• 제목/요약/키워드: L-curve

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분류 및 회귀문제에서의 분류 성능과 정확도를 동시에 향상시키기 위한 새로운 바이어스 스케줄링 방법 (A New Bias Scheduling Method for Improving Both Classification Performance and Precision on the Classification and Regression Problems)

  • 김은미;박성미;김광희;이배호
    • 한국정보과학회논문지:소프트웨어및응용
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    • 제32권11호
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    • pp.1021-1028
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    • 2005
  • 분류 및 회계문제에서의 일반적인 해법은, 현실 세계에서 얻은 정보를 행렬로 사상하거나, 이진정보로 변형하는 등 주어진 데이타의 가공과 이를 이용한 학습에서 찾을 수 있다. 본 논문은 현실세계에 존재하는 순수한 데이타를 근원공간이라 칭하며, 근원 데이타가 커널에 의해 사상된 행렬을 이원공간이라 한다. 근원공간 혹은 이원공간에서의 분류문제는 그 역이 존재하는 문제 즉, 완전해가 존재하는 문제와, 그 역이 존재하지 않거나, 역의 원소 값들이 무한히 커지는 불량조건 흑은 특이조건인 두 가지 형태로 존재한다. 특히, 실제 문제에 있어서 완전 해를 가진 문제이기 보다는 후자에 가까운 형태로 나타나게 된다. 결론적으로 근원데이타나 이원데이타를 이용한 문제를 해결하기 위해서는 많은 경우에 완전 해를 갖는 문제로 변형시키는 정규화과정이 필요하다. 본 논문에서는 이러한 정규화 인수를 찾는 문제를 기존의 GCV, L-Curve, 그리고 이원공간에서의 데이타를 RBF 신경회로망에 적용시킨 커널 학습법에 대한 각각의 성능을 비교실험을 통해 고찰한다. GCV와 L-Curve는 정규화 인수를 찾는 대표적인 방법으로 두 방법 모두 성능면에서 동등하며 문제의 조건에 따라 다소 차이를 보인다. 그러나 이러한 두 방법은 문제해를 구하기 위해서는 정규화 인수를 구한후 문제를 재정의하는 이원적인 문제해결이라는 취약점을 갖는다. 반면, RBF 신경회로망을 이용한 방법은 정규화 인수와 해를 동시에 학습하는 단일화된 방법이 된다. 이때 커널을 이용한 학습법의 성능을 향상하기 위해, 전체학습과 성능의 제한적 비례관계라는 설정아래, 각각의 학습에 따라 능동적으로 변화하는 동적모멘텀의 도입을 제안한다. 동적모멘트는 바이어스 학습을 포함한 방법과 포함하지 않은 방법에 각각 적용분석하였다. 끝으로 제안된 동적모멘텀이 분류문제의 표준인 Iris 데이터, Singular 시스템의 대표적 모델인 가우시안 데이타, 그리고 마지막으로 1차원 이미지 복구문제인 Shaw데이타를 이용한 각각의 실험에서 분류문제와 회계문제 양쪽 모두에 있어 기존의 GCV, L-Curve와 동등하거나 우수한 성능이 있음을 보인다.

STRUCTURE OF THE SPIRAL GALAXY NGC 300 II. Applications of the Mass Models

  • Rhee, Myung-Hyun;Chun, Mun-Suk
    • 천문학회지
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    • 제25권1호
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    • pp.11-21
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    • 1992
  • Applying mass model to disk galaxy NGC 300, since the observed rotation curve of NGC 300 is flatter than Toomre's mass model n = 1, two cases are used; obtaining parameters $a^n$ and $b^n$ from the polynomial fitting of the observed rotation curve (case A) and from the least square fitting between the observed rotation curve and model rotation curve (case B). In any case, n bas a fixed value of 1. Brandt's mass model is also discussed. which has a shape parameter n = 1.4. Calculated total mass and total mass to luminosity ratio are $3.3{\times}10^{10}M_{\odot}$, l2.1 for case A and $2.8{\times}10^{10}M_{\odot}$, 10.3 for case B. In case of Brandt's model, the values are $4.2{\times}10^{10}M_{\odot}$ and 15.4. The rise in the local mass to luminosity ratio in the outer part of NGC 300 implies existence of massive halo. Other dynamical properties are also discussed.

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ESTIMATES FOR SCHRÖDINGER MAXIMAL OPERATORSALONG CURVE WITH COMPLEX TIME

  • Niu, Yaoming;Xue, Ying
    • 대한수학회지
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    • 제57권1호
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    • pp.89-111
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    • 2020
  • In the present paper, we give some characterization of the L2 maximal estimate for the operator Pta,γf(Γ(x, t)) along curve with complex time, which is defined by $$P^t_{a,{\gamma}}f({\Gamma}(x,t))={\displaystyle\smashmargin{2}{\int\nolimits_{\mathbb{R}}}}\;e^{i{\Gamma}(x,t){\xi}}e^{it{\mid}{\xi}{\mid}^a}e^{-t^{\gamma}{\mid}{\xi}{\mid}^a}{\hat{f}}({\xi})d{\xi}$$, where t, γ > 0 and a ≥ 2, curve Γ is a function such that Γ : ℝ×[0, 1] → ℝ, and satisfies Hölder's condition of order σ and bilipschitz conditions. The authors extend the results of the Schrödinger type with complex time of Bailey [1] and Cho, Lee and Vargas [3] to Schrödinger operators along the curves.

Model-independent constraints on the light-curve parameters and reconstructions of the expansion history from Type Ia supernovae

  • 구한울
    • 천문학회보
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    • 제44권2호
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    • pp.54.1-54.1
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    • 2019
  • We use iterative smoothing reconstruction method along with exploring in the parameter space of the light curves of the JLA supernova compilation (Joint Light-curve Analysis) to simultaneously reconstruct the expansion history of the universe as well as putting constrains on the light curve parameters without assuming any cosmological model. Our constraints on the light curve parameters of the JLA from our model-independent analysis seems to be closely in agreement with results assuming ΛCDM cosmology or using Chevallier-Polarski-Linder (CPL) parametrization for the equation of state of dark energy. This implies that there is no hidden significant feature in the data that could be neglected by cosmology model assumption. The reconstructed expansion history of the universe and properties of dark energy seems to be in good agreement with expectations of the standard ΛCDM model. Our results also indicate that the data allows a considerable flexibility for expansion history of the universe.

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Enhancement of Carbon Dioxide Fixation by Alteration of Illumination during Chlorella Vulgaris-Buitenzorg's Growth

  • Wijanarko Anondho;Dianursanti Dianursanti;Gozan Misri;Andika Sang Made Krisna;Widiastuti Paramita;Hermansyah Heri;Witarto Arief Budi;Asami Kazuhiro;Soemantojo Roekmijati Widaningroem;Ohtaguchi Kazuhisa;Koo Song-Seung
    • Biotechnology and Bioprocess Engineering:BBE
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    • 제11권6호
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    • pp.484-488
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    • 2006
  • Alteration of illumination with optimum carbon dioxide fixation-based curve in this research successfully enhanced the $CO_{2}-fixation\;(q_CO_{2}$ capability of Chlorella vulgaris Buitenzorg cultivated in a bubble column photo bioreactor. The level of $CO_{2}$ fixation was up to 1.91 times that observed from cultivation with intensification of illumination on an optimum growth-based curve. During 144 h of cultivation, alteration of light intensity on an optimum $CO_{2}-fixation-based$ curve produced a $q_CO_{2}$ of $12.8\;h^{-1}$. Meanwhile, alteration of light intensity with a growth-based curve only produced a $q_CO_{2}$ of $6.68\;h^{-1}$. Increases in light intensity based on a curve of optimum $CO_{2}-fixation$ produced a final cell concentration of about 5.78 g/L. Both cultivation methods were carried out under ambient pressure at a temperature of $29^{\circ}C$ with a superficial gas velocity of $2.4\;m/h(U_{G}$. Cells were grown on Beneck medium in a 1.0 L Bubble Column Photo bioreactor illuminated by a Phillips Halogen Lamp (20 W/12 V/50 Hz). The inlet gas had a carbon dioxide content of 10%.

Determination of Critical Nitrogen Concentration and Dilution Curve for Rice Growth

  • Lee, Byun-Woo;Cui, Ri-Xian;Kim, Min-Ho;Kim, Jun-Hwan;Nam, Hong-Shik
    • 한국작물학회지
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    • 제47권2호
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    • pp.127-131
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    • 2002
  • Critical nitrogen concentration (Nc), which is defined as the minimum % N in shoots required to maintain the maximum growth rate of top dry weight (W) at any time, was determined for rice plant. Using two rice varietal groups, japonica varieties and an indica $\times$ japonica "Dasanbyeo", 18 data points fulfilling the statistical criteria for determining Nc were obtained through eight N-fertilization experiments over two years at Suwon (37$^{\circ}$16'N), Korea. Nc dilution curve for each variety was obtained by fitting the Nc-W relationship to power function. However, The critical nitrogen curves for the two variety groups were not different statistically. Thus, a Nc dilution curve was fitted for the Nc data points pooled over the two variety groups and proposed in rice as: Nc=4.08, where W<1.73 t h $a^{-1}$ , Nc=5.197 $W^{0.425}$3/ ($R^2$=0.964), where 1.73 t h $a^{-1}$ <W<12 t h $a^{-l}$. The Nc for W<1.73 t h $a^{-l}$ were estimated as a constant value of 4.08%, the mean value of the maximum N concentration for N-limiting condition and the minimum N concentration for N non-limiting condition. The model for Nc is applicable to diagnosing the nitrogen nutrition status during the rice growth period from emergence to heading stage. The Nc curve well discriminated the 144 data points between the N limiting and the N non-limiting groups regardless of varieties, cultural methods, and years.-limiting groups regardless of varieties, cultural methods, and years.

ORP와 pH 측정에 의한 간헐폭기 고도처리 공정 제어의 평가 (State Evaluation of Nutrient Removal in an Intermittent Aeration Process by Monitoring ORP & pH)

  • 고광백;서준석
    • 한국물환경학회지
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    • 제18권4호
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    • pp.401-409
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    • 2002
  • In this study, to evaluate the applicability of ORP and pH as process control parameters for an intermittent aeration process, a 200L/d bench-scale plant was installed and operated for 90 days. It was fed with synthetic wastewater which contained $COD_{Cr}$ : 400mg/L, TN : 40mg/L and TP : 7mg/L. ORP & pH were measured on-line and compared with the variation of nutrient concentrations. As the results, both of the ORP and pH were able to monitor successfully nitrification and denitrification. Bending-points on the ORP curve and peak points on the pH curve corresponded to the termination of nitrification and denitrification. For P uptake and release, pH was the best indicator for performance evaluation. The aerobic pH apex was appeared when P uptake was accomplished and there was a relationship between the P release and pH variation. But the pH curve needed filtering because there were many noises on it. In this study, the shape of the ORP & pH curves were varied as the operating conditions such as aeration rates and organic loads were changed. It allowed the operating states of biological systems to be effectively evaluated. If it is properly managed to show the bending points and peak points clearly, the on-line monitoring of ORP & pH will be a reliable and effective technique for process control of intermittent aeration processes.

자동차용 머플러의 피로수명평가를 위한 통계적 분석 (Statistical Analysis for Fatigue Life Evaluation of Vehicle Muffler)

  • 최지훈;이용준;윤진호;강성수
    • 대한기계학회논문집A
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    • 제37권3호
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    • pp.365-372
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    • 2013
  • 한정된 수량의 시험편만으로 자동차용 머플러의 신뢰도 높은 내구수명데이터를 얻기 위하여 통계적 피로수명 평가법을 이용하였다. 시험품은 실제 차량에 적용되는 것과 동일하게 제작하였고, 하중제어 반복굽힘 피로시험을 수행하였다. 피로시험을 통해 얻은 데이터를 정규분포, 대수정규분포, 와이블분포로 적용하여 각각의 곡선들을 비교하였으며 와이블분포의 경우 최우추정법, 최소제곱법, 가중치를 적용한 최소제곱법을 이용하여 모수를 각각 추정하였다. 각각의 확률분포에 대해 적합도 검정을 수행하였으며 최종적으로 최소제곱법을 이용한 와이블분포가 선정되었다. 선정된 와이블분포로 피로특성을 반영한 확률-모멘트-수명 곡선(P-M-N Curve)을 제시함으로서 자동차용 머플러의 신뢰성 설계를 위한 기초자료로써 활용이 가능하도록 하였다.

알루미늄 화합물 혼합촉매계의 L-lactide 용액중합 특성 연구 (Study on Solution Polymerization Behaviors by Mixed Aluminium Compound Catalysts)

  • 유지연;김다희;고영수
    • 폴리머
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    • 제36권5호
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    • pp.593-598
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    • 2012
  • 본 연구에서는 Al계 화합물 혼합촉매 시스템의 L-lactide 용액중합을 실시하여 단일 Al계 화합물과 Al계 혼합화합물의 용액중합 특성의 차이를 비교하였다. $Al(O-i-Pr)_3$와 triisobutylaluminium(TIBA)를 혼합한 촉매의 경우 생성된 polylactide(PLA)의 분자량은 $Al(O-i-Pr)_3$의 조성이 증가할수록 대체적으로 감소하였다. 분자량 분포곡선은 혼합촉매 시스템의 경우 고분자량 부분에서 shoulder가 형성되었으며 TIBA가 80%인 경우에는 거의 bimodal 형태의 곡선을 가졌다. Trimethylaluminium(TMA)와 TIBA를 혼합한 촉매를 이용한 결과 TMA의 조성비가 증가할수록 전환율은 감소하였다. Trioctylaluminium(TOA)와 TIBA를 혼합한 촉매를 이용하여 생성된 PLA의 전환율은 TOA의 양이 증가함에 따라 점점 감소하였다. 분자량 분포곡선은 TOA 조성비가 40%부터 크게 줄기 시작하여 unimodal 특성을 보였다. 이러한 다양한 조합의 Al계 혼합촉매 시스템을 통해 GPC 곡선에서 PLA의 고분자량 shoulder을 형성할 수 있다.

Antifungal Activity of Bee Venom and Sweet Bee Venom against Clinically Isolated Candida albicans

  • Lee, Seung-Bae
    • 대한약침학회지
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    • 제19권1호
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    • pp.45-50
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    • 2016
  • Objectives: The purpose of this study was to investigate the antifungal effect of bee venom (BV) and sweet bee venom (SBV) against Candida albicans (C. albicans) clinical isolates. Methods: In this study, BV and SBV were examined for antifungal activities against the Korean Collection for Type Cultures (KCTC) strain and 10 clinical isolates of C. albicans. The disk diffusion method was used to measure the antifungal activity and minimum inhibitory concentration (MIC) assays were performed by using a broth microdilution method. Also, a killing curve assay was conducted to investigate the kinetics of the anti-fungal action. Results: BV and SBV showed antifungal activity against 10 clinical isolates of C. albicans that were cultured from blood and the vagina by using disk diffusion method. The MIC values obtained for clinical isolates by using the broth microdilution method varied from $62.5{\mu}g/mL$ to $125{\mu}g/mL$ for BV and from $15.63{\mu}g/mL$ to $62.5{\mu}g/mL$ for SBV. In the killing-curve assay, SBV behaved as amphotericin B, which was used as positive control, did. The antifungal efficacy of SBV was much higher than that of BV. Conclusion: BV and SBV showed antifungal activity against C. albicans clinical strains that were isolated from blood and the vagina. Especially, SBV might be a candidate for a new antifungal agent against C. albicans clinical isolates.