productions under the unsuitable environments, because the drought and flood may be frequently caused by the global warming. Therefore, it is agent to improve the crop growth model corresponded to soil moisture status. Chili pepper (Capsicum annuum) is one of the useful crop in Asia, and then it is affected by change of precipitation in consequence drought and flood occur however crop model to evaluate water stresses on chili pepper is not enough yet. In this study, development of crop model under different soil moisture status was attempted. The experiment was conducted on the slope fields in the greenhouse. The water level was kept at 20cm above the bottom of the container. Habanero (C. chinense) was used as material for crop model. Sap bleeding rate, SPAD value, chlorophyll content, stomatal conductance, leaf water potential, plant height, leaf area and shoot dry weight were measured at 10 days after treatment (DAT) and 13 DAT. Moreover, temperature and RH in the greenhouse, soil volume water contents (VWC) and soil water potential were measured. As a result, VWC showed 4.0% at the driest plot and 31.4% at the wettest plot at 13 DAT. The growth model was calculated using WVC and the growth analysis parameters. It was considered available, because its coefficient of determination showed 0.84 and there are significant relationship based on plants physiology among the parameters and the changes over time. Furthermore, we analyzed the important factors for higher accuracy prediction using multiple regression analysis.

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COSMO-SkyMed SAR 영상을 이용한 밀 생육 모니터링 (Monitoring Wheat Growth by COSMO-SkyMed SAR Images)

  • 김이현;홍석영;이경도;장소영;이훈열;오이석
    • 대한원격탐사학회지
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    • 제29권1호
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    • pp.35-43
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    • 2013
  • 본 연구에서는 COSMO-SkyMed 영상을 이용하여 얻어진 후방산란계수의 밀 생육시기에 따른 변화를 분석하고 생육인자와의 관계를 통하여 밀 생육추정 가능성을 모색하고자 하였다. 2012년도 농촌진흥청 국립식량과학원 시험포장에서 생육시기별로 COSMO-SkyMed 영상자료를 수집하여 후방산란계수를 산출하였고 해당시기에 생체중, 식생수분함량, 건물중, 토양수분등을 조사 및 분석하였다. 생육시기에 따라 HH-편파 후방산란계수가 증가하다가 DOY 129(5월 8일) 때 최대값을 보인 후 감소하였는데 생체중, 식생 수분함량, 건물중 등도 동일한 변화 경향을 보였다. 후방산란계수와 밀 생육인자들과의 관계를 분석한 결과 생체중(r=0.88), 식생수분함량(r=0.87)과 각각 상관계수가 높게 나타났고, 건물중(r=0.80)과도 상관성을 보였지만 토양수분(r=0.18)과는 상관성이 나타나지 않았다. 후방산란계수를 이용하여 밀 생육을 추정을 위한 회귀식을 작성하였는데 생체중($R^2$=0.80), 식생수분함량($R^2$=0.80)에서 각각 결정계수가 높게 나타났다. 본 연구를 통해 COSMO-SkyMed 영상 이용 밀 생육을 추정할 수 있었고 향후 아리랑 5호 위성(KOMPSAT-5)에 활용 가능함을 확인하였다.

Effective Prediction of Thermal Conductivity of Concrete Using Neural Network Method

  • Lee, Jong-Han;Lee, Jong-Jae;Cho, Baik-Soon
    • International Journal of Concrete Structures and Materials
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    • 제6권3호
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    • pp.177-186
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    • 2012
  • The temperature distributions of concrete structures strongly depend on the value of thermal conductivity of concrete. However, the thermal conductivity of concrete varies according to the composition of the constituents and the temperature and moisture conditions of concrete, which cause difficulty in accurately predicting the thermal conductivity value in concrete. For this reason, in this study, back-propagation neural network models on the basis of experimental values carried out by previous researchers have been utilized to effectively account for the influence of these variables. The neural networks were trained by 124 data sets with eleven parameters: nine concrete composition parameters (the ratio of water-cement, the percentage of fine and coarse aggregate, and the unit weight of water, cement, fine aggregate, coarse aggregate, fly ash and silica fume) and two concrete state parameters (the temperature and water content of concrete). Finally, the trained neural network models were evaluated by applying to other 28 measured values not included in the training of the neural networks. The result indicated that the proposed method using a back-propagation neural algorithm was effective at predicting the thermal conductivity of concrete.

Predicting soil-water characteristic curves of expansive soils relying on correlations

  • Ahmed M. Al-Mahbashi;Muawia Dafalla;Mosleh Al-Shamrani
    • Geomechanics and Engineering
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    • 재33권6호
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    • pp.625-633
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    • 2023
  • The volume changes associated with moisture or suction variation in expansive soils are of geotechnical and geoenvironmental design concern. These changes can impact the performance of infrastructure projects and lightweight structures. Assessment of unsaturated function for these materials leads to better interpretation and understanding, as well as providing accurate and economic design. In this study, expansive soils from different regions of Saudi Arabia were studied for their basic properties including gradation, plasticity and shrinkage, swelling, and consolidation characteristics. The unsaturated soil functions of saturated water content, air-entry values, and residual states were determined by conducting the tests for the entire soil water characteristic curves (SWCC) using different techniques. An attempt has been made to provide a prediction model for unsaturated properties based on the basic properties of these soils. Once the profile of SWCC has been predicted the time and cost for many tests can be saved. These predictions can be utilized in practice for the application of unsaturated soil mechanics on geotechnical and geoenvironmental projects.

목제(木製) 프러쉬 문의 함수율 변동에 따른 틀어짐과 좌굴 예측모델 (II) : 치수변동과 탄성계수의 간이측정법과 불량율 예측 Monte Carlo 시뮬레이션 (Warpinging and Budding Prediction Model of Wooden Hollow Core Flush Door due to Moisture Content Change (II) : Simple Method of LMC and MOE, and Monte Carlo Simulation for Calculating Reject)

  • 강욱;정희석
    • Journal of the Korean Wood Science and Technology
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    • 제28권1호
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    • pp.18-27
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    • 2000
  • 목재와 목질재료는 물리적 및 기계적 성질에 큰 변이를 지니므로 표러쉬 문의 표면재을 동일한 재료로 제조하는 경우에도 주위 환경의 변화에 따라 틀어짐이 발생할 수 있다. 틀어짐을 예측하는데 필요한 치수변동계수(LMC)와 탄성계수 등은 ASTM 규정대신에 전건법과 동적 탄성계수로 추정할 수 있었다. 틀어짐과 LMC간 관계는 곡선적이지만, 틀어짐과 탄성계수간에는 선형관계를 나타내었다. 경질섬유판과 합판과 같은 표면재의 재료성질은 정규분포를 나타내었다. 그러나 그 변이는 경질섬유판보다 합판이 훨씬 더 컸다. 확율분포 모수와 틀어짐의 관계를 이용해 몬테카롤로 시뮬레이션을 한 결과 틀어짐의 발생 크기에 따른 프러쉬 문의 불량율을 예측할 수 있었다.

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건조방법에 따른 건조분말두부의 흡습특성 (Absorption Characteristics of Soybean curd Powder by Drying Methods)

  • 김진성;김준한;하영선
    • 한국식품저장유통학회지
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    • 제12권1호
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    • pp.54-61
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    • 2005
  • 건조분말두부의 열풍, 진공 및 동결 건조방법에 따른 흡습특성과 평형수분함량 예측의 회귀식을 도출하였다. 단분자층 수분함량은 GAB식이 더 높은 유의성을 보였으며 수분흡습을 위한 엔탈피, 자유에너지, 엔트로피의 변화는 큰 차이는 없었으나 수분활성도가 0.11에서 0.93으로 증가할수록 흡습엔탈피의 값은 감소하였으며 등온흡습곡선의 경우 수분활성도가 증가할수록 수분함량이 높아졌으며 수분 활성도가 높을수록 필요로 하는 흡습에너지가 낮아져 흡습이 쉽게 이루어짐을 알 수 있다. 평형수분함량 예측은 수분 활성도를 독립변수로 평형수분함량을 종속변수로 하여 3차 회귀분석을 하였고, 건조방법에 관계없이 5, 15, $25^{\circ}C$ 온도조건에서 모두 결정계수가 0.98이상의 높은 값을 보였다. 등온흡습곡선의 적합도가 가장 높은 모델은 Caurie, Oswin, Henderson 순이였으며, 결정계수(R-square)값이 $0.94\~0.99$이상으로 높은 적합도를 나타내었으며 편차도는 Oswin식이 낮은 편차를 나타내었으며, 동결건조의 경우에는 Caurie식이 가장 낮은 편차를 나타내었다.

열전도계수 경험식의 국내 적용성에 관한 평가 (Estimation of Empirical Equation on Thermal Conductivity)

  • 김학승;이장근;김영석;강재모;홍승서
    • 한국지반공학회:학술대회논문집
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    • 한국지반공학회 2010년도 추계 학술발표회
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    • pp.1151-1155
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    • 2010
  • Frost depth is one of important factors to design roadway structure, and it can be estimated with numerical simulation on thermal distribution through subgrade soils. Thermal conductivity is a key parameter for accurate prediction on thermal distribution, but there are few studies on thermal conductivity of subgrade soils in Korea. Thermal conductivity can be affected by several factors such as dry density, moisture content, and saturation degree based on previous researches. Two empirical equations to estimate thermal conductivity are applied to access the accuracy of these equations with experimental data. Results indicate that the equation can be used to estimate thermal conductivity with proper quartz fraction.

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로외에서 운용되는 궤도형차량의 견인성능에 관한 이론적 예측과 실험적 검증 (Theoretical Prediction and Experimental Substantiation of Tractive performance of Off-Road Tracked Vehicles)

  • 박원엽;이규승
    • 한국자동차공학회논문집
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    • 제7권6호
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    • pp.248-257
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    • 1999
  • A mathematical model was developed to investigate the mechanical interrelation between soil characteristics and main design factors of a tracked vehicles , and predict the tractive performance of the tracked vehicles. Based on the mathematical model, a computer simulation program(TPPMTV98) was developed in this study. The effectiveness of the developed model was verified by comparing the predicted drawbar pulls using TPPMTV98 with measured ones from traction tests with a tracked vehicle reconstructed for test in loam soil with moisture content of 18.92%(d.b). The drawbar pulls measured by the TPPMTV98 were well matched to the measured ones. Such results implied that the model developed in this study could estimate the drawbar pulls well at various soil conditions , and would be very useful as a simulation tool for designing a tracked vehicle and predicting its tractive performance.

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Behaviour of unsaturated tuff- calcareous sand mixture on drying-wetting and triaxial paths

  • Goual, Idriss;Goual, Mohamed Sayeh;Taibi, Said;Abou-Bekr, Nabil
    • Geomechanics and Engineering
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    • 제3권4호
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    • pp.267-284
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    • 2011
  • The aim of the paper is to study the hydro-mechanical behaviour of a tuff and calcareous sand mixture. A first experimental phase was carried out in order to find the optimal mixture. This showed that the material composed of 80% tuff and 20% calcareous sand provides the maximum mechanical strength. The second experimental phase concerns the study of the drying- wetting behaviour of the optimal mixture. Triaxial shear tests in saturated and unsaturated states at constant water content were carried out on samples initially compacted at the MPO. Experimental results let to deduce the parameters necessary for the prediction of the hydro-mechanical behaviour of pavement formulated from tuff and calcareous sand mixtures, related to moisture. This optimal mixture satisfies the regulation rules and hence constitutes a good local eco-material, abundantly available, for the conception of pavements.

비포화 흐름에서 Hysteresis 모델의 비교 연구

  • 박창근;선우중호
    • 한국수자원학회:학술대회논문집
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    • 한국수자원학회 1991년도 수공학논총 제33권
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    • pp.221-230
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    • 1991
  • Various Models of the moisture content-capillary pressure hysteresie based on the approach of domain concept in porous media are compared with each other, Model III-1(Mualem, 1984) is superio to others as expected. A new model based on Model III-1 is proposed of which asuumption is the linearization of P$$($\theta$) accounting for the pore blockage effect against air-entry. The feature of this model is that only one branch of boundary curve is needed to calibrate it, which is the advantage to Model III-1. The prediction of boundary drying curve from boundary wetting curve using this model is better than that using Model I-1, II-1 compared with the experimental data. This model is to simulate scanning curves, while Model I-1, II-1 is not.

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