• 제목/요약/키워드: root stock

검색결과 116건 처리시간 0.026초

NARX 신경망 최적화를 통한 주가 예측 및 영향 요인에 관한 연구 (A Study on the stock price prediction and influence factors through NARX neural network optimization)

  • 전민종;이욱
    • 한국산학기술학회논문지
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    • 제21권8호
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    • pp.572-578
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    • 2020
  • 주식 시장은 기업 실적 및 경기 상황뿐만 아니라 정치, 사회, 자연재해 등 예기치 못한 요소들에 영향을 받는다. 이런 요소들을 고려한 정확한 예측을 위해서 다양한 기법들이 사용된다. 최근 인공지능 기술이 화두가 되면서 이를 활용한 주가 예측 시도 또한 이루어지고 있다. 본 논문은 단순히 주식 관련 데이터뿐만 아닌, 거시 경제적 지표 등을 활용한 여러 종류의 데이터를 이용하여 주가에 영향을 미치는 요소에 관한 연구를 제안한다. KOSDAQ을 대상으로 1년 치 종가, 외국인 비율, 금리, 환율 데이터를 다양하게 조합한 후에 딥러닝의 Nonlinear AutoRegressive with eXternal input (NARX) 모델을 활용한다. 이 모델을 통해 1달 치 데이터를 생성하고 각 데이터 조합을 통해 만들어진 예측값을 RMSE를 통해 실제값과 비교, 분석한다. 또한, 은닉층에서 뉴런의 수, 지연 시간을 다양하게 설정하여 RMSE를 비교한다. 분석 결과 뉴런은 10개, 지연 시간은 2로 설정하고, 데이터는 미국, 중국, 유럽, 일본 환율의 조합을 사용할 때 RMSE 0.08을 보이며 가장 낮은 오차를 기록하였다. 본 연구는 환율이 주식에 가장 영향을 많이 미친다는 점과 종가 데이터만 사용했을 때의 RMSE 값인 0.589에서 오차를 낮췄다는 점에 의의가 있다.

Pharmacognostic Evaluation of Ratanjot-Arnebia nobilis Rech.f.

  • Khatoon, Sayyada;Mehrotra, B.N.;Mehrotra, Shanta
    • Natural Product Sciences
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    • 제9권4호
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    • pp.286-290
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    • 2003
  • Ratanjot is attributed to eight species of Boraginacae species belonging to genera Alkanna, Arnebia, Maharanga and Onosma and regarded as one of the important herbal drugs of indigenous systems of medicine. The root and root stock, which form the actual drug, are considered to be an anthelmintic, antipyretic and antiseptic. They are also claimed to be useful in burn, eczema, wounds and eruptions, and used for treating the diseases of eyes, bronchitis, abdominal pains, itch, etc. Several workers reported that the Naphthaquinones (arnebins), the main active constituents of the drug, are responsible for its colour and therapeutic efficacy. It is claimed that the Arnebia nobilis was imported to India from Afghanistan but the red coloured roots resembling with A. nobilis were found to be gathered by local people for commercial purposes during the course of botanical surey of Himalayan region. Hence, it is decided to evaluate Arnebia nobilis pharmacognostically. The important macro-microscopic features of this species are roots 1-5 cm broad; outermost xylem with broad vessels and innermost with groups of radially arranged narrow vessels while the middle region occupied by alternate rings of clusters of broad and narrow vessels and presence of pith. Besides the percentage of arnebin-1, -3 and 4 are 9.37, 10.53 and 1.72 respectively.

Construction of Antibodies for Detection and Diagnosis of Cucumber green mottle mosaic virus from Watermelon Plants

  • Shim, Chang-Ki;Lee, Jung-Han;Hong, Sun-Min;Han, Ki-Soo;Kim, Hee-Kyu
    • The Plant Pathology Journal
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    • 제22권1호
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    • pp.21-27
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    • 2006
  • We immunized BALB/c mice with purified Cucumber green mottle mosaic virus isolate HY1 (CGMMV-HY1). Through the selection of positive clones that were grown on the HAT medium, four sensitive monoclonal clones (CG99-01, CG99-02, CG99-03, and CG99-04) were selected from 500 Hypoxanthine-guanine phosphoribosyltransferase positive hybridoma cells. Four sensitive clones of CGMMV-HYI were determined as IgM type of the subclass of mouse immunoglobulins Ig group. The titer of monoclonal antiserum against CGMMVHY1 was estimated 1:12,800 by the indirect ELISA. Although monoclonal antibodies (MAbs) from CG99-01 and from CG99-04 cross-reacted with Zucchini green mottle mosaic virus and Kyuri green mottle mosaic virus, MAb from the cell line CG99-03 was highly specific to CGMMV. No MAbs cross-reacted with Cucumber mosaic virus-Fny. Only CG99-04 reacted with Pepper mild mottle virus weakly and CG99-02 reacted with both CGMMV and KGMMV. CGMMV was detected from the rind of watermelon fruit by DAS-ELISA of CGMMV-HY1, but not from the flesh of watermelon. Average seed transmission rate of CGMMV in watermelon was $24\%$ from symptomatic watermelon collected from 5 regions of Gyeongnam province. CGMMV was detected by DAS-ELISA with specific MAb of CGMMVHY1 periodically from root stock, during the sequential process for nursery seedling in Haman. Necrotic spots on cotyledons of root stock seedling progressed to reveal the typical symptomatology on the primary leaves of scion upon grafting. Here, we have established MAb based ELISA system, which could accurately detect CGMMV from watermelon seeds, nursery seedlings, transplants and field samples from greenhouse or open out door field as well.

사과 왜성대목 M-9의 기내대량번식에 미치는 배양조건의 영향 (Effects of Several Factors on In Vitro Multiplication of Apple Root Stock, M.9 T-337)

  • 정재동;정삼택;백영관;김창길;박윤경;조동훈;박재석
    • 식물조직배양학회지
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    • 제28권1호
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    • pp.33-36
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    • 2001
  • 고밀도 저수고형의 성공적인 왜화재배를 위한 사과 왜성대목인 M.9 T-337의 대량증식체계를 확립하기 위하여 실험한 결과를 요약하면 다음과 같다. 초기 생장점 배양은 채취한 경정조직을 ascorbic acid와 citric acid를 각각 100 mgL$^{-1}$와 150mgL$^{-1}$로 혼합한 용액에 30분간 전처리한 다음, IBA 0.1 mgL$^{-1}$, GA 0.5 mgL$^{-1}$와 sucrose 30 gL$^{-1}$가 첨가된 MS 액체배지에서 50 rpm으로 2주간 진탕배양한 후, 한천 8 gL$^{-1}$가 첨가된 동일조성의 MS 배지에서 배양하는 것이 신초형성에 가장 좋았다. 발근은 증식된 신초를 1주일간 Hormex 1,000배 액이 첨가된 1/2 MS 기본배지에 IBA 0.5 mgL$^{-1}$, sucrose 30 gL$^{-1}$ 등이 함유된 배지에서 50 rpm으로 진탕배양한 다음 Hormex를 제외한 동일 조성의 한천배지에 옮겨 배양하였을 때 배양된 모든 유묘로부터 정상적인 발근을 유도할 수 있었다.

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Clonal Propagation in Commiphora Wightii (Arnott.) Bhandari

  • Mishra, Dhruv Kumar;Kumar, Devendra
    • Journal of Forest and Environmental Science
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    • 제30권2호
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    • pp.218-225
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    • 2014
  • Studies were carried out to standardize and develop a suitable macro-propagation technology for large scale production of superior clonal stock through stem cuttings in Commiphora wightii Arnott (Bhandari), a data deficient medicinal plant of arid region. For the purpose, three experiments were conducted. The first experiment was tried to elucidate the impact of various cutting diameters (0.50-0.75 cm, 0.75-1.00 cm, 1.00-1.50 cm, and >1.50 cm) in combination with varying growing conditions (sunlight, shade house and mist chamber) on shoot sprouting and rooting without using exogenous plant growth regulators. Cutting diameter (size 0.75-1.00 cm) in mist chamber has shown maximum sprouting (90.00%) and rooting (73.33%), primary root (6.67) and secondary root (16.67) followed by 1.00-1.51 cm in mist chamber. Minimum sprouting (40.00%), rooting (33.33%), number of shoot (1.33), primary root (1.00) and number of secondary root (1.00) was recorded in cutting diameter (size >1.50 cm) in sunlight. Second experiment was performed to find out optimum growth regulator concentration of rooting hormone (100, 200, 500 and 1000 ppm) of Indole-3-acetic acid (IAA) and Indole-3-butyric Acid (IBA) on adventitious root formation on cuttings diameter (size 0.25-0.50 cm) in comparison to control. Maximum rooting percentage (93.33%) was recorded in 200 ppm followed by 500 ppm (86.66%) of IBA as compared to control, which showed only 60 per cent sprouting. Third experiment was performed with newly formed juvenile micro-cuttings treated with varying concentrations of IAA and IBA. The juvenile cuttings (size 6-10 cm, basal dia <0.25 cm) were selected as micro-cuttings. The cuttings treated with IBA (500 ppm) showed 64.30% rooting as compared to other treatments. Results of above experiments indicate that cuttings (size 0.75-1.00 cm dia) may be developed in mist chamber for better performance. While using heavier cuttings, no growth promoting hormones is required however; growth regulator 200 ppm concentration of IBA rooting hormone was observed optimum for promoting macro-propagation in stem cuttings of lower diameter class (0.25-0.50 cm).

Effect of Photoperiod, Temperature and True-leaf Stage in Bolting Rate of Chicory (Cichorium intybus L. var. sativus)

  • Lim, Jung-Dae;Seo, Jeong-Sik;Lee, Hyeon-Yong;Kim, Jong-Dai;Lee, Jin-Ha;Yu, Chang-Yeon
    • Plant Resources
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    • 제7권1호
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    • pp.29-35
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    • 2004
  • Root chicory (Cichorium intybus L. var. sativus) is potential alternative medicinal and sugar crop which accumulates a high amount of linear polyfructan, inulin in its roots. A problem in root production is that over-wintered stock plants often flower. Once the plant becomes reproductive, stem elongation and root growth slows and floral buds arise from every node, rendering the plants useless for propagation. The objectives of this research was to examine the effectiveness of manipulating environmental factors containing photoperiod, temperature and number of leaf states. The experiment was performed in growth chamber to create two photoperiods (8 h, and 16 h) with three temperature regimes (5$^{\circ}C$/3$^{\circ}C$, 1$0^{\circ}C$/8$^{\circ}C$ and 15$^{\circ}C$/13$^{\circ}C$ day/night temperature) for a total of six treatments on three type of true-leaf stage of plant. Data of bolting rate, shoot and root length, shoot and fresh weight was invetigated in each treatments. This is the first report on changes in bolting rate and shoots and roots production during a whole growing season and differences in the effect of cold and photoperiod treatment depending on the true-leaf stage of plant.

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낮추베기 뽕나무 뿌리와 몇몇 토양화학성 분포에 관한 조사연구 (Distribution of Root System and Several Chemical Components of Soil on Low-Cutting Mulberry Field)

  • 이원주
    • 한국잠사곤충학회지
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    • 제22권1호
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    • pp.52-58
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    • 1980
  • 20년생 낮추베기 개양서반의 뽕밭에서 휴간 1.8m을 7등분으로, 2주간 1.2m를 7등분으로 각각 분할하고, 표토로부터 10cm씩 40cm 깊이의 토양을 구분 채취하여 총 196점에 대한 뿌리와 토양화학성분포를 조사 분석한바 그 결과는 다음과 같다. 1. 뿌리의 분포는 그루주변으로 갈수록 증가하늘 반면 pH 유효인산, Ca, Mg등은 이와 대조적으로 휴간에서 높았다. 2. 주간의 뿌리 및 토양화학성(pH, 유효인산, K, Ca, Mg등)은 비교적 균일한 분포를 보였다. 3. 층위별 뿌리의 분포는 10~20cm부위에서 가장 높은데 비해 0~10cm부에서는 20~30, 30~40에서 보다도 낮으며 pH, 유효인산, Ca, Mg, K등은 0~10cm부위에서 가장 높으며 심층으로 갈수록 낮아서, 사실상 양분의 효율적인 흡수가 극대점에 이르지 못한 것으로 판단되었다.

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The Effects of Foreign Direct Investment and Economic Absorptive Capabilities on the Economic Growth of the Lao People's Democratic Republic

  • NANTHARATH, Phouthakannha;KANG, Eungoo
    • The Journal of Asian Finance, Economics and Business
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    • 제6권3호
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    • pp.151-162
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    • 2019
  • The paper examines the effects of Foreign Direct Investment (FDI) on the economic growth of Lao People's Democratic Republic (Lao PDR) between 1993 and 2015. The investigation is based on the influence of growth and economic absorptive capability determinants such as human capital, trade openness, and institutional quality. The methodological analysis uses a multivariate framework accounting capital stock, labor stock, FDI, human capital, trade openness, and institutional quality in regression of the Vector Autoregressive model. Augmented Dickey-Fuller unit root test, Johansen Cointegration test, and Granger Causality test were applied as parts of the econometric time-series analysis approach. The empirical results demonstrate the positive effects of FDI and trade openness, and the negative effects of human capital and institutional quality on the economic growth of the Lao PDR over the 1993 to 2015 period. The findings confirm that trade openness complemented by a sufficient level of infrastructure, education, quality institutions, and transparency significantly influence economic growth and attract more FDI. Research results lend credence to the need for the Lao PDR's government to focus on improving its economic absorptive capability and economic competitiveness regionally and globally by improving wealth and resource management strategies, as failure to take this course of action could lead to the Dutch Disease effects.

베이지안 State-space 모델을 이용한 눈볼대 자원평가 및 관리방안 (Stock assessment and management of blackthroat seaperch Doederleinia seaperch using Bayesian state-space model)

  • 최지훈;김도훈;최민제;강희중;서영일;이재봉
    • 수산해양기술연구
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    • 제55권2호
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    • pp.95-104
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    • 2019
  • This study is aimed to take a stock assessment of blackthroat seaperch Doederleinia seaperch regarding the fishing effort of large-powered Danish Seine Fishery and Southwest Sea Danish Seine Fishery. For the assessment, the state-space model was implemented and the standardized catch per unit effort (CPUE) of large powered Danish Seine Fishery and Southwest Sea Danish Seine Fishery which is necessary for the model was estimated with generalized linear model (GLM). The model was adequate for stock assessment because its r-square value was 0.99 and root mean square error (RMSE) value was 0.003. According to the model with 95% confidence interval, maximum sustainable yield (MSY) of Blackthroat seaperch is from 2,634 to 6,765 ton and carrying capacity (K) is between 33,180 and 62,820. Also, the catchability coefficient (q) is between 2.14E-06 and 3.95E-06 and intrinsic growth rate (r) is between 0.31 and 0.72.

지황 조직배양주의 수량성과 성분함량 특성 (Characteristics in Tissue Cultured Plants of Chinese foxglove(Rehmannia glutinosa))

  • 박충헌;성낙술;김선규;백기엽
    • 식물조직배양학회지
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    • 제26권3호
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    • pp.205-209
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    • 1999
  • 지황 (Rehmannia glutinosa) 우량종묘 생산을 위하여 조직배양에 의해 생산된 종묘의 포장수량성을 평가하고 지표성분인 Catalpol과 유리당 함량 특성을 비교한 결과는 다음과 같다. 조직배양주의 종근저장성은 재래종에 비하여 약간 양호한 경향이었다. 또한 근장, 근경 등의 뿌리생육이 왕성하여 조직배양주의 수량성은 서천재래종 384kg/10 a에 비하여 1년차 묘는 112%, 2년차 묘는 246%까지 증수되는 결과를 보였다. 성분함량 특성비교에서는 총당함량이 서천재래 1.86%에 비하여 조직배양 1, 2년차 묘는 각각 1.21, 1.10%를 보였고, 지표성분인 Catalpol도 서천재래 0.46%에 비하여 조직배양 1, 2년차묘는 0.4%로 약간 감소되는 경향이었다. 이상의 결과에서 지황 조직배양주의 수량성은 재래종에 비하여 증수되는 특성을 보였다. 그러나 유리당과 Catalpol 함량은 약간 감소되는 경향이었는데 모본식물과 큰 차이를 보이지는 않았다.

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