• Title/Summary/Keyword: Weight vector

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Robust background acquisition and moving object detection from dynamic scene caused by a moving camera (움직이는 카메라에 의한 변화하는 환경하의 강인한 배경 획득 및 유동체 검출)

  • Kim, Tae-Ho;Jo, Kang-Hyun
    • Proceedings of the Korean Information Science Society Conference
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    • 2007.06c
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    • pp.477-481
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    • 2007
  • A background is a part where do not vary too much or frequently change in an image sequence. Using this assumption, it is presented a background acquisition algorithm for not only static but also dynamic view in this paper. For generating background, we detect a region, where has high correlation rate compared within selected region in the prior pyramid image, from the searching region in the current image. Between a detected region in the current image and a selected region in the prior image, we calculate movement vector for each regions in time sequence. After we calculate whole movement vectors for two successive images, vector histogram is used to determine the camera movement. The vector which has the highest density in the histogram is determined a camera movement. Using determined camera movement, we classify clusters based on pixel intensities which pixels are matched with prior pixels following camera movement. Finally we eliminate clusters which have lower weight than threshold, and combine remained clusters for each pixel to generate multiple background clusters. Experimental results show that we can automatically detect background whether camera move or not.

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Cloning of the Alkaline Phosphatase Gene from Kluyveromyces fragilis

  • Kim, Jong-Guk;Hwang, Seon-Kap;Kwon, Kaeg-Kyu;Nam, Joo-Hyun;Hong, Soon-Duck;Seu, Jung-Hwn
    • Journal of Microbiology and Biotechnology
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    • v.2 no.4
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    • pp.237-242
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    • 1992
  • In order to clone the gene coding for alkaline phosphatase in the yeast Kluyveromyces fragilis, a genomic library was constructed using the yeast-E. coli shuttle vector pHN114 as a cloning vector. From the genomic library, a clone carrying the gene was isolated and the plasmid was designated as pSKH101. A restriction enzyme map was made using this plasmid. Subcloning experiments and complementation studies showed that alkaline phosphatase was active only in the original 3.1 kb insert. Southern hybridization analysis confirmed that the cloned DNA fragment was derived from K. fragilis genomic DNA. Using a minicell experiment, the product of the cloned gene was identified as a protein with a molecular weight of 63 KDa. A 0.6 kb HindIII fragment, which showed promoter activity, was isolated using the E. coli promoter-probe vector pKO-1.

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Tessellation-independent Approximation of Normal Vectors (Tessellation에 독립적인 법선 벡터 근사에 대한 연구)

  • Ahn, Jaewoo;Kim, Woongsoon
    • Journal of the Korea Computer Graphics Society
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    • v.4 no.2
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    • pp.29-32
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    • 1998
  • When rendering polyhedral models, normal vectors at polygon vertices are necessary for smooth shading. The most commonly used technique of approximating a vertex normal vector by averaging normal vectors of faces around the vertex yields, however, different results on different tessellations Further, continuous deformation of models may cause abrupt discontinuous changes in normal vector directions. In this paper, a variation of the above technique is proposed to avoid these problems. Specifically, it uses a weighted average of normal vectors of faces around the vertex, where the weight of a face being the angular span of the two edges incident on the vertex.

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Prediction of Remaining Useful Life of Lithium-ion Battery based on Multi-kernel Support Vector Machine with Particle Swarm Optimization

  • Gao, Dong;Huang, Miaohua
    • Journal of Power Electronics
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    • v.17 no.5
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    • pp.1288-1297
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    • 2017
  • The estimation of the remaining useful life (RUL) of lithium-ion (Li-ion) batteries is important for intelligent battery management system (BMS). Data mining technology is becoming increasingly mature, and the RUL estimation of Li-ion batteries based on data-driven prognostics is more accurate with the arrival of the era of big data. However, the support vector machine (SVM), which is applied to predict the RUL of Li-ion batteries, uses the traditional single-radial basis kernel function. This type of classifier has weak generalization ability, and it easily shows the problem of data migration, which results in inaccurate prediction of the RUL of Li-ion batteries. In this study, a novel multi-kernel SVM (MSVM) based on polynomial kernel and radial basis kernel function is proposed. Moreover, the particle swarm optimization algorithm is used to search the kernel parameters, penalty factor, and weight coefficient of the MSVM model. Finally, this paper utilizes the NASA battery dataset to form the observed data sequence for regression prediction. Results show that the improved algorithm not only has better prediction accuracy and stronger generalization ability but also decreases training time and computational complexity.

On the Use of Adaptive Weights for the F-Norm Support Vector Machine

  • Bang, Sung-Wan;Jhun, Myoung-Shic
    • The Korean Journal of Applied Statistics
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    • v.25 no.5
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    • pp.829-835
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    • 2012
  • When the input features are generated by factors in a classification problem, it is more meaningful to identify important factors, rather than individual features. The $F_{\infty}$-norm support vector machine(SVM) has been developed to perform automatic factor selection in classification. However, the $F_{\infty}$-norm SVM may suffer from estimation inefficiency and model selection inconsistency because it applies the same amount of shrinkage to each factor without assessing its relative importance. To overcome such a limitation, we propose the adaptive $F_{\infty}$-norm ($AF_{\infty}$-norm) SVM, which penalizes the empirical hinge loss by the sum of the adaptively weighted factor-wise $L_{\infty}$-norm penalty. The $AF_{\infty}$-norm SVM computes the weights by the 2-norm SVM estimator and can be formulated as a linear programming(LP) problem which is similar to the one of the $F_{\infty}$-norm SVM. The simulation studies show that the proposed $AF_{\infty}$-norm SVM improves upon the $F_{\infty}$-norm SVM in terms of classification accuracy and factor selection performance.

Purification and Characterization of the Overproduced E. coli Endochitinase (과량 생산된 대장균 chitin 분해효소의 정제 및 특성 조사)

  • Hwang, Hee-Young;Kim, Woo-Yeon
    • Applied Biological Chemistry
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    • v.46 no.3
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    • pp.171-175
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    • 2003
  • The putative endochitinase gene, yheB of Escherichia coli K-12 is not expressed under lab culture conditions. The endochitinase gene was amplified by PCR and subcloned into pET28c vector and pQE9 vector, respectively. The endochitinase produced in E. coli harboring pET28c containing yheB or pQE9 vector containing yheE was partly released into the growth medium. The overproduced endochitinase was partially purified by His affinity column chromatography and DE-52 column chromatography. The apparent molecular weight of the endochitinase determined by SDS-polyacrylamide gel electrophoresis was about 97,000. The purified E. coli endochitinase showed maximal chitinolytic activity at pH 6 and $40^{\circ}C$.

Cloning and Expression of an Acidophilic $\alpha$-Amylase Gene from Bacillus circulans in Escherichia coli (Bacillus circulans의 호산성 $\alpha$-amylase 유전자의 클로닝 및 발현)

  • 이종석;김지연;김한복;이동석
    • Korean Journal of Microbiology
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    • v.36 no.2
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    • pp.112-118
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    • 2000
  • A new gene encoding an acidophilic TEX>$\alpha$-amylase of Bacillus cil-culans KCTC3004 was cloned into Eschericlzia coli using pUC19 as a vector. The gene localized in the 5.8 kb PstI DNA fragment was expressed independently of its orientation in the cloning vector showing enzyme activity about 40 times greater than that produced by the original B, circulans The optimum pH and temperature of the cloned enzyme were pH 3.6 and 45^{\circ}C.$ respectively. The enzyme hydrolyzed starch to produce maltotriose and maltooligosaccharides. The SDS-PAGE and zymopram of the enzyme produced in E coli(p.4L850) indicated a molecular weight of 55,000.

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Numerical Analysis of Secondary Injection for Thrust Vector Control on 2-Dimensional Supersonic Nozzle (2차원 초음속 노즐에서의 2차 유동분사에 의한 추력 방향 제어 특성의 수치적 해석)

  • 오대환;손창현;이충원
    • Journal of the Korean Society of Propulsion Engineers
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    • v.4 no.1
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    • pp.13-21
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    • 2000
  • The advantages of the SITVC (Secondary Injection for Thrust Vector Control) technique over mechanical thrust vectoring systems include a reduction in both the nozzle weight and complexity due to the elimination of the mechanical actuators that are used in conventional vectoring. The optimal operating conditions of SITVC were investigated using in-house developed compressible flow analysis codes. Numerical experiments were used to examine the impact of the thrust vector direction with a variety of injection positions, mass flow rates, and injection angles on the two-dimensional expansion cone of a supersonic nozzle. The computational results showed that the optimal position of the secondary injection, with the maximum deviation angle and side thrust, was where the oblique shock generated by the secondary injection reached the end of the nozzle exit.

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Vertex Normal Computation using Conformal Mapping and Mean Value Coordinates (등각사상과 평균값좌표계를 이용한 정점 법선벡터 계산법)

  • Kim, Hyoung-Seok B.;Kim, Ho-Sook
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.13 no.3
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    • pp.451-457
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    • 2009
  • Most of objects in computer graphics may be represented by a form of mesh. The exact computation of vertex normal vectors is essential for user to apply a variety of geometric operations to the mesh and get more realistic rendering results. Most of the previous algorithms used a weight which resembles a local geometric property of a vertex of a mesh such as the interior angle, the area, and so on. In this paper, we propose an efficient algorithm for computing the normal vector of a vertex in meshes. Our method uses the conformal mapping which resembles synthetically the local geometric properties, and the mean value coordinates which may smoothly represent a relationship with the adjacent vertices. It may be confirmed by experiment that the normal vector of our algorithm is more exact than that of the previous methods.

Molecular cloning and foreign gene expression of restriction endonuclease fragments of the Hc nuclear polyhedrosis virus DNA (Hc nuclear polyhedrosis virus DNA 제한효소절편의 molecular cloning 과 외래 유전자 발현)

  • Lee, Keun-Kwang
    • Journal of fish pathology
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    • v.8 no.1
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    • pp.31-36
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    • 1995
  • Hc nuclear polyhedrosis virus DNA genome was digested with EcoRI endonuclease, these partial fragments were recombined into the pUC8 plasmid vector and transformed in E. coli JM 83 cell. The genome DNA has 24 EcoRI fragments and 12 fragments of them were subcloned. The four recombinants were named as eNP-O, eNP-Q, eNP-R and eNP-S. The expression of foregin gene of the recombinants was investigated by analysing protein patterns on the SDS-PAGE. The eNP-O, eNP-Q and eNP-R were expressed a different weight of protein as comparision with potypeptide bands of E. coli JM 83 host cell.

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