• Title/Summary/Keyword: 비활성화

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Performance Improvement Method of Deep Neural Network Using Parametric Activation Functions (파라메트릭 활성함수를 이용한 심층신경망의 성능향상 방법)

  • Kong, Nayoung;Ko, Sunwoo
    • The Journal of the Korea Contents Association
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    • v.21 no.3
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    • pp.616-625
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    • 2021
  • Deep neural networks are an approximation method that approximates an arbitrary function to a linear model and then repeats additional approximation using a nonlinear active function. In this process, the method of evaluating the performance of approximation uses the loss function. Existing in-depth learning methods implement approximation that takes into account loss functions in the linear approximation process, but non-linear approximation phases that use active functions use non-linear transformation that is not related to reduction of loss functions of loss. This study proposes parametric activation functions that introduce scale parameters that can change the scale of activation functions and location parameters that can change the location of activation functions. By introducing parametric activation functions based on scale and location parameters, the performance of nonlinear approximation using activation functions can be improved. The scale and location parameters in each hidden layer can improve the performance of the deep neural network by determining parameters that minimize the loss function value through the learning process using the primary differential coefficient of the loss function for the parameters in the backpropagation. Through MNIST classification problems and XOR problems, parametric activation functions have been found to have superior performance over existing activation functions.

VVC Intra Coding Tool Selection for Low Complexity Video Coding (VVC 화면 내 부호화 복잡도 감소를 위한 부호화 기술 선택 방법)

  • Kim, Bumyoon;Park, Jeeyoon;Jeon, Byeungwoo
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2022.06a
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    • pp.199-200
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    • 2022
  • 최신 비디오 압축 표준인 VVC(Versatile Video Coding)의 화면 내 부호화 기술이 사용하는 MIP (Matrix-based Intra Prediction), MRLP (Multiple Reference Line Prediction), ISP (Intra Sub-Partition) 기술의 성능평가를 위하여 VTM (VVC Test Model) 10.0 을 이용한 각 기술들의 비활성화 성능은 보고된 바 있지만, 최근 버전인 VTM 16.0 을 기준으로 하나 또는 복수개의 기술을 비활성화 하였을 때의 성능은 아직 보고된 바 없다. 본 논문에서는 VVC 의 화면 내 부호화 기술들을 활성화 및 비활성화 성능실험을 통하여 부호화 성능 또는 부호화 복잡도를 우선시하는 응용에 따라 VVC 부호화기를 경량화 시킬 수 있는 부호화 기술 선택 방법을 제안한다.

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Adsorption Analysis of Benzene Vapor in a Fixed-Bed of Granular Activated Carbon (활성탄 충전층에서 벤젠 증기의 흡착특성)

  • Kim, Seong-Soo;Kim, Jong-Hyun;Park, Sang-Wook
    • Korean Chemical Engineering Research
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    • v.47 no.4
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    • pp.495-500
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    • 2009
  • Activated carbon was used as an adsorbent to capture benzene vapor from gaseous stream of nitrogen in a fixed-bed to obtain the breakthrough data. The deactivation model is used to analyze the adsorption kinetics of benzene vapor using the experimental breakthrough data. The experimental breakthrough data are fitted very well to the deactivation model than the adsorption isotherm models in the literature.

막전압 고정 실험을 위한 시뮬레이션 프로그램의 활용

  • Kim, Min-Cheol;Kim, Won-Bae;Im, Chae-Heon;Yeom, Jae-Beom
    • Proceeding of EDISON Challenge
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    • 2017.03a
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    • pp.719-725
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    • 2017
  • 막전압 고정 기법은 세포막 이온통로의 활성화 게이트, 비활성화 게이트의 물리적 성질 등을 밝힐 수 있다. 즉, 여러 다양한 펄스 프로토콜을 이용하여 활성화 게이트와 비활성화 게이트의 막전압 의존성을 구할 수 있다. 본 연구는 L-type $Ca^{2+}$ 통로의 모델을 막전압 고정 기법 시뮬레이션에 적용하여 최적의 펄스 프로토콜을 얻기 위한 방법을 제시하고자 하였다. 비활성화 게이트의 막전압 의존성을 구하는 경우, 테스트 전압에서 +10 mV의 전압으로 가기 전에 0 ms, 5 ms, 20 ms의 gap을 주었는데 이 중 5 ms의 gap을 주었을 때 모델과 가장 가까운 관계를 얻을 수 있었다. 다음으로 활성화 게이트의 막전압 의존성을 구하는 경우, 일반적인 방법으로는 실제 관계와 크게 다른 결과를 얻었으나, 0 mV 이하의 막전압에 대해서만 막전압 의존성을 구하는 방법을 사용하여 실제 관계와 근접한 결과를 얻을 수 있었다. 따라서, 본 시뮬레이션 프로그램을 적절히 이용한다면 실제 세포실험에서 정확한 수치를 얻기 위한 펄스 프로토콜을 얻는데 활용할 수 있을 것으로 본다.

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Stabilization of Tyrosinase for Catechol Production (Catechol생산을 위한 Tyrosinase의 안정화)

  • 박종현;김용환유영제이윤식
    • KSBB Journal
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    • v.9 no.5
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    • pp.525-531
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    • 1994
  • Tyrosinase has two types of enzymatic activities, cresolase catalyzing the hydroxylation of monophenol and catecholase catalyzing the oxidation of o-phenol. Gradual inactivation of the enzyme during the reaction is a barrier to be overcome for the commercial application of the enzyme. Tyrosinase was stabilized by modifying the lysine residue of the enzyme using glutaraldehyde. In addition to that, tyrosinase was also stabilized by adapting the continuous reactor system. In packed bed reactor quinone could be easily removed, so the stability of tyrosinase increased. Borate buffer retarded the reaction rate of catechol to quinone and consequently decreased the tyroslnase inactivation. Tyrosinase immobilizer on controlled pore glass showed significantly enhanced stability in a packed-bed reactor.

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Deactivation of V2O5/TiO2 catalytic system on the sulfuric oxides (V2O5/TiO2 촉매시스템의 황산화물에 대한 비활성화 특성)

  • Jang, Hyun Tae;Cha, Wang Seog
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.16 no.11
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    • pp.7433-7438
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    • 2015
  • Deactivation characteristics of $V_2O_5/TiO_2$ catalysts were studied for selective catalytic reduction(SCR) of NOx with ammonia in the presence of $SO_2$. Performance of catalyst was investigated for $deNO_x$ activity while changing temperature, $SO_2$ concentration. The activity of catalyst was decreased with the increase of $SO_2$ concentration and reaction time. Also, degree of activity drop was largely decreased with the increase of reaction temperature in the range of $250{\sim}300^{\circ}C$. Physicochemical properties of deactivated catalysts were characterized by BET, XRD, SEM, TPD analysis. According to the analysis results, deactivation phenomena occur due to the relatively high formation of ammonium sulfate salts, which created by unreacted ammonia and water in the presence of $SO_2$. It was revealed that ammonium sulfate cause the pore plogging of support and deposition of active matter.

Significant Attenuation of Aden-associate Virus Gene Expression by Catechol-conjugated Heparin Surface Coating (카테콜기가 도입된 헤파린의 표면고정화에 의한 아데노연관바이러스의 발현 억제에 관한 연구)

  • Do, Minjae;Lee, Slgirim;Jang, Jae-Hyung;Lee, Haeshin
    • Journal of Adhesion and Interface
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    • v.17 no.4
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    • pp.149-154
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    • 2016
  • In this study, natural polymer-based virus neutralizing agent was developed in an attempt to replace the conventional sterilization method for mammalian cell culture. A catechol conjugated heparin was synthesized by using EDC chemistry, and it show unique binding ability to virus which has heparin affinity (adenovirus, adeno-associated virus). To evaluate neutralization ability of catechol conjugated heparin, adeno-associated virus was used for test model, instead of using a pathogenic virus. The catechol conjugated heparin exhibited resistance to high concentration of salt and complete inactivation of adeno-associated virus. The result suggests that the catechol conjugated heparin, which is biocompatible and efficiency, may replace conventional sterilization method for mammalian cell culture.

Cell Cycle-Dependent Activity Change of Calcium/Calmodulin-Dependent Protein Kinase II (칼슘/calmodulin-의존적 단백질 인산화 효소 II의 동물세포 주기에 따른 활성도 변화에 관한 연구)

  • Koung, Hoon-Suh
    • The Journal of Natural Sciences
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    • v.9 no.1
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    • pp.1-7
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    • 1997
  • Calcium/calmodulin-dependent protein kinase II (CaMK-II) is responsible for the phosphorylation of proteins involved in various cellular functions. Since the level of intracellular calcium ($Ca_2+$) oscillate during the cell cycle, it is expected that the activity of CaMK-II is also dependent on the cell cycle. The kinase activity in NIH3T3 cells which were arrested at or released from certain phase of the cell cycle was measured and compared to that in the normally growing asynchronous control cells to investigate whether the activity of this kinase is cell cycle-dependent. Cells were arrested at G0, G1, G1/S, G2/M and M phase, respectively by use of various drugs which do not have any effect on the kinase activity of CaMK-II at G0, G1, G1/s and G2/M phase was similar to that of the control cells, whereas lower at M. Calcium-independent activity of CaMK_II by autophosphorylation was higher at M and, thus, higher autonomy at M, which represented the physiologically relevant activity of CaMK-II. A similar pattern of activity change of the kinase was demonstrated during the cell cycle of synchronized cells which were released from G1 arrest. These results indicate that the activity of CaMK-11 is cell cycle-dependent and is activity during the mitosis.

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핵산분해효소에 관 연구 제 3보 새로운 Carrier에 의한 Phosphodiesterare의 고정화

  • 이정치;양한철
    • Proceedings of the Korean Society for Applied Microbiology Conference
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    • 1979.10a
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    • pp.244.2-244
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    • 1979
  • 고분자 기질을 분해하는 효소의 고정화 후의 활성 yield을 높히고자 Polysaccharide의 표면에 acrylamide 및 N-hydroxysuccinimidyl acrylate을 graft 공중합 시킴으로써 긴 측쇄에 활성 ester을 가지는 새로운 carrier에 phosphiesterase을 고정화 시켰으며 이 고정화된 phosphodiesterase의 몇가지 성질을 조사하여 본래의 phosphiesterase의 성질과 비교하였다. 1) 이 Carrier에 phosphodiesterase을 직접 고정화시킨 결과 52%가 고정화되었으며 고정화된 효소는 38%의 비활성을 나타내 주었다. 2) phosphodiesterase는 이상과 같이 고정화됨으로써 최적작용 pH는 8.0부근에서 9.0부근으로 최적작용온도는 $50^{\circ}C부근에서$ $60^{\circ}C부근으로$ KM치는 1.11mg에서 2.1mg/ml로 변하였으며 열안정성은 훨씬 증가하여 본래의 phosphodiesterase의 열불활성속도상수가 0.4인데 고정화된 효소는 0.03 이었다. 또 $5^{\circ}C에서$ 수용액상태(pH 8.0 Tris buffer)로 6개월 보관후의 관존 활성은 본래의 효소가 0.2%인데 고정화된 효소는 42%로 높은 치를 나타내주었다.

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석탄 촤-수증기 가스화반응에서 알카리 금속염과 전이금속염 혼합물의 촉매활성

  • 이운재;김상돈
    • Proceedings of the Korea Society for Energy Engineering kosee Conference
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    • 1994.05a
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    • pp.9-14
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    • 1994
  • 알카리금속염 (K$_2$CO$_3$, $K_2$SO$_4$). 알카리 토금속염 (Ba(NO$_3$)$_2$), 철족금속염(Ni(NO$_3$)$_2$, FeSO$_4$) 으로 이루어진 여러가지 혼합물들이 반응온도 700~85$0^{\circ}C$ 하의 촤-수증기 가스화반응에서 나타내는 촉매활성을 열천칭 반응기를 사용하여 측정하였다. 비촉매 가스화반응에서 초기반응성은 수증기 분압에 비례하였다. 촉매 가스화반응에서 단일염 촉매의 경우 $K_2$CO$_3$ 가 가장 큰 활성을 나타내었으며, 다른 염들은 낮은 활성을 보였다. 혼합염의 경우 $K_2$SO$_4$에 철족염을 부가함에 따라 반응속도가 향상되었으며, $K_2$SO$_4$+Ni(NO$_3$)$_2$가 가장 큰 촉매활성을 나타내었다. $K_2$SO$_4$와 Ni(NO$_3$)$_2$ 의 촉매 활성은 담지량에 따라 증가하며, 석탄의 등급에 따라 감소하였다. $K_2$SO$_4$와 Ni(NO$_3$)$_2$의 혼합비는 같은 몰비로 혼합하였을때 가장 큰 활성을 나타내었다.

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