• Title/Summary/Keyword: 유효밴드선정

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A Study on Feature Selection and Feature Extraction for Hyperspectral Image Classification Using Canonical Correlation Classifier (정준상관분류에 의한 하이퍼스펙트럴영상 분류에서 유효밴드 선정 및 추출에 관한 연구)

  • Park, Min-Ho
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.29 no.3D
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    • pp.419-431
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    • 2009
  • The core of this study is finding out the efficient band selection or extraction method discovering the optimal spectral bands when applying canonical correlation classifier (CCC) to hyperspectral data. The optimal efficient bands grounded on each separability decision technique are selected using Multispec$^{(C)}$ software developed by Purdue university of USA. Total 6 separability decision techniques are used, which are Divergence, Transformed Divergence, Bhattacharyya, Mean Bhattacharyya, Covariance Bhattacharyya, Noncovariance Bhattacharyya. For feature extraction, PCA transformation and MNF transformation are accomplished by ERDAS Imagine and ENVI software. For the comparison and assessment on the effect of feature selection and feature extraction, land cover classification is performed by CCC. The overall accuracy of CCC using the firstly selected 60 bands is 71.8%, the highest classification accuracy acquired by CCC is 79.0% as the case that executes CCC after appling Noncovariance Bhattacharyya. In conclusion, as a matter of fact, only Noncovariance Bhattacharyya separability decision method was valuable as feature selection algorithm for hyperspectral image classification depended on CCC. The lassification accuracy using other feature selection and extraction algorithms except Divergence rather declined in CCC.

Feature Selection for Image Classification of Hyperion Data (Hyperion 영상의 분류를 위한 밴드 추출)

  • 한동엽;김혜진;김대성;조영욱;김용일
    • Proceedings of the Korean Association of Geographic Inforamtion Studies Conference
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    • 2003.04a
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    • pp.94-99
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    • 2003
  • 다중분광 영상의 정확한 지형지물 분류를 수행하기 위하여 분류 클래스의 훈련지역 선정과 선정된 클래스의 분리도 분포가 중요하다. 최근에 이용되고 있는 위성탑재 초다중분광 영상은 많은 밴드를 포함하고 있기 때문에 데이터 처리가 어렵고, 노이즈로 인하여 다중분광 영상보다 분류 결과가 나쁜 경우도 나타난다. 특히 대상지역의 클래스에 따른 훈련지역의 선정시 밴드수에 비해 상대적으로 제한된 훈련화소 크기로 인하여 공분산 행렬의 계산에 어려움이 따른다. 따라서 본 연구에서는 Hyperion 데이터를 이용한 분류를 수행하기 위하여 필요한 유효 밴드 추출 방식을 알아보고, 분류영상의 정확도 평가를 통하여 추출된 밴드와 분류 클래스의 적합성 관계를 확인하고자 한다 이 과정에서 클래스 분리도를 이용하여 정확도 평가 이전에 밴드와 클래스 선정의 타당성을 확인할 수 있다.

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다목적 실용위성 3호 RFC 시험 결과의 이론적 검증

  • Jang, Gyeong-Deok;Kim, Tae-Yun;Jang, Jae-Ung;Mun, Gwi-Won
    • The Bulletin of The Korean Astronomical Society
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    • v.37 no.2
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    • pp.196.1-196.1
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    • 2012
  • 인공위성은 지상에서부터 발사 및 궤도 운용까지 다양한 전자파 환경에 노출되며 이러한 환경에서의 위성 운용을 검증하기 위하여, 다양한 전자파 환경을 모사하는 전자파 환경시험을 수행하게 된다. 특히, 궤도내에서 위성의 운용시 지상국과의 교신을 위하여 X 밴드 안테나와 S 밴드 안테나에서 지상국으로 강한 전자기파를 방사하게 되는데, 이 방사에너지가 위성에 영향을 주는지 검증하는 시험을 지상에서 수행한다. 이런 시험을 RFC (RF Auto-Compatibility) 시험이라고 부른다. RFC 시험은 위성으로부터 방사되는 전자기파가 외부에 새어나가지 않도록 전자파 챔버내에서 시험하며, 강한 전자기파를 흡수할 수 있는 고전력 전파 흡수체가 설치된 전자파 챔버가 필요하다. RFC 시험시 X 밴드 안테나와 S 밴드 안테나를 최대 전력으로 방사시키고, 이때 위성 주변에 전자파 센서를 부착하여 전계강도를 측정함으로써 위성으로 입사되는 전자기파의 세기가 적정 레벨 이하인지를 검증하고, 동시에 위성의 운용상태를 확인하여 위성에 영향이 없음을 검증한다. 본 논문에서는 다목적 실용위성 3호의 RFC 시험시 측정된 전계강도를 이론적으로 검증하고, RS 시험시 인가하는 레벨과의 상관관계를 설명한다. RS 시험 레벨의 선정은 위성 안테나의 방사레벨과 관련이 있으며 RFC 시험결과를 검토함으로써 RFC 시험 결과의 유효성과 RF 레벨 요구사항의 적절성을 검증한다.

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Estimation of Rice-Planted Area using Landsat TM Imagery in Dangjin-gun area (Landsat TM 화상을 이용한 당진군 일원의 논면적 추정)

  • 홍석영;임상규;이규성;조인상;김길웅
    • Korean Journal of Agricultural and Forest Meteorology
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    • v.3 no.1
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    • pp.5-15
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    • 2001
  • For estimating paddy field area with Landsat TM images, two dates, May 31, 1991 (transplanting stage) and August 19, 1991 (heading stage) were selected by the data analysis of digital numbers considering rice cropping calendar. Four different estimating methods (1) rule-based classification method, (2) supervised classification(maximum likelihood), (3) unsupervised classification (ISODATA, No. of class:15), (4) unsupervised classification (ISODATA, No. of class:20) were examined. Paddy field area was estimated to 7291.19 ha by non-classification method. In comparison with topographical map (1:25,000), accuracy far paddy field area was 92%. A new image stacked by 10 layers, Landsat TM band 3,4,5, RVI, and wetness in May 31,1991 and August 19,1991 was made to estimate paddy field area by both supervised and unsupervised classification method. Paddy field was classified to 9100.98 ha by supervised classification. Error matrix showed 97.2% overall accuracy far training samples. Accuracy compared with topographical map was 95%. Unsupervised classifications by ISODATA using principal axis. Paddy field area by two different classification number of criteria were 6663.60 ha and 5704.56 ha and accuracy compared with topographical map was 87% and 82%. Irrespective of the estimating methods, paddy fields were discriminated very well by using two-date Landsat TM images in May 31,1991 (transplanting stage) and August 19,1991 (heading stage). Among estimation methods, rule-based classification method was the easiest to analyze and fast to process.

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Characterization of a new commercial strain 'Goni' by intra-specific hyphal anastomosis in Pleurotus ostreatus (계통간 교잡에 의한 백색느타리 품종 '고니'의 육성 및 그 특성)

  • Yoo, Young Bok;Lee, Sang Cheol;Kim, Eun Jung;Kong, Won Sik;Jang, Kab Yeul;Shin, Pyung Gyun
    • Journal of Mushroom
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    • v.7 no.3
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    • pp.130-134
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    • 2009
  • To develop new white variety of Oyster mushroom, all white varieties which have been collected and kept in the lab were revived and screened their cultural characteristics. 84 intra-specific Oyster mushroom hybrids between the white-colored mutants Suhan and Wonhyeong were developed using hyphal anastomosis technique in 2007. The Po2007-63 ($2842-7{\times}0205-7$) was shown the best cultural characteristics, selected to be a new variety and named as 'Goni'. The new commercial strain, 'Goni' has white pilei and grows well under spring and autumn conditions in Korea. The fruiting bodies of 'Goni' are of an excellent quality in that not only the stipe is thick and long but also the pileus is small and hard. The optimum temperatures for mycelial growth and fruiting body development were $25-30^{\circ}C$ and $10-16^{\circ}C$, respectively. Time period required for the initiation of the first fruiting body is about 3 to 5 days depending on the temperatures. The shape of fruiting body is thin funnel shape. Fruiting body production per bottle was about $91{\pm}13$ g which is almost 97% quantity compared to that of other variety 'Miso'. Relatively low temperature incubation ($11^{\circ}C$) resulted in the development of better quality of 'Goni' mushrooms. When two different media including potato dextrose medium and mushroom complete medium were compared, the growth of mushroom were much faster in mushroom complete medium at $20-25^{\circ}C$, but not at $25^{\circ}C$. Similar results were observed with other variety 'Miso'. Analysis of the genetic characteristics of the new commercial strain 'Goni' showed a major DNA profile as that of the parental Suhan when primer URP 1 was used, but different to 'Miso' that was used as a control. When screens were performed with primer URP 2, DNA patterns were similar both to that of the parents and 'Miso'. This new variety of the white Oyster mushroom has a clean and fresh image that corresponds well to "health food". We therefore expect that this new strain will satisfy the consumers demand for variety and excellent mushrooms.

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Genetic Diversity and Population Structure of the Endangered Fish Pseudopungtungia nigra (Cyprinidae) from the Geum and Mankyung Rivers Assessed by Amplified Fragment Length Polymorphism (금강과 만경강에 서식하는 멸종위기 어류 감돌고기 Pseudopungtungia nigra의 AFLP에 의한 유전 다양성 및 집단구조)

  • Kim, Keun-Sik;Yun, Young-Eun;Kang, Eon-Jong;Yang, Sang-Geun;Bang, In-Chul
    • Korean Journal of Ichthyology
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    • v.21 no.2
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    • pp.76-80
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    • 2009
  • Genetic diversity and genetic structure within the Geum River and Mankyung River populations of the Korean endangered Black shinner (Pseudopungtungia nigra) were assessed by amplified fragment length polymorphism (AFLP). AFLP analysis using five primer combinations generated 447 AFLP bands with 64.1% polymorphism (Geum River 74.6% and Mankyung River 53.6%). The heterozygosities within the two populations were calculated to be 0.170 and 0.104, respectively. Their average genetic diversities are 0.240 and 0.147, respectively. The pairwise Fst value (0.150) indicated distinct genetic differentiation between the two populations. A UPGMA dendrogram based on genetic distance among the individuals revealed a division corresponding to geographical regions, with low genetic variation within the Mankyung River population, and low genetic distance (0.026) between the two populations. Consequently, the two populations may have the same genetic origin The Geum River population will be more suitable than the Mankyung River population for conservation plans to increase the population sizes. Genetic and habitat management will be necessary for the Mankyung River population.

Characteristics and breeding of a new cultivar Pleurotus eryngii, Song-A (큰느타리버섯 신품종 '송아'의 육성 및 그 특성)

  • Shin, Pyung-Gyun;Park, Yun-Jung;Yoo, Young-Bok;Kong, Won-Sik;Jang, Kab-Yeul;Cheong, Jong-Cheon;Oh, Se-Jong;Lee, Keum-Hee
    • Journal of Mushroom
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    • v.9 no.2
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    • pp.59-62
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    • 2011
  • To develop a new cultivar of King oyster mushroom(Pleurotus eryngii), G09-21 as parental strain was selected by the method of Di-mon crossing between monokaryotic strains derived from ASI 2824(Keunneutari No.2) and dikaryotic strain ASI 2887(Aeryni 3). The Pe21-51($G09-21-10{\times}2844-11$) was shown the best cultural characteristics, selected to be a new cultivar and named as 'Song-A'. The 'Song-A' was formed incompatibility line distinctly in the confrontation growth of parental strains Keunneutari No.2, Aeryni 3 and ASI 2844. The optimum temperature for mycelial growth, fruiting body development and pH arrange were $25{\sim}30^{\circ}C$, $14{\sim}16^{\circ}C$ and pH5~8, respectively. Fruiting body production per bottle was about $94.7{\pm}29.5$ g which is almost 106% quantity compared to that of other cultuvar Keunneutari No.2. And also the stip is thick and long but the number of available stipe is few. Analysis of the genetic characteristics of the new cultivar 'Song-A' showed a different DNA profile as that of the control strains, Keunneutari No.2, Aeryni 3 and ASI 2844, when RAPD(Random Amplified Polymorphic DNA) primers URP4 and 7 were used. This new cultivar 'Song-A' of Pleurotus eryngii is characterized by a small number of primordia formation and the stip is thick and long. Therefore, we expect that this new strain will save of labor and cost by without culling work.

Effects on senior fitness, cognitive function and daily living activity of female elderly with light dementia by continuous and intermittent exercises (연속적.간헐적 운동이 경증치매 여성고령자의 기능적 체력, 인지기능 및 일상생활수행능력에 미치는 영향)

  • Kang, Joo-Seong;Jeang, Il-Hong;Yang, Jum-Hong
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.11 no.11
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    • pp.4234-4243
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    • 2010
  • Dementia such as poor concentration, anxiety and tension makes it hard to continue exercise in reality. For this, intermediate exercise is suggested in this study. And the study investigates the effects on senior fitness, cognitive function(MMSE-K) and daily living activity(ADL) by continuous exercise and intermittent exercise, which helps to provide proper exercise treatment to them. For this, female elderly patients at A dementia hospital in B Metropolitan city are selected and they have been diagnosed with possible Alzheimer's disease according to DSM-IV. Among them, six(6) are grouped for continuous exercise and five(5) for intermediate exercise, total 11 people are finally tested. They are given hand&foot exercise, Korean folk dance and band exercise three times a week for the total 12 weeks. The continuous exercise group does their exercise one time of 30 minutes a day while the intermediate exercise group for three times of each 10 minute a day. For the result, SPSS Ver. 18.0 is used to get mean value(M) and standard deviation(SD) and in order to verify the interaction effect between exercise group and time, two-way repeated ANOVA is applied and statistical significance level is set at .05. The result shows that there is significant difference in time between senior fitness and cognitive function. But there is no significant difference in group and time${\times}$group. And there is no significant difference in time, group and time${\times}$group for daily living activity. Continuous exercise group and intermediate exercise group both have the similar effects. That does not mean that intermediate exercise is the best for all people with dementia, but in terms of exercise time, intermittent exercise may be effective for patients of light dementia.