• 제목/요약/키워드: source separation

검색결과 450건 처리시간 0.038초

혈관내피세포 채취의 원천으로 인간 지방조직의 활용 (Use of Human Adipose Tissue as a Source of Endothelial Cells)

  • 박봉욱;하영술;김진현;조희영;정명희;김덕룡;김욱규;김종렬;장중희;변준호
    • Maxillofacial Plastic and Reconstructive Surgery
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    • 제32권4호
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    • pp.299-305
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    • 2010
  • Purpose: Adipose tissue is located beneath the skin, around internal organs, and in the bone marrow in humans. Its main role is to store energy in the form of fat, although it also cushions and insulates the body. Adipose tissue also has the ability to dynamically expand and shrink throughout the life of an adult. Recently, it has been shown that adipose tissue contains a population of adult multipotent mesenchymal stem cells and endothelial progenitor cells that, in cell culture conditions, have extensive proliferative capacity and are able to differentiate into several lineages, including, osteogenic, chondrogenic, endothelial cells, and myogenic lineages. Materials and Methods: This study focused on endothelial cell culture from the adipose tissue. Adipose tissues were harvested from buccal fat pad during bilateral sagittal split ramus osteotomy for surgical correction of mandibular prognathism. The tissues were treated with 0.075% type I collagenase. The samples were neutralized with DMEM/and centrifuged for 10 min at 2,400 rpm. The pellet was treated with 3 volume of RBC lysis buffer and filtered through a 100 ${\mu}m$ nylon cell strainer. The filtered cells were centrifuged for 10 min at 2,400 rpm. The cells were further cultured in the endothelial cell culture medium (EGM-2, Cambrex, Walkersville, Md., USA) supplemented with 10% fetal bovine serum, human EGF, human VEGF, human insulin-like growth factor-1, human FGF-$\beta$, heparin, ascorbic acid and hydrocortisone at a density of $1{\times}10^5$ cells/well in a 24-well plate. Low positivity of endothelial cell markers, such as CD31 and CD146, was observed during early passage of cells. Results: Increase of CD146 positivity was observed in passage 5 to 7 adipose tissue-derived cells. However, CD44, representative mesenchymal stem cell marker, was also strongly expressed. CD146 sorted adipose tissue-derived cells was cultured using immuno-magnetic beads. Magnetic labeling with 100 ${\mu}l$ microbeads per 108 cells was performed for 30 minutes at $4^{\circ}C$ a using CD146 direct cell isolation kit. Magnetic separation was carried out and a separator under a biological hood. Aliquous of CD146+ sorted cells were evaluated for purity by flow cytometry. Sorted cells were 96.04% positivity for CD146. And then tube formation was examined. These CD146 sorted adipose tissue-derived cells formed tube-like structures on Matrigel. Conclusion: These results suggest that adipose tissue-derived cells are endothelial cells. With the fabrication of the vascularized scaffold construct, novel approaches could be developed to enhance the engineered scaffold by the addition of adipose tissue-derived endothelial cells and periosteal-derived osteoblastic cells to promote bone growth.

다분류 SVM을 이용한 DEA기반 벤처기업 효율성등급 예측모형 (The Prediction of DEA based Efficiency Rating for Venture Business Using Multi-class SVM)

  • 박지영;홍태호
    • Asia pacific journal of information systems
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    • 제19권2호
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    • pp.139-155
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    • 2009
  • For the last few decades, many studies have tried to explore and unveil venture companies' success factors and unique features in order to identify the sources of such companies' competitive advantages over their rivals. Such venture companies have shown tendency to give high returns for investors generally making the best use of information technology. For this reason, many venture companies are keen on attracting avid investors' attention. Investors generally make their investment decisions by carefully examining the evaluation criteria of the alternatives. To them, credit rating information provided by international rating agencies, such as Standard and Poor's, Moody's and Fitch is crucial source as to such pivotal concerns as companies stability, growth, and risk status. But these types of information are generated only for the companies issuing corporate bonds, not venture companies. Therefore, this study proposes a method for evaluating venture businesses by presenting our recent empirical results using financial data of Korean venture companies listed on KOSDAQ in Korea exchange. In addition, this paper used multi-class SVM for the prediction of DEA-based efficiency rating for venture businesses, which was derived from our proposed method. Our approach sheds light on ways to locate efficient companies generating high level of profits. Above all, in determining effective ways to evaluate a venture firm's efficiency, it is important to understand the major contributing factors of such efficiency. Therefore, this paper is constructed on the basis of following two ideas to classify which companies are more efficient venture companies: i) making DEA based multi-class rating for sample companies and ii) developing multi-class SVM-based efficiency prediction model for classifying all companies. First, the Data Envelopment Analysis(DEA) is a non-parametric multiple input-output efficiency technique that measures the relative efficiency of decision making units(DMUs) using a linear programming based model. It is non-parametric because it requires no assumption on the shape or parameters of the underlying production function. DEA has been already widely applied for evaluating the relative efficiency of DMUs. Recently, a number of DEA based studies have evaluated the efficiency of various types of companies, such as internet companies and venture companies. It has been also applied to corporate credit ratings. In this study we utilized DEA for sorting venture companies by efficiency based ratings. The Support Vector Machine(SVM), on the other hand, is a popular technique for solving data classification problems. In this paper, we employed SVM to classify the efficiency ratings in IT venture companies according to the results of DEA. The SVM method was first developed by Vapnik (1995). As one of many machine learning techniques, SVM is based on a statistical theory. Thus far, the method has shown good performances especially in generalizing capacity in classification tasks, resulting in numerous applications in many areas of business, SVM is basically the algorithm that finds the maximum margin hyperplane, which is the maximum separation between classes. According to this method, support vectors are the closest to the maximum margin hyperplane. If it is impossible to classify, we can use the kernel function. In the case of nonlinear class boundaries, we can transform the inputs into a high-dimensional feature space, This is the original input space and is mapped into a high-dimensional dot-product space. Many studies applied SVM to the prediction of bankruptcy, the forecast a financial time series, and the problem of estimating credit rating, In this study we employed SVM for developing data mining-based efficiency prediction model. We used the Gaussian radial function as a kernel function of SVM. In multi-class SVM, we adopted one-against-one approach between binary classification method and two all-together methods, proposed by Weston and Watkins(1999) and Crammer and Singer(2000), respectively. In this research, we used corporate information of 154 companies listed on KOSDAQ market in Korea exchange. We obtained companies' financial information of 2005 from the KIS(Korea Information Service, Inc.). Using this data, we made multi-class rating with DEA efficiency and built multi-class prediction model based data mining. Among three manners of multi-classification, the hit ratio of the Weston and Watkins method is the best in the test data set. In multi classification problems as efficiency ratings of venture business, it is very useful for investors to know the class with errors, one class difference, when it is difficult to find out the accurate class in the actual market. So we presented accuracy results within 1-class errors, and the Weston and Watkins method showed 85.7% accuracy in our test samples. We conclude that the DEA based multi-class approach in venture business generates more information than the binary classification problem, notwithstanding its efficiency level. We believe this model can help investors in decision making as it provides a reliably tool to evaluate venture companies in the financial domain. For the future research, we perceive the need to enhance such areas as the variable selection process, the parameter selection of kernel function, the generalization, and the sample size of multi-class.

수중 무선 전화기의 설계 - 수중무선전화기 설계를 위한 수중소음분석을 중심으로- (The Design of Wireless Underwater Telephone -Analysis of Underwater Background Noise for Wireless Underwater Telephone Design -)

  • 박문갑;윤갑동;김석제;윤종락
    • 수산해양기술연구
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    • 제37권4호
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    • pp.302-307
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    • 2001
  • 본 연구는 잠수기 어업용 수중무선전화기를 설계하는데 있어 최적의 반송 주파수와 송신 신호의 음원 준위를 결정할 목적으로 우리 나라 잠수기 주 조업장의 하나인 거제와 통영 해역의 해양 배경소음과 조업중인 잠수기 어장의 수중 소음에 대하여 검토, 고찰한 결과를 요약하면 다음과 같다. 1. 거제와 통영의 잠수기 어장의 해양 배경 소음을 분석한 결과, 음압 준위는 25∼301kHz 부근에서 가장 낮아 52∼57dB이었고, 주변 통항 선박량과 산업시설이 많은 거제 해역이 통영 해역보다 약 5dB 더 높았다. 2. 거제와 통영의 잠수기 어선의 조업중의 수중소음을 비교하면, 최저 음압준위는 30kHz 부근에서 거제 어장에서는 67dB로서 통영의 62d묘보다 5dB 높은 음압 준위를 나타냈다. 이것은 거제 해역은 잠수기 어선의 규모도 통영 해역의 잠수기 어선보다 약간 크고, 분사기를 사용하여 작업하는데 비해 통영 해역은 잠수기 어선의 크기도 상대적으로 작고, 주 어획 대상물이 달라 분사기를 사용하지 않는 것이 그 원인으로 판단된다. 3. 거제 해역의 패류 채취용 분사기를 사용할 때의 수중 소음의 음압 준위는 102dB었다. 4. 거제 해역의 조업중에 대한 수중 배경 소음을 67dB라 가정할 때, 최대 500m까지 통화하기 위한 송신 신호의 음원 준위는 131dB 정도이다. 그러나, 통영 해역의 잠수기 조업은 분사기를 사용하지 않는 조업으로 이 경우 배경 소음은 약 62dB로서 송신 신호의 음원 준위는 126dB정도이다. 잠수기 조업중이 아닌 경우 즉, 스쿠버 다이버용 수중무선 전화기인 경우에는 배경 소음이 52∼57dB이므로 송신 신호의 음원 준위는 l16∼121dB이면 될 것으로 판단된다. 협동학습 모형이 수학 수업에 보다 발전적으로 널리 적용되기를 기대한다.cal results well visualized the streamlines, pressure fields, and speed vectors of a simple cambered and slot cambered otter board with slot size 0.02C. The slot cambered one with slot size 0.02C was shown that pressure field was distributed moderately on front and back side of otter board. And, the delay and decrease of separation were favorably achieved by flow through slot. 4. Computed result on the pattern of hydrodynamic field and the values of C/sub L/ and C/sub D/ by the commercial CFD code, FLUENT, show almost the same as those of the experimental result.erence was found in its fragrance. And, no difference was found in brightness and viscosity between samples. As a result of conducting the palatability test, no difference was showed in the appearance, but as for the overall palatability

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미국(美國) 내셔널브랜드 C사(社)의 마케팅전략(戰略)을 통한 브랜드리뉴얼 성공사례(成功事例) 연구(硏究) (A Study on the Successful Case of Brand Renewal through American National Brand 'C' Company's Marketing Strategy)

  • 고희숙
    • 패션비즈니스
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    • 제6권1호
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    • pp.137-154
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    • 2002
  • It's not easy to renew old brand of over 50 years history to the tastes of new consumer of our time. Most of national brands that has a history of some 20 years in Korea have strove for continuation and growth of brand to no avails, which can be taken as a good example of current situation. For instance, C company, one of the National brand of US which has a history of 51 years, has made its position secure as a fashion group and based itself on a sound foundation by establishing new marketing strategy and completing successful brand renewal in the process of strategic M&A with Italian company. Those successful marketing strategies are as follows. 1) they regarded both market and consumer oriented marketing activity as company's highest priority strategy and put great emphasis upon concentration on target market and reestablishment of brand image of business casual wear. 2) Setting up and operating planning team composed of merchandizer alone in Milano, they set the direction of plan on the basis of concentrated research on potential item in market according to thorough market research done by buying office in Korea, branch office in Hong Kong and buyer in US prior to blueprint planning for season. 3) Great emphasis was placed on business which focused on intensive presentation of basic key item for apparel career women who are main consumer group in the midium-low prices market in US and on supplementation of size and color. they named this line 'collectibles' and helped their customer develop their own clothes plan without worrying about the change of color and fabric by supporting same fabric and color throughout the year and enabled them to add variation easily by supplementing new trend item. 4) Company set black as a main color that lots of apparel career women find easy to care and to express their own image and presented them with pebble which belongs to navy and beige and added fashion color such as wine and brown etc as season goes by. They constructed basic line in order for their customers to coordinate purchased item with new one or to add them to present collection, and to achieve efficient sale by setting up strategy which allows this cross coordination and changing pattern occasionally. 5) Though basic jacket for 99$, short slim skirt for 49$ are products within midium-low prices range, in the material planning stage aiming at production of item that has both resonable function appealing to consumer and is fashionable, synthetic material had to be used as a main source due to price competitiveness. Despite this situation, considering comfortable sense of fit and refined drape of silhouette that has no sign of cheap material, whole collectible line was divided into two items, which contributed to reduction of cost. In case of material that is composed of triacetate and polyester in 70 to 30 ratio, was used up to 4 million yard, which allowed drastic curtailment of cost accompanied by concentration. In case of 'collectibles' line, using Korean material mainly, C company chose to have their product sewed in Southeast Asian countries where transportation is well developed and both productivity and quality verified by operating global production system which aiming at cutdown of cost through outsourcing production from the country where labor cost is low and getting finished product. Polarization between present consumers telling us that consumers with the mind of middle classes in the past no longer exists between consumers who seek after only fine article of highest quality and wise consumers who are sensible enough to judge bubble on correlation between price and quality. To cope with this change in new consumer mind, apparel makes changing their policy so as to produce item that has reasonable quality and falls within affordable price range anywhere in the world. and they're striving to get out of difficult situation by operating global marketing strategy which stresses separation of planning, production and sale and sensibility of fashion shared worldwide. The marketing strategy of C company can be exemplified as a successful one.

해조단백질의 추출에 관한 연구 1. 수용성 단백질의 추출 (STUDIES ON THE EXTRACTION OF SEAWEED PROTEINS 1. Extraction of Water Soluble Proteins)

  • 류홍수;이강호
    • 한국수산과학회지
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    • 제10권3호
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    • pp.151-162
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    • 1977
  • 분포량이 많고 식용되고 있는 중요 해조의 효율적인 이용과 영양학적인 의의를 구명하기 위한 기초자료를 얻기 위하여 동근돌김(Porphyra suborciculata). 잎파래(Enteromorpha linza). 톳(Hizikia jusiforme). 모자반(Sargassum fulvllum), 미역(Undaria pinnatifida), 청각(Codim fragile), 셀만모자반(Sargassum kjellmanianum), 구멍갈파래(Ulva pertusa)등 8종을 선정하여, 이들 해조의 불용성 단백질 추출에 영향을 주는 제요소 즉 조체처리별, 추출온도와 시간별, 시료일추출용매화, pH의 영향등을 검토하고 또한 추출액중의 단백질 심전조건에 대하여 검토하였다. 1. 식용 해조의 조단백질 함량은 둥근돌김(Porphyra suborbiculat) $24.14\%$, 미역(Undaria pinnatifida) $15.7\%$, 톳(Hizikia jusiforme) $7.66\%$, 모자반(Sargasum fulvellum) $12.61\%$, 셀만모자반(Sargassum kjellmanianum) $14.08\%$, 잎파래(Enteromorpha linza) $10.86\%$, 구멍갈파래(Ulva Pertusa) $16.60\%$, 청각(Codium fragile)$9.89\%$이었다. 2. 시료의 처리조건에 따른 추출효과는 dry icemethanol 한제 중에서 동결시켜, 해사를 첨가하여 마쇄한 시료가 수용성 단백질 추출성적이 월등하게 좋아, 막지사발에서 마쇄한 $1.5\~2.5$배의 추출성적을 보였다. 3. 시료일추출용매비는 점질물이 적은 구멍갈파래, 잎파래는 1:20(w/v)에서, 점질물량이 많은 청각,미역, 톳, 모자반, 둥근돌김 등은 1:30(w/v)에서, 셀만모자반은 1:40(w/v)일 때 추출성적이 좋았다. 4. 추출시간은 구멍갈파래, 잎파래는 1시간, 둥근돌김, 톳, 미역, 모자반, 셀만모자반은 2시간, 청각은 3시간 정도에서 가장 효과적이었다. 5. 추출온도는 톳이 $40^{\circ}C, 둥근돌김, 청각, 잎파래 미역, 모자반, 셀만모자반 $50\%$에서, 구멍갈파래는 $60^{\circ}C$에서 최고의 추출성적을 보였다. 6. pH의 영향은 각 시료마다 대동소이하여 $pH9\~12$에서 가장 좋은 결과를 얻었다. 7. 추출 최적조건에서의 수용성 단백질 추출율은 1차 추출에서 전조단백질에 대하여 평균 $63\%$, 2차 유출에서 평균 $8.6\%$ 합계 $74\%$ 정도의 수용성 단백질 추출이 가능했으며, 1차에 대한 2차의 추출비율이 7.5:1이었다. 8. 단백질 침전분리 조작으로는 Barnstein method, methanol 처리법, TCA 처리법, 가열처리법 순으로 침전효과가 있었다.

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Bacillus sp. MR2에 의한 망간단괴의 생물용출 (Bioleaching of Mn(II) from Manganese Nodules by Bacillus sp. MR2)

  • 최성찬;이가화;이홍금
    • 미생물학회지
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    • 제45권4호
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    • pp.411-415
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    • 2009
  • 비황화광물인 망간단괴에서 일부 미생물은 비효소학적 과정을 통해 간접적으로 망간(II)을 용출시킬 수 있다. 이때 환원적 용해를 일으킬 수 있는 대사산물의 생성을 위해 제공되는 탄소 및 에너지원인 glucose, sucrose, galactose 등은 생물용출 기술의 장점인 경제성을 저하시키는 원인이 되고 있다. 본 연구에서는 저렴한 탄소 및 에너지원으로 corn starch를 이용하면서 망간(II) 용출능력을 지닌 종속영양 미생물로서 Bacillus sp. MR2에 의한 망간(II)의 용출 특성을 알아보았다. 망간(II)의 용출은 MR2의 생장에 수반되어 일어났으며[25.6 g Mn(II) $kg^{-1}$ nodule $day^{-1}$], 24시간 이후에는 생성된 망간(II)의 일부가 망간단괴 입자에 다시 흡착되는 경향을 보였다. 분쇄물을 dialysis tube (MWCO 12,000)에 넣어 MR2와의 접촉을 막았을 때도 유사한 정도의 결과[24.6 g Mn(II) $kg^{-1}$ nodule $day^{-1}$]를 보여 세포와 망간단괴의 직접적 접촉이 필요 없이 세포외 분비물질에 의해 환원적 용해가 일어남을 알 수 있었다. 실험에 적용된 영향요인들의 범위에서 최적 용출조건을 분석한 결과, $25\sim35^{\circ}C$, pH 5~7, 접종밀도 1.5~2.5% (v/v), 분쇄물의 농도 2~3 g/L 및 입자크기 <75 ${\mu}m$일 때가 가장 효율이 높았다. 비록 입자의 크기가 작을수록 망간(II) 용출속도가 증가했지만 분쇄에 더 많은 에너지가 요구되므로 경제성을 고려한다면 <212 ${\mu}m$가적절한 수준으로 제시될 수 있었다. 이상의 효율적인 망간단괴의 용출 조건 규명은 기존의 물리화학적 금속 회수기술에 비해 적은 비용과 에너지가 요구되는 환경친화적 생물용출 기술의 진보에 도움을 줄 것으로 기대된다.

유기농업 생태계로부터 담수 녹조류 분리 및 형태적 동정 (Isolation and Morphological Identification of Fresh Water Green Algae from Organic Farming Habitats in Korea)

  • 김민정;심창기;김용기;홍성준;박종호;한은정;지형진;윤종철;김석철
    • 한국유기농업학회지
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    • 제22권4호
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    • pp.743-760
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    • 2014
  • 본 연구는 유기농업에서 생물자원으로서 담수 클로렐라의 활용 가능성을 연구하고자 유기농 생태계로부터 담수 녹조류를 분리, 동정하고, 생물학적인 특성을 조사하였다. 조사 지역의 수온은 $12.4{\sim}28.2^{\circ}C$, pH는 6.1~8.5이었다. 담수 녹조류를 분리할 때 고체배양법이 액체배양법보다 오염도가 낮고 분리 빈도가 높았다. 전국 9개 지역, 6개 담수 녹조류 서식처로 부터 총 115개의 균주를 분리하였다. 담수 녹조류의 분리 및 배양을 위해 질소원으로는 $NaNO_3$$KNO_3$, 탄소원으로 $Na_2CO_3$를 사용하였고, macro media의 구성 성분 중 $MgSO_4{\cdot}7H_2O$$CaCl_2{\cdot}2H_2O$를 분리하여 제조한 BGMM(BG11 Modified Medium)배지를 고안하였다. 담수녹조류는 배양 후 4일째부터 급격히 흡광도가 증가하였고 8일째부터 흡광도가 감소하였다. 공시한 7개의 균주 중 CHK008 균주가 배양 7일째에 가장 높은 흡광도를 보였다. 담수 녹조류 배양에 적합한 BGMM 배지의 pH는 6~7이었고 조사되는 빛이 강할수록 생육이 증가하였으며 5종류 당류 중에서 Glucose와 Galactose를 첨가하였을 때 클로랄라의 생육이 좋았다. 순수 분리한 16개 녹조류 균주의 균총색은 녹색, 진녹색, 연녹색을 나타내었고, 11개의 균주가 형광현미경하에서 강한 형광 빛을 나타내었다. 녹조류 16개 균주의 형태적인 특징을 조사한 결과 C. vulgalis, C. sorokiniana, C. pyrenoidosa, C. kessleri, C. emersonii, and Chlamydomonas sp.의 2개 속 6개종으로 동정되었다. 담수 녹조류의 세포 크기는 종마다 다양한 변이를 보였다. 대부분의 담수 녹조류의 세포형태는 구형이었다. Chlamydomonas sp.는 타원형이었고 Chlorella sorokiniana는 구형과 타원형이 섞여 있었다. 6개 녹조류 종류 중 Chlamydomonas sp.를 제외한 모든 균주는 편모가 없었다. Chlamydomonas sp. 1개 균주와 C. sorokiniana 5개 균주는 세포에서 점질물을 분비하였다.

천부 굴절법 탄성파 탐사 자료의 정보정 (Statics corrections for shallow seismic refraction data)

  • Palmer Derecke;Nikrouz Ramin;Spyrou Andreur
    • 지구물리와물리탐사
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    • 제8권1호
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    • pp.7-17
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    • 2005
  • 천부 탄성파 굴절법 탐사를 이용하여 굴절이 발생하는 지층의 속도를 산출하는 것은 ill-posed 문제이다. 계산된 시간 변수들에서의 작은 변화들이 이로부터 산출된 속도들에 커다란 수평적 변화를 가져올 수 있으며 이는 종종 역산 알고리듬의 인위적인 오차를 유발한다. 이러한 인위적인 오차들은 모델링을 통해 인지되거나 보정되지 않는다. 그러므로 만약 모델에 근거한 역산을 통해 정밀한 지하 굴절 모델을 얻고자 한다면 정확한 초기 모델이 필요하다. 탄성파속도에서 인위적인 오차의 원인은 일반적으로 불규칙한 굴절면에 있다. 대부분의 경우에 GRM 방법을 이용하면 불규칙한 굴절면을 다룰 수 있고 굴절면의 정밀한 초기 모델을 만들 수 있다. 하지만 지표에 매우 가까운 극천부 지역 또한 불규칙하다면 GRM 방법의 효능은 감소하고 풍화대 보정이 필요하다. 천부 불균질대에 대한 일반적인 보정방법들은 수평적 확장이 제한된 극천부지역의 불균질대의 경우 효과적이지 못하다. 이럴 경우 GRM 평활화 통계적 방법(Smoothing Statics Method; SSM)이 지층의 속도를 좀 더 정확하게 평가할 수 있는 간단하고 실용적인 방법이다. GRM SSM 방법은 제로 XY 값을 가지고 계산된 시간-심도값들로부터 실제 XY 값을 가지고 얻어진 시간-심도값들의 평균값을 빼줌으로써 평활화 정보정을 수행한다. 심도가 깊어질수록 시간-심도값들이 XY 값에 따라 크게 변하지 않으므로 이들의 평균값은 최적값과 훨씬 더 같아진다. 그러나 극천부의 불균질대에 대해 시간-심도값들은 XY 값들이 증가함에 따라 수평적으로 이동하고 평균화 과정을 통해 대폭 감소한다. 결과적으로, XY값들에 대해 평균화된 시간-심도단면도는 천부의 불균질대에 대한 보정에 효과적이다. 또한 제로 XY 값을 가지고 계산된 시간-심도값들은 천부 불균질대의 영향과 대상 굴절면에 대한 시간-심도값들의 합으로 주어지므로 그들의 차는 정보정을 위해 주시로부터 빼주어야 할 대략적인 값들을 제공한다. GRM SSM 방법은 결정론적인 풍화대에 대한 보정법이라기 보다는 평활화 과정이다. 이 방법은 수평적으로 확장이 매우 제한된 천부 불균질대에 대해 가장 효과적이다. 모델과 현장 적용 결과들을 통해 GRM SSM 방법을 이용하여 불규칙한 굴절면을 가진 지층들에 대해 좀 더 신뢰할 수 있는 정밀한 탄성파 속도를 산출할 수 있음을 보여주고 있다.

CNN을 적용한 한국어 상품평 감성분석: 형태소 임베딩을 중심으로 (Sentiment Analysis of Korean Reviews Using CNN: Focusing on Morpheme Embedding)

  • 박현정;송민채;신경식
    • 지능정보연구
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    • 제24권2호
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    • pp.59-83
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    • 2018
  • 고객과 대중의 니즈를 파악하기 위한 감성분석의 중요성이 커지면서 최근 영어 텍스트를 대상으로 다양한 딥러닝 모델들이 소개되고 있다. 본 연구는 영어와 한국어의 언어적인 차이에 주목하여 딥러닝 모델을 한국어 상품평 텍스트의 감성분석에 적용할 때 부딪히게 되는 기본적인 이슈들에 대하여 실증적으로 살펴본다. 즉, 딥러닝 모델의 입력으로 사용되는 단어 벡터(word vector)를 형태소 수준에서 도출하고, 여러 형태소 벡터(morpheme vector) 도출 대안에 따라 감성분석의 정확도가 어떻게 달라지는지를 비정태적(non-static) CNN(Convolutional Neural Network) 모델을 사용하여 검증한다. 형태소 벡터 도출 대안은 CBOW(Continuous Bag-Of-Words)를 기본적으로 적용하고, 입력 데이터의 종류, 문장 분리와 맞춤법 및 띄어쓰기 교정, 품사 선택, 품사 태그 부착, 고려 형태소의 최소 빈도수 등과 같은 기준에 따라 달라진다. 형태소 벡터 도출 시, 문법 준수도가 낮더라도 감성분석 대상과 같은 도메인의 텍스트를 사용하고, 문장 분리 외에 맞춤법 및 띄어쓰기 전처리를 하며, 분석불능 범주를 포함한 모든 품사를 고려할 때 감성분석의 분류 정확도가 향상되는 결과를 얻었다. 동음이의어 비율이 높은 한국어 특성 때문에 고려한 품사 태그 부착 방안과 포함할 형태소에 대한 최소 빈도수 기준은 뚜렷한 영향이 없는 것으로 나타났다.

Sesquiterpenoids Bioconversion Analysis by Wood Rot Fungi

  • Lee, Su-Yeon;Ryu, Sun-Hwa;Choi, In-Gyu;Kim, Myungkil
    • 한국균학회소식:학술대회논문집
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    • 한국균학회 2016년도 춘계학술대회 및 임시총회
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    • pp.19-20
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    • 2016
  • Sesquiterpenoids are defined as $C_{15}$ compounds derived from farnesyl pyrophosphate (FPP), and their complex structures are found in the tissue of many diverse plants (Degenhardt et al. 2009). FPP's long chain length and additional double bond enables its conversion to a huge range of mono-, di-, and tri-cyclic structures. A number of cyclic sesquiterpenes with alcohol, aldehyde, and ketone derivatives have key biological and medicinal properties (Fraga 1999). Fungi, such as the wood-rotting Polyporus brumalis, are excellent sources of pharmaceutically interesting natural products such as sesquiterpenoids. In this study, we investigated the biosynthesis of P. brumalis sesquiterpenoids on modified medium. Fungal suspensions of 11 white rot species were inoculated in modified medium containing $C_6H_{12}O_6$, $C_4H_{12}N_2O_6$, $KH_2PO_4$, $MgSO_4$, and $CaCl_2$ for 20 days. Cultivation was stopped by solvent extraction via separation of the mycelium. The metabolites were identified as follows: propionic acid (1), mevalonic acid lactone (2), ${\beta}$-eudesmane (3), and ${\beta}$-eudesmol (4), respectively (Figure 1). The main peaks of ${\beta}$-eudesmane and ${\beta}$-eudesmol, which were indicative of sesquiterpene structures, were consistently detected for 5, 7, 12, and 15 days These results demonstrated the existence of terpene metabolism in the mycelium of P. brumalis. Polyporus spp. are known to generate flavor components such as methyl 2,4-dihydroxy-3,6-dimethyl benzoate; 2-hydroxy-4-methoxy-6-methyl benzoic acid; 3-hydroxy-5-methyl phenol; and 3-methoxy-2,5-dimethyl phenol in submerged cultures (Hoffmann and Esser 1978). Drimanes of sesquiterpenes were reported as metabolites from P. arcularius and shown to exhibit antimicrobial activity against Gram-positive bacteria such as Staphylococcus aureus (Fleck et al. 1996). The main metabolites of P. brumalis, ${\beta}$-Eudesmol and ${\beta}$-eudesmane, were categorized as eudesmane-type sesquiterpene structures. The eudesmane skeleton could be biosynthesized from FPP-derived IPP, and approximately 1,000 structures have been identified in plants as essential oils. The biosynthesis of eudesmol from P. brumalis may thus be an important tool for the production of useful natural compounds as presumed from its identified potent bioactivity in plants. Essential oils comprising eudesmane-type sesquiterpenoids have been previously and extensively researched (Wu et al. 2006). ${\beta}$-Eudesmol is a well-known and important eudesmane alcohol with an anticholinergic effect in the vascular endothelium (Tsuneki et al. 2005). Additionally, recent studies demonstrated that ${\beta}$-eudesmol acts as a channel blocker for nicotinic acetylcholine receptors at the neuromuscular junction, and it can inhibit angiogenesis in vitro and in vivo by blocking the mitogen-activated protein kinase (MAPK) signaling pathway (Seo et al. 2011). Variation of nutrients was conducted to determine an optimum condition for the biosynthesis of sesquiterpenes by P. brumalis. Genes encoding terpene synthases, which are crucial to the terpene synthesis pathway, generally respond to environmental factors such as pH, temperature, and available nutrients (Hoffmeister and Keller 2007, Yu and Keller 2005). Calvo et al. described the effect of major nutrients, carbon and nitrogen, on the synthesis of secondary metabolites (Calvo et al. 2002). P. brumalis did not prefer to synthesize sesquiterpenes under all growth conditions. Results of differences in metabolites observed in P. brumalis grown in PDB and modified medium highlighted the potential effect inorganic sources such as $C_4H_{12}N_2O_6$, $KH_2PO_4$, $MgSO_4$, and $CaCl_2$ on sesquiterpene synthesis. ${\beta}$-eudesmol was apparent during cultivation except for when P. brumalis was grown on $MgSO_4$-free medium. These results demonstrated that $MgSO_4$ can specifically control the biosynthesis of ${\beta}$-eudesmol. Magnesium has been reported as a cofactor that binds to sesquiterpene synthase (Agger et al. 2008). Specifically, the $Mg^{2+}$ ions bind to two conserved metal-binding motifs. These metal ions complex to the substrate pyrophosphate, thereby promoting the ionization of the leaving groups of FPP and resulting in the generation of a highly reactive allylic cation. Effect of magnesium source on the sesquiterpene biosynthesis was also identified via analysis of the concentration of total carbohydrates. Our current study offered further insight that fungal sesquiterpene biosynthesis can be controlled by nutrients. To profile the metabolites of P. brumalis, the cultures were extracted based on the growth curve. Despite metabolites produced during mycelia growth, there was difficulty in detecting significant changes in metabolite production, especially those at low concentrations. These compounds may be of interest in understanding their synthetic mechanisms in P. brumalis. The synthesis of terpene compounds began during the growth phase at day 9. Sesquiterpene synthesis occurred after growth was complete. At day 9, drimenol, farnesol, and mevalonic lactone (or mevalonic acid lactone) were identified. Mevalonic acid lactone is the precursor of the mevalonic pathway, and particularly, it is a precursor for a number of biologically important lipids, including cholesterol hormones (Buckley et al. 2002). Farnesol is the precursor of sesquiterpenoids. Drimenol compounds, bi-cyclic-sesquiterpene alcohols, can be synthesized from trans-trans farnesol via cyclization and rearrangement (Polovinka et al. 1994). They have also been identified in the basidiomycota Lentinus lepideus as secondary metabolites. After 12 days in the growth phase, ${\beta}$-elemene caryophyllene, ${\delta}$-cadiene, and eudesmane were detected with ${\beta}$-eudesmol. The data showed the synthesis of sesquiterpene hydrocarbons with bi-cyclic structures. These compounds can be synthesized from FPP by cyclization. Cyclic terpenoids are synthesized through the formation of a carbon skeleton from linear precursors by terpene cyclase, which is followed by chemical modification by oxidation, reduction, methylation, etc. Sesquiterpene cyclase is a key branch-point enzyme that catalyzes the complex intermolecular cyclization of the linear prenyl diphosphate into cyclic hydrocarbons (Toyomasu et al. 2007). After 20 days in stationary phase, the oxygenated structures eudesmol, elemol, and caryophyllene oxide were detected. Thus, after growth, sesquiterpenes were identified. Per these results, we showed that terpene metabolism in wood-rotting fungi occurs in the stationary phase. We also showed that such metabolism can be controlled by magnesium supplementation in the growth medium. In conclusion, we identified P. brumalis as a wood-rotting fungus that can produce sesquiterpenes. To mechanistically understand eudesmane-type sesquiterpene biosynthesis in P. brumalis, further research into the genes regulating the dynamics of such biosynthesis is warranted.

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