• Title/Summary/Keyword: 주성분 분석(PCA)

Search Result 657, Processing Time 0.032 seconds

Soil quality assessment for cadmium uptake of Artemisia princeps at abandoned metalliferous mines using statistical analysis (폐금속 광산에 식생하는 쑥의 카드뮴 흡수 해석을 위한 통계적 토양질 평가)

  • Jo, Hun-Je;Kim, Dae-Yeon;Lee, Hyun-Joon;Oh, Hyun-Ju;Kang, Sung-Wook;Kim, Jeong-Gyu;Jung, Jin-Ho
    • Journal of Korean Society of Environmental Engineers
    • /
    • v.32 no.1
    • /
    • pp.47-52
    • /
    • 2010
  • Physical, chemical and biological properties of soils and cadmium(Cd) content of Artemisia princeps var. orientalis collected from 10 metalliferous mines were analysed. Cd contents of unplanted soils and rhizosphere soils were not significantly different(p < 0.05), and mean values were 5.92 and 5.91 mg/kg, respectively. In addition, Cd content of rhizosphere soils were correlated with Cd content of Artemisia princeps (p < 0.05, ${R^2}_{shoot}$ = 0.3120, ${R^2}_{root}$ = 0.4177). Minimum data set(MDS) of soil quality parameters for statistical assessment of Cd uptake was established by principal component analysis, and it was identified as organic matter(OM), dehydrogenase activity(DHA), pH, exchangeable Mg. According to multiple regression analysis using the MDS, coefficients of determination ($R^2$) for Cd uptake of shoot and root of Artemisia princeps were found to be 0.3418 and 0.5121, respectively. This suggests that statistical soil quality assessment using the MDS seems a useful tool to interpret heavy metal uptake of plant.

Physiochemical Properties of Functional Oils Produced Using Red Yeast-Rice Ethanol Extracts and Diacylglycerol Oil (홍국쌀 에탄올 추출물과 Diacylglycerol Oil을 이용하여 제조한 기능성 유지의 이화학적 특성 연구)

  • Kim, Nam-Sook;Lee, Ki-Teak
    • Journal of the Korean Society of Food Science and Nutrition
    • /
    • v.36 no.2
    • /
    • pp.201-208
    • /
    • 2007
  • Functional oils (FOs) were produced from commercial diacylglycerol oil and red yeast rice extracts from 80% ethanol for 1 hr in a shaking water bath at $35^{\circ}C$ and 175 rpm. FOs contained (A) 600, (B) 1200, (C) 1800, and (D) 2280 ppm of red yeast-rice extracts, respectively. The Hunter a value and b value were risen whereas L value was reduced along with the increase of extract concentration. Content of monacolin K and total phenolic compounds in FOs significantly increased according to the increase of extract concentration. The oxidation stability of FOs was observed by Rancimat at $98^{\circ}C$. Induction time decreased according to the increase of extract concentration. The major volatile compounds of FOs were compared using the electronic nose (EN) system and solid phase microextraction (SPME) method combined with gas chromatograph/mass spectrometry (GC/MS). EN was composed of 12 different metal oxide sensors. Sensitivities (Rgas/Rair) of sensors from EN were analyzed by principal component analysis (PCA), whose proportion was 99.66%. For qualitative or quantitative analysis of volatile compounds by SPME-GC/MS, the divinylbenzene/carboxene/polydimethyl-siloxane fiber and sampling temperature of $50^{\circ}C$ were applied.

Numerical analysis of Quercus L. subgenus Quercus (Fagaceae) in Korea (한국산 참나무속 참나무아속(너도밤나무과)의 수리분류학적 분석)

  • Park, Jin Hee;Chung, Myong Gi;Sun, Byung-Yun;Kim, Ki-Joong;Park, Jae-Hong;Park, Chong-Wook
    • Korean Journal of Plant Taxonomy
    • /
    • v.35 no.1
    • /
    • pp.57-80
    • /
    • 2005
  • Morphological variation of Quercus L. subgen. Quercus in Korea was examined by numerical methods including principal components analysis of major morphological characters. Principal components analysis revealed the presence of five major species groups of the subgen. Quercus in Korea; these include 1) a group consisiting of Q. acutissima and Q. variabilis individuals, 2) Q. dentata, 3) Q. aliena, 4) Q. mongolica, and 5) Q. serrata. The putative interspecific hybrid individuals occupied intermediate position between the putative parent species in the PCA plot. The analysis also strongly suggested that size and shape of leaf blade and teeth or lobes, twig diameter, size and shape of nuts, and length and width of scales are very useful in distinguishing the species and the putative hybrids of the subgen. Quercus.

Long-term Variation and Characteristics of Water Quality in the Gunsan Coastal Areas of Yellow Sea, Korea (군산연안 수질환경의 특성과 장기변동)

  • Park, Soung-Yun;Choi, Ok-In;Kwon, Jung-No;Jeon, Kyeong-Am;Jo, Jo-Yeong;Kim, Hyung-Chul;Kim, Pyoung-Joong;Park, Jong-Soo
    • Journal of the Korean Society of Marine Environment & Safety
    • /
    • v.15 no.4
    • /
    • pp.297-313
    • /
    • 2009
  • Long-term trends and distribution patterns of water quality were investigated in the Gunsan coastal areas of Yellow Sea, Korea from 1972 to 2006. Water samples were collected at 6 stations and physicochemical parameters were analyzed including water temperature, salinity, suspended solids(SS), chemical oxygen demand(COD), dissolved oxygen(DO) and nutrients. Spatial distribution patterns of temperature, DO and SS were not clear among stations but the seasonal variations were distinct except COD and SS. The trend analysis by principal component analysis(PCA) during 24 years revealed the significant variations in water quality in the study area. Spatial water qualities were clearly classified into 3 clusters by PCA; station cluster 1, 2~4, and 5~6. Annual water qualities were clearly classified into 4 surface water clusters and 5 bottom water clusters by PCA. By this multi-variate analysis. The annual trends were summarized as follows; Salinity, pH and DO tended to increase since late 1970's, COD to increase since 1987, and SS to decrease and nutrients to increase in Gunsan coastal waters due to the input of fresh water from land same as in Kyoungin coastal area, Asan coastal area and Choensoo bay.

  • PDF

Marine Environments and Phytoplankton Community around Jeju Island, Korea in the Early Summer of 2016 (이른 여름 제주 해안 주변 해역의 해양 환경과 식물플랑크톤 군집의 분포 특성)

  • Yoon, Yang Ho
    • Korean Journal of Environmental Biology
    • /
    • v.34 no.4
    • /
    • pp.292-303
    • /
    • 2016
  • This study described the spatial distributions of marine environmental factors such as water temperature, salinity, chlorophyll a concentration and turbidity, and characteristics of phytoplankton community such as species composition, standing crops and dominant species at 19 fishing ports around Jeju Island during the early summer of 2016. I analyzed bio-oceanographical characteristics using principal component analysis (PCA) of the environmental factors and biological parameters. Water temperature, salinity, chlorophyll a and turbidity ranged from 17.6 to $20.7^{\circ}C$, from 26.19 to 32.33 psu, from 0.76 to $7.13{\mu}g\;L^{-1}$, and from 0.51 to 14.49 FTU, respectively. A total of 51 species of phytoplankton belonging to 35 genera were identified. In particular, diatoms and dinoflagellates accounted for more than 56.8% and 27.4% of all the species, respectively. Moreover, the number of phytoplankton species was controlled by salinity. Phytoplankton cell density ranged from $2.9cells\;mL^{-1}$ to $185.9cells\;mL^{-1}$. The dominant species were Navicula spp. Stephanopyxis turris, Eutreptiella gymnastica and Mesodinium rubrum. Environmental factors and the phytoplankton community varied greatly between sampling sites. According to PCA, the biological oceanographic characteristics of the around Jeju Island were characterized by meteorological factors such as air temperature, precipitation and discharge of ground water during early summer.

Spatio-temporal Distribution of Phytoplankton Community in the Jangsu Bay and Adjoining Sea of South Sea, Korea (장수만 식물플랑크톤 군집의 시.공간적 분포 특성)

  • Yoon, Yang Ho
    • Korean Journal of Environmental Biology
    • /
    • v.32 no.1
    • /
    • pp.75-87
    • /
    • 2014
  • This study describes about the spatio-temporal distributions in phytoplankton community such as species composition, standing crop and dominant species from May 2006 to February 2007 in the Jangsu bay and the northwestern parts of Gamak bay. Based on the principal component analysis (PCA) of the environmental factors as well as biological parameters, the bio-oceanographical characteristics were analysed. A total of 83 species of phytoplankton belonging to 47 genera were identified. Whereas diatoms and dinoflagellates occupied more than 65% and 30% of total species, respectively. The annual dominant species were Chaetoceros affinis, Paralia sulcata and Bacillaria paxillifera in spring, Chaetoceros didymus, Ch. affinis and Octactis octonaria in summer, Skeletonema costatum-like species and B. paxillifera in autumn. Moreover phytoplankton cell density was ranged between 3.1 $cells{\cdot}mL^{-1}$ in spring and 521.0 $cells{\cdot}mL^{-1}$ in winter. It fluctuated with an annual mean of 76.0 $cells{\cdot}mL^{-1}$ between the lowest value of 7.6 $cells{\cdot}mL^{-1}$ in spring and the highest value of 220.2 $cells{\cdot}mL^{-1}$ by Skeletonema costatum-like species in winter. Briefly, the phytoplankton cell density in the mixing seasons was higher in comparison with the other seasons. According to the PCA, the biological oceanographic characteristics of the Jangsu bay was affected by the introduction of outside seawater particularly in temperature increasing seasons, and the other seasons, it may be described the light intensity, and mix between inner and outer bay sea waters.

Variation Analysis of Geomagnetic Data Observed Around the Event of Andong Earthquake (May 2, 2009) (안동지진(2009년 5월 2일) 발생 기간 지자기장 자료의 변동성 분석)

  • Oh, Seok-Hoon
    • Journal of the Korean earth science society
    • /
    • v.30 no.6
    • /
    • pp.683-691
    • /
    • 2009
  • Geomagnetic variation around May 2, 2009 when Angdong earthquake broke out was analyzed using the data recorded at the Cheong-yang geomagnetic observatory, KMA. Firstly, we predict the geomagnetic variation by PCA analysis of geomagnetic data, and then compare the predicted value with the observed data to find any significant differences in residuals. Secondly, wavelet semblance technique is applied to compare the time series before and after the earthquake. Some meaningful change is detected in the Z-field. Thirdly, eigen value analysis for the 3 component geomagnetic data is performed. The location of the observatory was too far from the epicenter and the magnitude was too small to find decisive precursory phenomenon. Nevertheless we can detect some significant correlation between the earthquake and the variation of the geomagnetic field. Various signal processing methods applied in this study will give some opportunity to find precursory effects in the future.

A Convergence Study on the Topic and Sentiment of COVID19 Research in Korea Using Text Analysis (텍스트 분석을 이용한 코로나19 관련 국내 논문의 주제 및 감성에 관한 융합 연구)

  • Heo, Seong-Min;Yang, Ji-Yeon
    • Journal of the Korea Convergence Society
    • /
    • v.12 no.4
    • /
    • pp.31-42
    • /
    • 2021
  • The purpose of this study was to explore research topics and examine the trend in COVID19 related research papers. We identified eight topics using latent Dirichlet allocation and found acceptable validity in comparison with the structural topic model. The subtopics have been extracted using k-means clustering and plotted in PCA space. Additionally, we discovered the topics bearing negative tones and warning signs by sentiment analysis. The results flagged up the issues of the topics, Biomedical Related, International Dynamics and Psychological Impact. The findings could serve as a guideline for researchers who explore new research directions and policymakers who need to make decisions about which research projects to support.

Chemical Composition and Lead Isotope Ratio of Glass Beads Excavated from Eunpyeong Newtown Site (은평 뉴타운 유적 출토 유리구슬의 성분조성과 납동위원소비)

  • Kang, Hyung-Tae;Cho, Nam-Chul;Han, Min-Su;Kim, Woo-Hyun;Hong, Ji-Youn
    • Journal of Conservation Science
    • /
    • v.25 no.3
    • /
    • pp.335-345
    • /
    • 2009
  • This paper presents investigations on 60 glass beads excavated from floorless tombs of Eunpyeong Newtown site to figure out composition and lead isotope ratio by SEM-EDS and TIMS, which show the difference between their compositions and Pb provenance of lead glass. The results of the composition analysis are that excavated glass are mainly divided into Potash glass($K_2O$-CaO-$SiO_2$) and Potash-lead glass($K_2O$-PbO-$SiO_2$) and the samples excavated from III-3 floorless tombs No.1005 are presumed not glass but Quartz. The transparent 9 lead glasses excavated from II-3 floorless tomb No.101 and III-3 floorless tomb No.908 seem to be manufactured by the same raw material at same site because the concentration of their compositions are well accorded with each other and deviations of them are very limited. As a result of principal component analysis(PCA), glass beads excavated are largely assort to two groups, Potash glass and Potash lead glass as well. That is, glass beads excavated from Eunpyeoung Newtown sites are quite different two types of main composition. In addition, the results of Pb provenance analysis used in lead glass confirm that most lead glass are significantly correlated with galena of northern China.

  • PDF

Comparison and Validation of Genetic Diversity and Population Structure Using Monomorphic SNP Data of the Korean Native Black Goat and Crossbred Goat (재래흑염소와 교잡종 염소의 Monomorphic SNP 분석을 통한 유전적 다양성과 집단구조의 비교 및 검증)

  • Kim, Kwan-Woo;Lee, Jinwook;Lee, Eun-Do;Lee, Sung-Soo;Choi, You-Lim;Lim, Hyun-Tae;Kim, Yousam;Lee, Sang-Hoon
    • Journal of Life Science
    • /
    • v.30 no.11
    • /
    • pp.1007-1011
    • /
    • 2020
  • This study was conducted to analyze the genetic diversity and relationships that discriminate between Korean native black goat populations (Dangjin, Jangsu, Tongyoung, and Gyeongsang National University strains) and crossbred goats. Monomorphic single nucleotide polymorphisms (SNPs) in each strain were collected, and 133 common SNPs were selected for analysis. These 133 monomorphic SNPs showed differences in the genetic structure of the Korean native black goat and crossbred goats, and results from the principal component analysis (PCA) showed that the two can be clearly separated. Furthermore, analysis of the validation population comprising 70 individuals (Korean native black goats, n = 24; crossbred goats, n = 46) with the reference population showed that Korean native black goat strains and the reference population have the same genetic structure, and the crossbred goats shared only part of the genetic structure with the reference population. The result of the PCA analysis showed that the Korean native black goat strains form one population, whereas the foreign strains form another population which is more widely dispersed than the Korean native black goat strains. Thus, the results from this study can be used as baseline data for the conservation of genetic resources of Korean native black goat communities through utilization of monomorphic SNPs and for the introduction of exotic species for further improvement in genetic diversity. This study can also help reduce unnecessary inbreeding and gene flow between native strains.