• Title/Summary/Keyword: Dl Water

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Understanding the Current State of Deep Learning Application to Water-related Disaster Management in Developing Countries

  • Yusuff, Kareem Kola;Shiksa, Bastola;Park, Kidoo;Jung, Younghun
    • Proceedings of the Korea Water Resources Association Conference
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    • 2022.05a
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    • pp.145-145
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    • 2022
  • Availability of abundant water resources data in developing countries is a great concern that has hindered the adoption of deep learning techniques (DL) for disaster prevention and mitigation. On the contrary, over the last two decades, a sizeable amount of DL publication in disaster management emanated from developed countries with efficient data management systems. To understand the current state of DL adoption for solving water-related disaster management in developing countries, an extensive bibliometric review coupled with a theory-based analysis of related research documents is conducted from 2003 - 2022 using Web of Science, Scopus, VOSviewer software and PRISMA model. Results show that four major disasters - pluvial / fluvial flooding, land subsidence, drought and snow avalanche are the most prevalent. Also, recurrent flash floods and landslides caused by irregular rainfall pattern, abundant freshwater and mountainous terrains made India the only developing country with an impressive DL adoption rate of 50% publication count, thereby setting the pace for other developing countries. Further analysis indicates that economically-disadvantaged countries will experience a delay in DL implementation based on their Human Development Index (HDI) because DL implementation is capital-intensive. COVID-19 among other factors is identified as a driver of DL. Although, the Long Short Term Model (LSTM) model is the most frequently used, but optimal model performance is not limited to a certain model. Each DL model performs based on defined modelling objectives. Furthermore, effect of input data size shows no clear relationship with model performance while final model deployment in solving disaster problems in real-life scenarios is lacking. Therefore, data augmentation and transfer learning are recommended to solve data management problems. Intensive research, training, innovation, deployment using cheap web-based servers, APIs and nature-based solutions are encouraged to enhance disaster preparedness.

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Determination of Water-holding Capacity of Porcine Musculature Based on Released Water Method Using Optimal Load

  • Joo, Seon-Tea
    • Food Science of Animal Resources
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    • v.38 no.4
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    • pp.823-828
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    • 2018
  • The purpose of this study was to evaluate the suitability of the released water (RW) method for measuring water-holding capacity (WHC) by pressure and filter-paper absorption within two thin plastic films. One hundred fifty pork loins with considerable variations in WHC (three pork qualities: PSE, pale, soft, and exudative; RFN, reddish-pink, firm, and nonexudative; and DFD, dark, firm, and dry; 50 pork loins in each pork quality group) were used to measure drip loss (DL)% and RW % after applying different loads (1.5, 2.0, 2.5, 3.0 and 3.5 kg). Percentages of DL and RW were significantly (p<0.05) different among pork quality groups. The RW % of 2.5 kg load sample was significantly (p<0.05) higher than that of 2.0 kg or 1.5 kg load sample. However, there were no significant (p>0.05) differences in RW % among 2.5 kg, 3.0 kg, and 3.5 kg load samples for all three pork quality groups. The RW % was highly and positively correlated (r>0.95; p<0.001) with DL %. The highest correlation was observed between DL % and RW % of 2.5 kg load sample (r=0.97; p<0.001). Among all RW loads within each quality groups, the highest correlation between DL % and RW % was observed for 2.5 kg load sample (r=0.43, 0.66, and 0.46 for PSE, RFN and DFD quality groups, respectively, p<0.001). These results imply that applying 2.5 kg load is the best for determination of RW %. It is recommended as a reference method to assess DL % of pork muscles.

Formation of Volatile Compounds from Maillard Reaction of D-Glucose and DL-Aranine or DL-?? -Aminobutyric acid in Water or Propylene Glycol Solution (물 또는 Propylene Glycol 용매계에서 D-Glucose와 DL-Alanine 또는 DL-$\alpha$- Aminoutyric acid와의 마이야르 반응에 의한 휘발성 화합물의 생성)

  • 김영회;김옥찬;이정일;양광규
    • Journal of the Korean Society of Tobacco Science
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    • v.10 no.2
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    • pp.123-130
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    • 1988
  • The volitile compounds Produced from the Maillard reaction of D-glucose and DL-alanine or DL-$\alpha$-aminobutyric acid using water or propylene glycol as a reaction amdeum were analysed by gas chromatofiraphy and mass spectrometry. From two kinds of reaction products in water 18 compounds were identified. The major compounds in a reaction product of glucose with alanine were 5-hydroxy methyl-2-furfural, 2-acetyl pyrrole and 2-formyl-5-methyl pyrrole, and those in a reaction product of glucose with $\alpha$-aminobutyric acid were 2-ethyl crotonaldehyde and 2-methyl-3, 5-dihydroxy-4H-pyran-4-one including the above 3 compounds. From two kinds of reaction products in propylene glycol solution, 35 compounds were identified. The major compounds in a reaction product of glucose with alanine were alkyl pyraainef, 2-methyl furfuryl alcohol and 2-acetyl pyrrole, and those in a reaction product of glucose with $\alpha$-aminobutyric acid were propionaldehyde PGA, 2-ehtyl crotonaldehyde, 2-acetyl pyrrole and 2-acetyl-5-ethyl furan.

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The effects of Fructure schizandra chinesis water on serum cholesterol metabolism in rats (오미자(五味子) 전탕액(煎湯液)의 투여(投與)가 흰쥐의 혈청(血淸) cholesterol 대사(代射)에 미치는 영향(影響))

  • Han, Sang-Hwan
    • The Journal of Internal Korean Medicine
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    • v.19 no.1
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    • pp.364-372
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    • 1998
  • It was investigated effect of Fructure schizandra chinesis Water extract on the white rat which was induced hypercholesterolemia by fatty diet. The results obtained were summarized as follows; Neutral lipid level in blood lipid was greatly decreased on the group being fed animal fat diet and Fructure schizandra chinesis Water extract, total cholesterol was decreased on the group being fed vegetative fat diet, HDL-cholesterol was shown that the group being fed vegetative fat diet and Fructure schizandra chinesis Water extract at a time more increased HDL-cholesterol in a little than the other group, and normal fat diet group show to highest figure,38.5mg/dl. Animal fat diet group is 20.75 mg/dl. but, the group being fed Fructure schizandra chinesis Water extract was increased to 31.00mg/dl. LDL-cholesterol had no difference between fat diet group and the group being fed Fructure schizandra chinesis Water extract.

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Quality Characteristics of Ground Pork Meat containing Hot Water Extract from Dandelion (Taraxacum officinale) (민들레 열수 추출물을 첨가한 분쇄돈육의 품질 특성)

  • Choi, Young-Joon;Park, Kyung-Sook;Jung, In-Chul
    • Journal of the East Asian Society of Dietary Life
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    • v.25 no.4
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    • pp.651-659
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    • 2015
  • This study was conducted to investigate the effects of addition of dandelion leaf, root and whole part extract on the quality and sensory characteristics of ground pork meat. Four types of ground pork were evaluated: 10% ice water added (control), 10% dandelion leaf extract added (DL), 10% dandelion root extract added (DR), and dandelion whole part extract added (DW). There was no significant difference in $L^*$, $b^*$, VBN content, moisture, protein, fat and ash of raw and cooked ground pork, cooking yield, water holding capacity, moisture retention, fat retention, reduction in diameter, total free amino acid, taste, texture, juiciness, or overall acceptability. The total polyphenol content of the control, DL, DR, and DW groups were 2.07, 6.49, 3.85 and 5.77 mg/100 g, respectively. Total phenol content of DL was significantly higher than those of the other samples. The pH was highest in the control. The TBARS values of the control, DL, DR and DW were 0.52, 0.20, 0.31, and 0.24 mg MA/kg, respectively, and TBARS values of the control were significantly higher than those of the other samples. Flavor was highest in DL. We suggest that dandelion leaf extracts may be a useful ingredient in ground pork to improve color, flavor, and antioxidant potential.

Effects of Red-Ginseng Extract on Pharmacokinetics of Ethanol (에탄올의 약동학에 미치는 홍삼액기스의 효과)

  • Bae Jin- Woo
    • Journal of Ginseng Research
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    • v.23 no.3 s.55
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    • pp.172-175
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    • 1999
  • The effect of Korean red ginseng extract on the pharmacokinetics of ethanol was examined in 14 male rats and 10 healthy male volunteers. Aqueous red ginseng extract (200 mg/kg), or an equivalent volume of water was administered orally to the rats and followed immediately by treatment with $50\%$ (v/v) ethanol orally (3.2 g/kg). The area under the curve (AVC) and elimination rate constant (Ke) of ethanol were $29.2{\pm}6.2\;g{\cdot}min{\cdot}dl^{-},\;0.51{\pm}0.06\;mg{\cdot}dl^{-}{\cdot}min.^{-}$ in ginseng-treated group and $28.0{\pm}5.6\;g{\cdot}min.{\cdot}dl^{-},0.5{\pm}0.1\;mg{\cdot}dl^{-}{\cdot}min.^{-}$ in control group. These differences were not significant. The volunteers were given orally with 3g of aqueous ginseng, or an equivalent volume of water, followed immediately by Korean alcoholic beverage, Soju (2.4 ml/kg). The AUC and Ke of ethanol for volunteers were $10.6{\pm}2.0\;g{\cdot}min.{\cdot}dl^{-}$ and $0.21{\pm}0.05\;mg{\cdot}dl^{-}{\cdot}min.^{-}$ in ginseng-treated group and $11.0{\pm}2.2\;g{\cdot}min.{\cdot}dl^{-}$ and $0.22{\pm}0.04\;mg{\cdot}dl^{-}{\cdot}min.^{-}$ in control group. These differences were not also significant. These results suggest that an application of red ginseng extract does not have any clinically significant effect on the pharmacokinetics of ethanol.

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Comparative Study of Data Preprocessing and ML&DL Model Combination for Daily Dam Inflow Prediction (댐 일유입량 예측을 위한 데이터 전처리와 머신러닝&딥러닝 모델 조합의 비교연구)

  • Youngsik Jo;Kwansue Jung
    • Proceedings of the Korea Water Resources Association Conference
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    • 2023.05a
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    • pp.358-358
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    • 2023
  • 본 연구에서는 그동안 수자원분야 강우유출 해석분야에 활용되었던 대표적인 머신러닝&딥러닝(ML&DL) 모델을 활용하여 모델의 하이퍼파라미터 튜닝뿐만 아니라 모델의 특성을 고려한 기상 및 수문데이터의 조합과 전처리(lag-time, 이동평균 등)를 통하여 데이터 특성과 ML&DL모델의 조합시나리오에 따른 일 유입량 예측성능을 비교 검토하는 연구를 수행하였다. 이를 위해 소양강댐 유역을 대상으로 1974년에서 2021년까지 축적된 기상 및 수문데이터를 활용하여 1) 강우, 2) 유입량, 3) 기상자료를 주요 영향변수(독립변수)로 고려하고, 이에 a) 지체시간(lag-time), b) 이동평균, c) 유입량의 성분분리조건을 적용하여 총 36가지 시나리오 조합을 ML&DL의 입력자료로 활용하였다. ML&DL 모델은 1) Linear Regression(LR), 2) Lasso, 3) Ridge, 4) SVR(Support Vector Regression), 5) Random Forest(RF), 6) LGBM(Light Gradient Boosting Model), 7) XGBoost의 7가지 ML방법과 8) LSTM(Long Short-Term Memory models), 9) TCN(Temporal Convolutional Network), 10) LSTM-TCN의 3가지 DL 방법, 총 10가지 ML&DL모델을 비교 검토하여 일유입량 예측을 위한 가장 적합한 데이터 조합 특성과 ML&DL모델을 성능평가와 함께 제시하였다. 학습된 모형의 유입량 예측 결과를 비교·분석한 결과, 소양강댐 유역에서는 딥러닝 중에서는 TCN모형이 가장 우수한 성능을 보였고(TCN>TCN-LSTM>LSTM), 트리기반 머신러닝중에서는 Random Forest와 LGBM이 우수한 성능을 보였으며(RF, LGBM>XGB), SVR도 LGBM수준의 우수한 성능을 나타내었다. LR, Lasso, Ridge 세가지 Regression모형은 상대적으로 낮은 성능을 보였다. 또한 소양강댐 댐유입량 예측에 대하여 강우, 유입량, 기상계열을 36가지로 조합한 결과, 입력자료에 lag-time이 적용된 강우계열의 조합 분석에서 세가지 Regression모델을 제외한 모든 모형에서 NSE(Nash-Sutcliffe Efficiency) 0.8이상(최대 0.867)의 성능을 보였으며, lag-time이 적용된 강우와 유입량계열을 조합했을 경우 NSE 0.85이상(최대 0.901)의 더 우수한 성능을 보였다.

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Comparison in Serum Constituents of Cultured Marine Fishes in Early Summer Season (주요 양식어류의 하절기 혈액성분 비교)

  • 전중균;김형배
    • Journal of Aquaculture
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    • v.11 no.4
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    • pp.547-556
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    • 1998
  • This study was performed to obtain the basic data on the serum constituents of several marine fish spesies commonly cultured in Korea. Blood samples taken from six species of fish were analyzed for various components of serum, total protein (TP), albumin (ALB), triglyceride (TRIG), cholesterol (CHOL), glucose (GLC), lipase (LIPA), amylase (AMYL), aspartate transaminoferase (AST), sodium (Na), potassium (K), chloride (CI) and phosphorus (PHOS). The fish used were coho salmon (Oncorhynchus kisutch), rock fish (Sebastes schlegeli), sea bass (Lateolabrax japonicus), olive flounder (Paralichthys olivaceus), rock fish (Sebastes schlegeli), sea bass (Lateolabrax japonicus), olive flounder (Paralichthys olivaceus), parrot fish (Oplegnathus fasciatus) and jack mackerel (Trachurus jaonicus) reared at the Chungmu Experimental Fish Culture Station of KORDI when the water tempetature was ca. 16.5$^{\circ}C$. There were significant differences in TRIG, CHOL, LIPA and AMYZ among the species analyzed. TRIG concentratin were ranged 178~180mg/dl in jack mackeerel and rock fish, 126~159 mg/dl in olive flounder and sea bass, and 102~114 mg/dl in coho salmon and parrot fish, respectively. Jack mackerel showed the highest levels in CHOL (255mg/dl) and GLC(138mg/dl) among species. LIPA levels were recorded 256 U/dl in coho salmon, 41~42 U/dl in parrot fish and rock fisk, and 5~11 U/dl jack mackerel and sea bass, respectively. AMYL activity of coho salmon was measured as 2, 665 U/dl, and that of jack mackerel was 1,210 U/dl while sea bass showed 60 U/dl and parrot fish, olive flounder and rock fish had at most 5 U/dl. On the other hand, there was no significant difference in the concentration of Na and CI. Na and K were proved that they were negatively correlated in all the species. Generally, among blood components, PHOS and CHOL levels were different depending on environmental temperature of each fish species, especially in olive flounder. Rock fish and parrot fish showed high blood concentration of those components during low temperature period while olive flounder and jack mackerel reached high level during their optimal environmental temperature period. The electrolyte concentration and LIPA activity were high during low water temperature period, in general, but TP and ALB concentrations were high during optimal temperature period. The concentrations of TRIG, CHOL and GLC, those which were used as energy sourses, were different among species by season.

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Effects of Chilled Drinking Water on Performance of Laying Hens during Constant High Ambient Temperature

  • Gutierrez, W.M.;Min, W.;Chang, H.H.
    • Asian-Australasian Journal of Animal Sciences
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    • v.22 no.5
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    • pp.694-699
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    • 2009
  • The present study was conducted to evaluate the effect of chilled drinking water on the productivity of laying hens under constant high ambient temperature. A total of seventy-two, 123-day-old Hy-line brown layers was divided into two equal groups. The first group (UDWG) was given unchilled water ($23.0{\pm}2.5^{\circ}C$) as a control, and the second group (CDWG) was given chilled water ($16.0{\pm}0.5^{\circ}C$). The laying hens were kept at $30^{\circ}C$ constant temperature with 50% relative humidity and were exposed to 17 h of light per day. Feed intake, egg production, egg quality (egg weight, shell weight, shell thickness, egg color, yolk color, and Haugh unit), and blood samples were collected and analyzed. The results showed that the feed intake of CDWG laying hens was significantly higher (11.64%) than the UDWG counterparts (p<0.01). Egg production of CDWG was also significantly higher (11.27%) than the UDWG counterparts (p<0.001). Furthermore, we observed that the CDWG laying hens had significantly higher (11.72%) levels (p<0.10) of blood calcium, with a corresponding value of 21.92 mg/dl compared to the UDWG hens (19.62 mg/dl). The higher calcium concentration in the CDWG animals may contribute to increased egg production. The CDWG laying hens also contained higher (12.53%) phosphorus concentrations in blood compared to the UDWG (4.22 mg/dl vs. 3.75 mg/dl), although not statistically different (p>0.10). Egg weight and egg quality were not affected by chilled drinking water. In conclusion, providing chilled drinking for laying hens under high ambient temperature improved feed intake and egg production.

Effect of rapid rise in suffering rescue activity on cortisol and human symptom (수난 구조 활동에서의 급상승이 코르티솔 및 인체증상에 미치는 영향)

  • Jeon, Jai-In
    • The Journal of the Convergence on Culture Technology
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    • v.8 no.3
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    • pp.99-104
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    • 2022
  • This study was to analyze the effects of sudden rise in cortisol and human symptoms in the situation of rescue at river, The experimental results are as follows. The subjects were A, B, C, and the values of cortisol elevation before and after diving were 6.30ug/dl, 6.50ug/dl, and 6.57ug/dl, respectively. However, in the subject D, the elevation of cortisol before and after diving was significantly elevated to 11.00ug/dl. The reason for this is thought to be the depletion of physical strength through weighty due to the inferiority of the underwater view and tense during the sudden rise. The subjects E showed significantly lower cortisol elevation before and after diving, as 4.28ug/dl, because the age of E was the youngest of the subjects and the anxiety was low due to abundant experience of deep sea diving. Fatigue is 7 to 8, anxiety is 7 to 9, Both showed high values. Psychological strain increased fatigue in underwater search, and poor visual field seemed to increase anxiety. The research results will be provided as empirical data on the safe underwater search activities of rescuers.