• 제목/요약/키워드: entropy change

검색결과 257건 처리시간 0.024초

지역적 밝기 변화에 강인한 물체 인식을 위한 지역 서술자와 엔트로피 기반 유사도 척도에 관한 연구 (A study on a local descriptor and entropy-based similarity measure for object recognition system being robust to local illumination change)

  • 양정은;양승용;홍석근;조석제
    • Journal of Advanced Marine Engineering and Technology
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    • 제38권9호
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    • pp.1112-1118
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    • 2014
  • 본 논문에서는 지역적인 밝기 변화에 강인한 지역 서술자와 유사도 척도를 제안한다. 제안한 지역 서술자는 Haar 웨이블렛 필터를 이용하여 특징점과 주변의 주파수 특성을 포함한 지역 서술자를 정의하여 지역적으로 불균일한 조명의 영향에도 특징점을 명확히 서술할 수 있다. 제안한 유사도 척도는 기존의 엔트로피 기반의 유사도에 지역 서술자로 계산한 유사도를 결합한 형태이다. 이는 지역적인 조명의 변화가 발생한 영역의 유사도를 정확히 반영할 수 있다. 실험을 통해 제안한 방법의 성능을 검증하였다.

Study of protein loop conformational changes by free energy estimation using colony energy

  • Kang, Beom Chang;Lee, Gyu Rie;Seok, Chaok
    • EDISON SW 활용 경진대회 논문집
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    • 제3회(2014년)
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    • pp.63-74
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    • 2014
  • Predicting protein loop structures is an important modeling problem since protein loops are often involved in diverse biological functions by participating in enzyme active sites, ligand binding sites, etc. However, loop structure prediction is difficult even when structures of homologous proteins are known due to large sequence and structure variability among loops of homologous proteins. Therefore, an ab initio approach is necessary to solve loop modeling problems. One of the difficulties in the development of ab initio loop modeling method is to derive an accurate scoring function that closely approximates the true free energy function. In particular, entropy as well as energy contribution have to be considered adequately for loops because loops tend to be flexible compared to other parts of protein. In this study, the contribution of conformational entropy is considered in scoring loop conformations by employing "colony energy" which was previously proposed to estimate the free energy for an ensemble of conformations. Loop conformations were generated by using two EDISON_Chem programs GalaxyFill and GalaxySC, and colony energy was designed for this sampling by tuning relevant parameters. On a test set of 40 loops, the accuracy of predicted loop structure improved on average by scoring with the colony energy compared to scoring by energy alone. In addition, high correlation between colony energy and deviation from the native structure suggested that more extensive sampling can further improve the prediction accuracy. In another test on 6 ligand-binding loops that show conformational changes by ligand binding, both ligand-free and ligand-bound states could be identified by using colony energy when no information on the ligand-bound conformation is used.

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스팸성 자질과 URL 자질의 공동 학습을 이용한 최대 엔트로피 기반 스팸메일 필터 시스템 (A Spam Filter System Based on Maximum Entropy Model Using Co-training with Spamminess Features and URL Features)

  • 공미경;이경순
    • 정보처리학회논문지B
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    • 제15B권1호
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    • pp.61-68
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    • 2008
  • 본 논문에서는 스팸메일에 나타나는 스팸성 자질과 URL 자질의 공동 학습을 이용한 최대엔트로피모델 기반 스팸 필터 시스템을 제안한다. 스팸성 자질은 스패머들이 스팸메일에 인위적으로 넣는 강조 패턴이나 필터 시스템을 통과하기 위해 비정상적으로 변형시킨 단어들을 말한다. 스팸성 자질 외에 반복적으로 나타나는 URL과 비정상적인 URL도 자질로 사용하였다. 메일에 나타난 정상적인 URL과 필터 시스템을 피하기 위해 변형된 비정상적인 URL들이 스팸 메일을 걸러내는데 도움을 줄 수 있기 때문이다. 또한 스팸성 자질과 URL자질을 이용한 공동 학습을 하였다. 공동 학습은 학습 과정에서 두 자질을 독립적으로 이용한 비지도 학습 방법으로 정답을 모르는 문서를 이용할 수 있다는 장점을 갖는다. 실험을 통해 스팸성 자질과 URL을 이용함으로써 스팸 필터 시스템의 성능을 향상시킬 수 있음을 확인하였으며 두 자질 집합을 이용한 공동 학습이 필요한 학습 문서의 수를 감소시키면서, 정확도는 일괄 학습 정확도에 근접한다는 것을 확인하였다.

디지털 방사선에서 격자 비에 따른 영상변화에 관한 연구 (A Study on Image Change according to Grid Ratio in Digital Radiography )

  • 정성훈
    • 대한방사선기술학회지:방사선기술과학
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    • 제46권2호
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    • pp.89-97
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    • 2023
  • With the introduction of the D.R system, the grid with high removal rate of scattered radiation is selected and used without considering the grid performance evaluation. Despite the high removal rate of scattered radiation belonging to high grid ratio, it is also possible to see the cut-off phenomenon in which the primary ray involved in the formation of image could be removed as well. Thus, the purpose of this study is to provide the basic data for researches on the usefulness of using the grid by presenting the appropriate grid ratio in the D.R system through the measurement of image in grid such as non-grid, 6:1, 8:1, 10:1, 12:1. The equipments used for this study were radiation generator with grid in 12:1, 10:1, 8:1, 6:1, indirect-type detector, and acryl phantom. As the study for image evaluation, this study measured the SNR, PSNR, MSE, and Entropy. In the results of this study, the PSNR was the highest in 6:1 and the lowest in 8:1. The SNR was high in 6:1 and 8:1, and the lowest in 12:1. In case of Entropy, it was high in 8:1 and 10:1, and the lowest in 12:1. Therefore, when the grid is used, it would be more proper to choose the grid in 8:1 or 10:1 with less loss in information content of primary ray rather than the high grid ratio showing the increased patient exposure dose.

나노결정립 CoCrFeMnNi 고엔트로피합금의 열처리에 따른 이차상 형성 및 나노압입 크리프 거동 변화 연구 (Effects of Heat Treatment on Secondary Phase Formation and Nanoindentation Creep Behavior of Nanocrystalline CoCrFeMnNi High-entropy alloy)

  • 이동현;장재일
    • 열처리공학회지
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    • 제36권3호
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    • pp.128-136
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    • 2023
  • In this study, the effects of heat treatment on the nano-scale creep behavior of CoCrFeMnNi high-entropy alloy (HEA) processed by high-pressure torsion (HPT) was investigated through nanoindentation technique. Nanoindentation experiments with a Berkovich indenter were performed on HPT-processed alloy subjected to heat treatment at 450℃, revealing that the hardness of the HPT-processed alloy (HPT sample) significantly increased with the heat treatment time. The heat treatment-induced microstructural change in HPT-processed alloy was analyzed using transmission electron microscopy, which showed the nano-sized Cr-, NiMn-, and FeCo-rich phases were formed in the HPT-processed alloy subjected to 10 hours of heat treatment (HPT+10A sample). To compare the creep behavior of HPT and HPT+10A samples, constant load nanoindentation creep experiments were performed using spherical indentation indenters with two different radii. It was revealed that the predominant mechanism for creep highly depended on the applied stress level. At low stress level, both HPT and HPT+10A samples were dominated by Coble creep. At high stress level, however, the mechanism transformed to dislocation creep for HPT sample, but continued to be Coble creep for HPT+10A sample, leading to higher creep resistance in the HPT+10A sample.

가교시스템이 다른 고무재료의 경도에 대한 온도의 영향 (Effects of Temperature on Hardness of Rubber Materials with Different Curing System)

  • 진현호;홍창국;조동련;강신영
    • Elastomers and Composites
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    • 제43권4호
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    • pp.213-220
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    • 2008
  • 본 연구에서는 다양한 온도에서 고무재료의 경도에 대한 가교시스템의 영향에 대해 고찰하였다. 다양한 가교밀도의 시편을 얻기 위하여, NR과 SBR에 여러 가지 함량의 황 또는 peroxide를 첨가하여 가교하였다. 가교된 고무시편의 온도변화에 따른 경도변화와 가교밀도 변화를 측정하고 상호관계를 고찰하였으며, 시편에 발생하는 온도응력을 측정하여 온도변화에 따른 엔트로피의 변화를 조사하였다. 실온 이상에서 NR과 SBR 시편은 온도가 증가함에 따라 경도가 증가하였으며, 측정된 온도응력도 온도가 증가함에 따라 증가하였다. 그러나 측정조건 내에서 시편의 가교밀도 변화는 온도의 변화에 의해 거의 영향이 없었고 가교시스템에도 무관하였다.

Influence on overfitting and reliability due to change in training data

  • Kim, Sung-Hyeock;Oh, Sang-Jin;Yoon, Geun-Young;Jung, Yong-Gyu;Kang, Min-Soo
    • International Journal of Advanced Culture Technology
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    • 제5권2호
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    • pp.82-89
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    • 2017
  • The range of problems that can be handled by the activation of big data and the development of hardware has been rapidly expanded and machine learning such as deep learning has become a very versatile technology. In this paper, mnist data set is used as experimental data, and the Cross Entropy function is used as a loss model for evaluating the efficiency of machine learning, and the value of the loss function in the steepest descent method is We applied the GradientDescentOptimize algorithm to minimize and updated weight and bias via backpropagation. In this way we analyze optimal reliability value corresponding to the number of exercises and optimal reliability value without overfitting. And comparing the overfitting time according to the number of data changes based on the number of training times, when the training frequency was 1110 times, we obtained the result of 92%, which is the optimal reliability value without overfitting.

Kinetics and Mechanism of the Pyridinolysis of Ethylene Phosphorochloridate in Acetonitrile

  • Barai, Hasi Rani;Lee, Hai-Whang
    • Bulletin of the Korean Chemical Society
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    • 제32권12호
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    • pp.4347-4351
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    • 2011
  • The nucleophilic substitution reactions of ethylene phosphorochloridate (2) with X-pyridines are investigated kinetically in acetonitrile at $-20.0^{\circ}C$. The free energy correlations for substituent X variations in the nucleophiles exhibit biphasic concave upwards with a break point at X = 3-Ph. Unusual positive ${\rho}_X$ (= +2.49) and negative ${\beta}_X$ (= -0.41) values are obtained with the weakly basic pyridines, and rationalized by the isokinetic relationship with isokinetic temperature at $t_{ISOKINETIC}=6.6^{\circ}C$. The pyridinolysis rate of 2 with a cyclic five-membered ring is forty thousand times faster than its acyclic counterpart (3: diethyl chlorophosphate) because of great positive value of the entropy of activation of 2 (${\Delta}S^{\neq}$ = +49.2 eu) compared to negative value of 3 (${\Delta}S^{\neq}$ = -44.1 eu) over considerably unfavorable enthalpy of activation of 2 (${\Delta}H^{\neq}=28.4\;kcal\;mol^{-1}$) compared to 3 (${\Delta}H^{\neq}=6.3\;kcal\;mol^{-1}$). Great enthalpy and positive entropy of activation are ascribed to sterically congested transition state (TS) and solvent structure breaking in the TS. A concerted mechanism involving a change of nucleophilic attacking direction from a frontside attack with the strongly basic pyridines to a backside attack with the weakly basic pyridines is proposed.

활성탄에 의한 난분해성 염료인 Eosin Y의 흡착 (Adsorption of Non-degradable Eosin Y by Activated Carbon)

  • 이민규;감상규;서근학
    • 한국환경과학회지
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    • 제21권5호
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    • pp.623-631
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    • 2012
  • The adsorption behavior of Eosin Y on activated carbon (AC) in batch system was investigated. The adsorption isotherm could be well fitted by the Langmuir adsorption equation. The kinetics of adsorption followed the pseudo-second-order model. The temperature variation was used to evaluate the values of free energy (${\Delta}G^{\circ}$), enthalpy (${\Delta}H^{\circ}$) and entropy (${\Delta}S^{\circ}$). The positive value of enthalpy change ${\Delta}H^{\circ}$ for the process confirms the endothermic nature of the process and more favourable at higher temperature, the positive entropy of adsorption ${\Delta}S^{\circ}$ reflects the affinity of the AC material toward Eosin Y and the negative free energy values ${\Delta}G^{\circ}$ indicate that the adsorption process is spontaneous. With the increase of the amount of AC, removal efficiency of Eosin Y was increased, but adsorption capacity was decreased. And adsorption capacity was increased with the decrease of particle size. With the increase of the amount of AC, removal efficiency of Eosin Y was increased, but adsorption capacity was decreased. And adsorption capacity was increased with the decrease of particle size.

페트리넷을 이용한 어류양식 환경 정보 모델러 및 시뮬레이터 구현 (Implementation of Modeller and Simulator for Fish Farming Environmental Information using Petri-Net)

  • 정희택;조혁현
    • 한국정보통신학회논문지
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    • 제16권3호
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    • pp.626-634
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    • 2012
  • 양식 환경의 과학적이고 체계적인 관리와 양식어민을 위해 실시간 수질 및 급이 정보 이외에도 자료의 종합적인 판단과 변화 이력을 확인하고 관리할 수 있는 시스템이 필요하다. 따라서 본 연구에서는 양식장의 수질, 급이의 현재 상태를 제시하고 이력 정보를 기반으로 시뮬레이션 가능하며 상태 변화를 단계 별로 확인 가능한 시스템을 비주얼 C++를 이용하여 구현하였다. 또한 수질, 급이 상태 정보를 수산지식을 기반으로 종합적으로 분석할 수 있고 제시할 수 있는 엔트로피 모델을 제안하였다. 이는 추후 질병 및 다양한 연구 결과를 반영한 고차원의 양식 환경 모델을 생성할 수 있는 토대가 될 수 있다.