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Improvement of Basis-Screening-Based Dynamic Kriging Model Using Penalized Maximum Likelihood Estimation (페널티 적용 최대 우도 평가를 통한 기저 스크리닝 기반 크리깅 모델 개선)

  • Min-Geun Kim;Jaeseung Kim;Jeongwoo Han;Geun-Ho Lee
    • Journal of the Computational Structural Engineering Institute of Korea
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    • v.36 no.6
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    • pp.391-398
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    • 2023
  • In this paper, a penalized maximum likelihood estimation (PMLE) method that applies a penalty to increase the accuracy of a basis-screening-based Kriging model (BSKM) is introduced. The maximum order and set of basis functions used in the BSKM are determined according to their importance. In this regard, the cross-validation error (CVE) for the basis functions is employed as an indicator of importance. When constructing the Kriging model (KM), the maximum order of basis functions is determined, the importance of each basis function is evaluated according to the corresponding maximum order, and finally the optimal set of basis functions is determined. This optimal set is created by adding basis functions one by one in order of importance until the CVE of the KM is minimized. In this process, the KM must be generated repeatedly. Simultaneously, hyper-parameters representing correlations between datasets must be calculated through the maximum likelihood evaluation method. Given that the optimal set of basis functions depends on such hyper-parameters, it has a significant impact on the accuracy of the KM. The PMLE method is applied to accurately calculate hyper-parameters. It was confirmed that the accuracy of a BSKM can be improved by applying it to Branin-Hoo problem.

Unmanned AerialVehicles Images Based Tidal Flat Surface Sedimentary Facies Mapping Using Regression Kriging (회귀 크리깅을 이용한 무인기 영상 기반의 갯벌 표층 퇴적상 분포도 작성)

  • Geun-Ho Kwak;Keunyong Kim;Jingyo Lee;Joo-Hyung Ryu
    • Korean Journal of Remote Sensing
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    • v.39 no.5_1
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    • pp.537-549
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    • 2023
  • The distribution characteristics of tidal flat sediment components are used as an essential data for coastal environment analysis and environmental impact assessment. Therefore, a reliable classification map of surface sedimentary facies is essential. This study evaluated the applicability of regression kriging to generate a classification map of the sedimentary facies of tidal flats. For this aim, various factors such as the number of field survey data and remote sensing-based auxiliary data, the effect of regression models on regression kriging, and the comparison with other prediction methods (univariate kriging and regression analysis) on surface sedimentary facies classification were investigated. To evaluate the applicability of regression kriging, a case study using unmanned aerial vehicle (UAV) data was conducted on the Hwang-do tidal flat located at Anmyeon-do, Taean-gun, Korea. As a result of the case study, it was most important to secure an appropriate amount of field survey data and to use topographic elevation and channel density as auxiliary data to produce a reliable tidal flat surface sediment facies classification map. In addition, regression kriging, which can consider detailed characteristics of the sediment distributions using ultra-high resolution UAV data, had the best prediction performance compared to other prediction methods. It is expected that this result can be used as a guideline to produce the tidal flat surface sedimentary facies classification map.

Monitoring Vegetation Structure Changes in Urban Wetlands (도시 내 습지의 식생구조 변화 모니터링)

  • Kim, Na-Yeong;Nam, Jong-Min;Lee, Gyeong-Yeon;Lee, Kun-Ho;Song, Young-Keun
    • Journal of the Korean Society of Environmental Restoration Technology
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    • v.26 no.6
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    • pp.135-154
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    • 2023
  • Urban wetlands provide various ecosystem services and are subject to restoration and creation projects due to their increased value in the context of climate change. However, the vegetation structure of wetlands is sensitive to environmental changes, including artificial disturbances, and requires continuous maintenance. In this study, we conducted a vegetation survey of three wetlands created as part of a project to restore urban degraded natural ecosystems and monitored the quantitative changes in wetland vegetation structure using an unmanned aerial vehicle. The vegetation survey revealed 73 species in Incheon Yeonhui wetland, and the change in vegetation composition based on wetland occurrence frequency was 11.5% on average compared to the 2018 vegetation survey results. The vegetation survey identified 44 species in Busan Igidae wetland, and the proportion of species classified as obligate upland plants was the highest at 48.8% among all plants, while the proportion of naturalized plants accounted for 15.9% of all plants. The open water surface area decreased from 10% in May 2019 to 6.7% in May 2020. Iksan Sorasan wetland was surveyed and 44 species were confirmed, and it was found that the proportion of facultative wetland plant decreased compared to the 2018 vegetation survey results, and the open water surface area increased from 0.4% in May 2019 to 4.1% in May 2020. The results of this study showed that wetlands with low artificial management intensity exhibited a tendency for stabilization of vegetation structure, with a decrease in the proportion of plants with high wetland occurrence frequency and a relatively small number of new species. Wetlands with high artificial management intensity required specific management, as they had a large change in vegetation structure and a partially high possibility of new invasion. We reaffirmed the importance of continuous monitoring of vegetation communities and infrastructure for wetlands considering the function and use of urban wetlands, and restoration stages. These research results suggest the need to establish a sustainable wetland maintenance system through the establishment of long-term maintenance goals and monitoring methods that consider the environmental conditions and vegetation composition of wetlands.

Fabrication and characteristics of modified PZT System doped With $La_2O_3$ ($La_2O_3$가 첨가된 modified PZT계의 제조 및 특성)

  • 황학인;박준식;오근호
    • Journal of the Korean Crystal Growth and Crystal Technology
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    • v.7 no.3
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    • pp.418-427
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    • 1997
  • The effect of $La_2O_3$ as a dopant on the microstructure structure, crystal structure and electrical properties was studied. $0.05Pb(Sn_{0.5}Sb_{0.5})O_3+0.11PbTiO_3+0.84PbZroO_3+0.4Wt%MnO_2$ (=0.05PSS +0.11PT+0.84PZ+0.4wt%$MnO_2$) systems doped with 0, 0.1, 0.3, 0.5, 0.7, 1, 3, 5 mole% $La_2O_3$ were fabricated and investigated sintering density, crystal structure and micro-structure. The sintered 0.05PSS+0.11PT+0.84PZ+0.4wt%$MnO_2$ system doped with $La_2O_3$showed sintering density of the range of 7.683 g/㎤ of 0 mole% doping to 7.815 g/㎤ of 0 mole% doping. The average grain sizes in the range of 0 to 5 mole% $La_2O_3$were decreased from 9.0 $\mu\textrm{m}$ to 1.3 $\mu\textrm{m}$. X-ray diffraction investigation of sintered bodies showed that solid solutions were formed between 0.05PSS+0.11PT+0.84PZ+0.4wt%$MnO_2$ system and $La_2O_3$ in the range of 0 to 1 mole% but second phases were formed in case of 3, 5 mole%. Dielectric constants at 1 kHz were increased with 0 to 3 mlole% $La_2O_3$ before and after poling at the condition of 5 $KV_{DC}$/mm at $120^{\circ}C$ or $140^{\circ}C$ during 20 minutes. All Dielectric losses at 1 kHz were less than 1%, Curie temperatures were $208^{\circ}C$, $183^{\circ}C$, $152^{\circ}C$ and $127^{\circ}C$ at 0, 0.5, 1, 3 mole% $La_2O_3$ respectively. The values of $K_p$ were increased from 0 to 3 mole% $La_2O_3$ after poling at condition of 5 $KV_{DC}$mm at the condition of $120^{\circ}C$ or $140^{\circ}C$. The case of 0.7 mole% $La_2O_3$doped 0.05PSS+0.11PT+0.84PZ+0.4wt%$MnO_2$ system showed $K_p$ of 14.5% by poling at $140^{\circ}C$ during 20 minutes.

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Effect of Conjugated Linoleic Acid(CLA) Feeding Levels and Periods on Textural Property and Fatty Acid Composition of Pork (Conjugated Linoleic Acid(CLA) 급여수준과 급여기간이 돈육의 조직감과 지방산 조성에 미치는영향)

  • Lee, J.I.;Ha, Y.J.;Kwack, S.C.;Lee, J.D.;Kim, D.H.;Kang, G.H.;Hur, S.J.;Park, G.B.
    • Journal of Animal Science and Technology
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    • v.45 no.6
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    • pp.1047-1060
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    • 2003
  • To investigate the effects of conjugated linoleic acid added diet feeding on CLA accumulation and quality characteristics of pork meat. The CLA used to add in diet was chemically synthesized by alkaline isomerization method with corn oil. Pigs were divided into 5 treatment groups(4 pigs/group) and subjected to one of five treatment diets(0, 1.25% CLA for 2 weeks, 2.5% CLA for 2 weeks, 1.25% CLA for 4 weeks and 2.5% CLA for 4 weeks, CLA diets; total fed diets) before slaughter. Pork loin were collected from the animals(110 kg body weight) slaughtering at the commercial slaughter house. Pork loin meat were aerobic packaged and then stored during 2, 5, 8, 11 and 14 days at 4$^{\circ}C$. Samples were analyzed for shear force value, texture, TBARS, fatty acid composition, cholesterol and CLA content. CLA treatment groups showed significantly(p〈0.05) higher shear force value compared to those of control group at 11, 14 days of cold storage. All treatments were decreased significantly as the storage period passed. There was a not significantly difference in texture between control and CLA treatment groups. All CLA treatment groups showed significantly(p〈0.05) lower TBARS value than the control. TBARS value was increased significantly during storage in all treatment. CLA treatment groups showed significantly(p〈0.05) lower cholesterol content compared to those of control group. As dietary CLA was increased in feed, the content of CLA was increased, but the control was almost not detected. The contents of CLA were not significantly changed during chilled storage for 14 days. In the change of fatty acid composition, the contents of oleic, linoleic and arachidonic were decreased by dietary CLA-supplementation, whereas the increase level of CLA-supplementation resulted in the higher palmitic and stearic acid. In all results, CLA could be accumulated in pork meat and its antioxidant capability has been indicated. It was suggested that dietary CLA-supplementation could be produced high quality pork.

Effect of Heating Temperature and Time on Quality Characteristics of Baked Egg (가열온도 및 시간이 구운 계란의 품질 특성에 미치는 영향)

  • Kang, Geunho;Seong, Pil-Nam;Cho, Soohyun;Ham, Hyoung-Joo;Kang, Sun Moon;Park, Kyoungmi;Park, Beom-Young
    • Korean Journal of Poultry Science
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    • v.42 no.1
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    • pp.9-13
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    • 2015
  • This study was conducted to investigate the effect of heating temperature and time on the quality of baked egg. Eggs were baked at various temperatures (80, 90, 100, 105 and $110^{\circ}C$) for different times (5, 6, 7 and 8 h) using a commercial heater. Our results revealed that heating loss in the $110^{\circ}C$ treatment was significantly (p<0.05) higher than those of other remaining treatments. The pH value of egg white in the 5 h treatment was significantly (p<0.05) higher compared to those of other treatments. While, no significant differences in pH values of egg yolks occurred among the treatments. Regarding the texture, hardness and cohesiveness values were not significantly different among the treatments. Regarding color, the $110^{\circ}C$ treatment samples had lower lightness value whereas had higher redness and yellowness values compared to the $105^{\circ}C$ treatments (p<0.05). Moisture content of baked eggs showed an decreased tendency as increasing the heating temperature and time. These results suggested that the proper conditions were 8 hours for total baking time including more than 5 h at $105^{\circ}C$ or 2 h at $110^{\circ}C$.

Comparison of Fatty Acid Composition of Hanwoo Beef by Different Quality Grades and Cuts (한우육의 육질등급 및 부위 별 지방산 조성 비교)

  • Lee, Yeon-Jung;Kim, Cheon-Jei;Kim, Jin-Hyong;Park, Beom-Young;Seong, Pil-Nam;Kang, Geun-Ho;Kim, Dong-Hun;Cho, Soo-Hyun
    • Food Science of Animal Resources
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    • v.30 no.1
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    • pp.110-119
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    • 2010
  • The fatty acid composition of Hanwoo beef was investigated by different quality grades and cuts. Five cuts (strip loin, loin, chuck roll, top round, brisket) were obtained from 15 Hanwoo beef cattle [bulls and steers, 24-30 mon old]. For each quality grade of $1^{++}$, $1^+$, 1, 2, 3, three animals were selected. The contents of C18:0 in chuck roll, strip loin, brisket, top round and loin were significantly higher in 3 quality grades than those of the other grades respectively (p<0.05). The C18:1n9 content in the chuck roll was not significantly different among the different grades, but those of strip loin, top round, brisket, and loin were significantly higher in $1^{++}$ quality grade than those of 3 quality grade (p<0.05). The C18:3n3 content was significantly higher in brisket of $1^{++}$ quality grade and loin of 3 quality grade than the other grades for the same cut (p<0.05). However, those of strip loin, top round and chuck roll were not significantly different (p>0.05) among the different grades. The C18:3n6 content in chuck roll and loin was significantly higher for 2 quality grade than in those of the other grades (p<0.05). For five cuts, total SFA contents for 3 quality grade were significantly higher than in other cuts. The total MUFA content of $1^{++}$ quality grade was significantly higher than in 3 quality grade (p<0.05). The total n-3 PUFA content was not significantly different in chuck roll, strip loin and top round; however, those of brisket were significantly higher in $1^{++}$ quality grade (0.15%) and those of loin were significantly higher in 3 quality grade than in the other grades (p<0.05). The total n-6 PUFA content was significantly higher in 3 quality grade than in those of the other grades (p<0.05).

A Study on the Efficacy of Dietary Supplementation of Organic Acid Mixture in Broiler Chicks (육계에 대한 복합 유기산제의 첨가급여 효과에 관한 연구)

  • Kim, Dong-Wook;Kim, Ji-Hyuk;Kim, Sung-Kwon;Kang, Geun-Ho;Kang, Hwan-Ku;Lee, Sang-Jin;Kim, Sang-Ho
    • Journal of Animal Science and Technology
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    • v.51 no.3
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    • pp.207-216
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    • 2009
  • This experiment was conducted to investigate the effects of dietary supplementation of organic acid mixture on growth performance, cecal microflora, blood characteristics and immune response in broiler chicks and to prove the possibility of organic acid mixture as an alternative to antibiotics growth promotor. A total of four hundred eighty, 1-day-old male broiler chicks (Ross$\times$Ross 308) were randomly divided into 4 groups with 4 replicates of 30 birds each. The treatments were NC (free antibiotics), PC (basal diet with virginiamycin 10 ppm and salinomycin 60 ppm), 0.3% organic acid, and 0.5% organic acid. The final body weight and body weight gain were significantly higher in organic acid 0.5% than NC (P<0.05). The feed conversion ratio in all treated groups were significantly improved as compared to that of NC (P<0.05). The carcass rate and relative organs weight were not significantly difference among the groups. The relative weight and length of small intestine in PC were significantly decreased than the other groups. The numbers of cecal coliform bacteria and Salmonella in all treated groups were significantly lower than NC (P<0.05). The number of cecal lactic acid bacteria was not different among the groups. No significant differences among the groups were observed in the contents of total cholesterol, triglyceride, blood urea nitrogen (BUN), albumin, aspartate aminotransferase (AST), and alanine aminotransferase (ALT) in blood serum. The contents of total protein and globulin in blood serum of PC and organic acid treated groups were significantly increased as compared to those of NC (P<0.05). Therefore, albumin:globulin ratio of PC and organic acid treated groups was significantly lower than NC (P<0.05). The total white blood cell (WBC), heterophil, lymphocyte, and stress indicator (heterophil:lymphocyte ratio) were not significantly different among the groups. No significant difference was observed on the expression rate of splenic cytokines mRNA in organic acid treated groups compared to the control. Consequently, supplemental organic acid mixture improved the growth performance, and influenced positive effects on the intestinal microflora by inhibiting the growth of harmful bacteria without any adverse effects on relative weights of organs and blood biochemical parameters in broiler chicks.

Effect of Selenium Supplementation on Beef Color Stability (셀레늄 급여가 쇠고기 육색 안정성에 미치는 영향)

  • Park, B.Y.;Cho, S.H.;Seong, P.N.;Kim, J.H.;Kang, G.H.;Lee, S.H.;Kim, W.Y.;Lee, J.M.;Kim, D.H.
    • Food Science of Animal Resources
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    • v.29 no.5
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    • pp.627-632
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    • 2009
  • The objective of this study was to investigate the supplementation effect of selenium on beef color stability. A total of 15 Hanwoo steers were divided into 3 groups and 2 groups were administered with 0.9 ppm of one of two organic-selenium products, Organic-Se and Se-SMC (Se-spent mushroom compost) for 4 mon. The third group was the control group, which was not with fed selenium during the same period. The result of this study showed that there was no significant difference in meat color between the control and treatments when Hunter $L^*$, $a^*$, $b^*$, chroma, hue and total color difference (${\Delta}E$) were measured after 30 min of blooming. When the oxymyoglobin (OxyMb) contents were measured after beef samples were ground and stored for 48 h at $20^{\circ}C$ in an incubator, they were 26.04%, 28.52% and 33.78% for the control, Organic-Se and Se-SMC after 14 d of storage and 12.65, 18.98 and 18.72 after 21 d of storage at $4^{\circ}C$, respectively (p<0.05). The control had a significantly higher metmyoglobin (MetMb) content than Organic-Se and Se-SMC (p<0.05). This result indicated that selenium supplementation was effective in preventing the oxidation of myoglobin(Mb) and production of MetMb and thus was able to maintain the purplish fresh red color of the meat.

Effect of Induced Molting on Changes of Visceral Organs and Blood Stress Indicators in Laying Hens (산란계의 유도 환우가 주요 장기와 혈액 성상의 변화에 미치는 영향)

  • Hong, E.C.;Park, H.D.;Kang, G.H.;Na, J.C.;You, D.C.;Kim, H.K.;Choi, Y.H.;Bae, H.D.;HwangBo, J.
    • Korean Journal of Poultry Science
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    • v.36 no.2
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    • pp.117-123
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    • 2009
  • This work was conducted to evaluate the effects of induced-molting methods on visceral organs and blood stress indicators in laying hens. One hundred fifty of 63-wk-old White Leghorn hens, with over 85% of egg production and $1.7\;{\pm}0.4\;kg$ of average weight, were used in this study. Treatments were control (non-molt treatment), feeding molt treatment (FM), and starving molt treatment (SM). There were 5 replicates of 10 hens for each treatment. All treatment groups were fed basal diet (15% CP and 2,700 kal/kg of ME) for two weeks as adaptation period. Heart weights were 8.2, 7.9 and 7.5 g in control, FM and SM, respectively. Liver and oviduct weights were decreased in both molting treatments compared with control (P<0.05). Corticosterone (CS) concentrations were 4.48, 4.47 and $4.66\;{\mu}g/mL$ in control, FM and SM at 61 weeks, respectively, but increased to 7.32, 7.11 and $7.71\;{\mu}g/mL$ at 62 weeks, respectively (P<0.05). Heterophil to lymphocyte ratios were 0.27~0.29 in all groups at 61 weeks, but increased to 0.97~1.03 in SM at 62 weeks. Both CS concentrations and H:L ratios in SM were greater compared with those for the other groups. These results suggest that hens in feeding molting program in hens are less stressed than those in starving molting one.