• Title/Summary/Keyword: Mean Field Annealing

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Fabrications and Properties of Al/$VF_2$/$n^+$-Si(100) Structures by Dip Coating Methode (Dip Coating 법에 의한 Al/$VF_2$-TrFE/Si(100) 구조의 제작 특성)

  • Kim, Ka-Lam;Jeong, Sang-Hyun;Yun, Hyeong-Seon;Lee, Woo-Seok;Kwak, No-Won;Kim, Kwang-Ho
    • Proceedings of the Korean Institute of Electrical and Electronic Material Engineers Conference
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    • 2008.11a
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    • pp.20-21
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    • 2008
  • Ferroelectric vinylidene fluoride-trifluoroethylene ($VF_2$-TrFE) copolymer films were directly deposited on degenerated Si ($n^+$, 0.002 $\Omega{\cdot}cm$) using by dip coating method. A 1 ~ 3 wt% diluted solution of purified vinylidene fluoride-trifluoroethylene ($VF_2$:TrFE=70:30) in a dimethylformamide (DMF) solvent were prepared and deposited on silicon wafers using dip coating method for 10 seconds. After Post-Annealing in a vacuum ambient at 100~200 $^{\circ}C$ for 60 min, upper aluminum electrodes were deposited by thermal evaporation through the shadow mask to complete the MFS structure. The ferroelectric $\beta$-phase peak of films, depending on the annealing temperature, started to show up around $125^{\circ}C$, and the intensity of the peak increased with increasing annealing temperature. Above $175^{\circ}C$, the peak started to decrease. The C-V characteristics were measured using a Precision LCR meter (HP 4284A) with frequency of 1MHz and a signal amplitude of 20 mV. The leakage-current versus electric-field characteristics was measured by mean of a pA meter/DC voltage source (HP 4140B).

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$M\""{o}ssbauer$ Effet Studies on Nanocrystalline $Fe_{73.5}Cu_{1}Nb_{3}Si_{16.5}B_6$ Alloy (초미세결정립 $ Fe_{73.5}Cu_{1}Nb_{3}Si_{16.5}B_6$ 합금의 $M\""{o}ssbauer$ 효과 연구)

  • 신영남;김재경;양재석;조익한;강신규
    • Journal of the Korean Magnetics Society
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    • v.4 no.1
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    • pp.12-19
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    • 1994
  • The crystallization behavior of the amorphous $Fe_{73.5}Cu_{1}Nb_{3}Si_{16.5}B_{6}$ alloy with isothermal annealing at $552^{\circ}C$ was studied by $M\"{o}ssbauer$ spectroscopy. The amorphous phase was revealed to coexist together with $Do_{3}-FeSi$ nanocrystalline and Cu-duster in annealed alloys by $M\"{o}ssbauer$ spectrum analysis. At the early stage of crystallization, Si content of FeSi is high due to the creation of Cu-cluster, and decreases with annealing until 60 minutes, which results in the increase in the mean hyperfine field of FeSi, and thereafter keeps constant. After 60 minutes, the decrease in the mean hyperfine field of the residual armrphous, in spite of a slight change in the volume fraction of the FeSi and the residual armrphous, is caused by the increase in the content of Nb and B in residual amorphous phase. Both directions of the hyperfine field, those of the FeSi and the residual amorphous, become randomly oriented in about 60 minutes. For FeSi and Cu-duster, the Avrami exponents are 0.51 and O.65, the activation energies are 2.35 eV and 2.44 eV, and the incubation times are 2.4 minutes and 0.8 minutes respectively. Earlier formation of Cu-duster than that of FeSi is coincidence with the fact that Cu atom promotes the nucleation of the FeSi.

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Normalized Mean Field Annealing Algorithm for Module Orientation Problem (모듈 방향 결정 문제 해결을 위한 정규화된 평균장 어닐링 알고리즘)

  • Chong, Kyun-Rak
    • Journal of KIISE:Computer Systems and Theory
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    • v.27 no.12
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    • pp.988-995
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    • 2000
  • 각 모듈들의 위치가 배치 알고리즘에 의해 결정된 후에도 모듈들을 종축 또는 횡축을 중심으로 뒤집거나 회전시킴으로써 회로의 효율성과 연결성을 향상시킬 수 있다. 고집적 회로설계의 한 단계인 모듈방향 결정 문제는 모듈간에 연결된 선의 길이의 합이 최소가 되도록 각 모듈의 방향을 결정하는 문제이다. 최근에 평균장 어닐링 방법이 조합적 최적화 문제에 사용되어 좋은 결과를 보여 주고 있다. 평균장 어닐링은 신경회로망의 따른 수렴 특성과 시뮬레이티드 어닐링의 우수한 해를 생성하는 특성이 결합된 방법이다. 본 논문에서는 정규화된 평균장 어닐링을 사용해서 모듈 방향 결정 문제를 해결하였고 실험을 통해 기존의 Hopfield 네트워크 방법과 시뮬레이티드 어닐링과 그 결과를 비교하였다. 시뮬레이티드 어닐링, 정규화된 평균장 어닐링과 Hopfield 네트워크의 총 길이 감소율은 각각 19.86%, 19.85%, 19.03%였으며, 정규화된 평균장 어닐링의 실행 시간은 Hopfield 네트워크보다는 1.1배, 시뮬레이티드 어닐링보다는 11.4배 정도 빨랐다.

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Improvement of Mean Field Annealing Algorithm and its Application (평균장 어닐링 알고리즘의 개선 및 응용 연구)

  • Kwon, Oh-Jun
    • Proceedings of the Korea Information Processing Society Conference
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    • 2001.10a
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    • pp.585-588
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    • 2001
  • 현실 세계의 많은 조합 최적화 문제들은 변수들이 강하게 상호 작용함에 따라 만족해야하는 목표 함수가 매우 복잡하게 주어진다. 복잡한 목표 함수에는 많은 지역 최적해들이 존재하기 때문에 전역 최적해를 얻는 것은 엄청난 시간을 필요로 한다. 이러한 문제에 대해 해를 찾는 방법의 하나로 평균장 어닐링 알고리즘(MFA)이 있다. 본 논문에서는 기존의 이진 상태 공간에만 적용할 수 있었던 평균장 어닐링 알고리즘을 연속 상태 공간을 갖는 조합 최적화 문제에 적용할 수 있도록 알고리즘을 수정, 제안한다. 그리고 제안된 알고리즘을 제한된 연속 상태 공간을 가지는 단순 회귀 모델의 D-최적 설계에 적용하였다. 실험결과 제안된 알고리즘이 시뮬레이티드 어닐링 알고리즘(SSA)과 비교하여 비슷한 수준의 결과를 내면서도 계산 속도면에서는 수 배 정도의 빠른 좋은 결과를 얻었다.

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LARGE MAGNETORESISTANCE OF SPUTTERED BI THIN FILMS AND APPLICATION OF SPIN DEVICE

  • M. H. Jeun;Lee, K. I.;Kim, D. Y.;J. Y. Chang;K. H. Shin;S. H. Han;J. G. Ha;Lee, W. Y.
    • Proceedings of the Korean Magnestics Society Conference
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    • 2003.06a
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    • pp.66-67
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    • 2003
  • Bismuth (Bi) has been an attractive materials for studying spin dependent transport properties because it shows very large magnetoresistance (MR) resulting from its highly anisotropic Fermi surface, low carrier concentrations, long carrier mean free path 1 and small effective carrier mass m*[1-3]. With all the intriguing properties, difficulty in fabrication of high quality Bi thin films may have prevented extensive application of Bi in magnetic field sensing and spin-injection devices. Previous works found that the surface roughness and small grain size in 100-200 nm of Bi thin film made by evaporation and sputtering are major causes of low MR. Although relatively higher MR in electrodeposited Bi followed by annealing was reported, it still suffers from rough sulfate roughness which is so severs that it is hardly able to make a field sensing and spin-injection device using conventional photolithography process.

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Classification of Magnetic Resonance Imagery Using Deterministic Relaxation of Neural Network (신경망의 결정론적 이완에 의한 자기공명영상 분류)

  • 전준철;민경필;권수일
    • Investigative Magnetic Resonance Imaging
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    • v.6 no.2
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    • pp.137-146
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    • 2002
  • Purpose : This paper introduces an improved classification approach which adopts a deterministic relaxation method and an agglomerative clustering technique for the classification of MRI using neural network. The proposed approach can solve the problems of convergency to local optima and computational burden caused by a large number of input patterns when a neural network is used for image classification. Materials and methods : Application of Hopfield neural network has been solving various optimization problems. However, major problem of mapping an image classification problem into a neural network is that network is opt to converge to local optima and its convergency toward the global solution with a standard stochastic relaxation spends much time. Therefore, to avoid local solutions and to achieve fast convergency toward a global optimization, we adopt MFA to a Hopfield network during the classification. MFA replaces the stochastic nature of simulated annealing method with a set of deterministic update rules that act on the average value of the variable. By minimizing averages, it is possible to converge to an equilibrium state considerably faster than standard simulated annealing method. Moreover, the proposed agglomerative clustering algorithm which determines the underlying clusters of the image provides initial input values of Hopfield neural network. Results : The proposed approach which uses agglomerative clustering and deterministic relaxation approach resolves the problem of local optimization and achieves fast convergency toward a global optimization when a neural network is used for MRI classification. Conclusion : In this paper, we introduce a new paradigm to classify MRI using clustering analysis and deterministic relaxation for neural network to improve the classification results.

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Effect of annealing temperature on surface properties of chemical solution derived silicate fiber (화학적 용액법으로 제조한 실리케이트 섬유의 표면 특성에 미치는 열처리 온도의 영향)

  • 황규석;김상복;이영환;장승욱;오정선;안준형;김병훈
    • Journal of the Korean Crystal Growth and Crystal Technology
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    • v.13 no.5
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    • pp.217-221
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    • 2003
  • In this work, chemical-solution derived silicate fibers were prepared by mixing tetraethyl orthosilicate, ethanol, distilled water, and hydrochloric acid in order to investigate surface roughness of fiber. Silicate fibers were drawn by using a viscous solution after evaporation at $80^{\circ}C$. The dried gel fibers were finally annealed at $1000^{\circ}C$, $1100^{\circ}C$, $1200^{\circ}C$ and $^1300{\circ}C$ for 60 min in dried air (flow rate = ∼200 ml/min). The crystallinity of the heat-treated silica fiber was analyzed by the X-ray diffraction $\theta$-2$\theta$ scan. A field emission-scanning electron microscope and an atomic force microscope were used to evaluate surface properties. The silicate fiber annealed at $1300^{\circ}C$ showed high value of root mean square roughness and had a relatively inhomogeneous surface structure.

$M\"{o}ssbsuer$ Effect Study of Nanocrystalline $Fe_{73.5}Cu_{1}Nb_{3}Si_{16.5}B_{6}$ Alloy (초미세결정립 $Fe_{73.5}Cu_{1}Nb_{3}Si_{16.5}B_{6}$ 합금의 뫼스바우어 효과 연구)

  • 김재경;신영남;양재석
    • Journal of the Korean Magnetics Society
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    • v.5 no.5
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    • pp.864-873
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    • 1995
  • Amorphous $Fe_{73.5}Cu_{1}Nb_{3}Si_{16.5}B_{6}$ ribbons were annealed for different time at $500^{\circ}C$ and $552^{\circ}C$, just before and after the exothermic reaction in DSC curve. The development of nanocrystalline phase was investigated by means of $M\"{o}ssbsuer$ spectroscopy. The crystalline phase consists mainly of $DO_{3}Fe-Si$. Though slight in amount (5%), another ferromagnetic phase which could be presumed $t-Fe_{3}B$ was detected Si content of $DO_{3}Fe-Si$, Si/(Fe+Si), was 0.218 under the heat treatment at $500^{\circ}C$ for 60 min and 0.222 at $552^{\circ}C$ for 10 min. Since then both of those values decreased with time until 120 min and finally these two values remained constant at 0.210. The variation in Si content with annealing time results in the variation in the hyperfine field and the isomer shift. The increase in the mean hyperfine fields and the decrease in the mean isomer shifts of Fe-Si are caused by the increase in Si content. The volume fractions of residual amorphous phase rapidly decrease during the early stage of annealing and come nearer to saturation after 120 min both at $500^{\circ}C$ and $552^{\circ}C$. The decrease in the mean hyperfine field of residual amorphous. in spite of slight changes in the volume fractions of Fe-Si and of residual amorphous after 120 min. is caused by the increase in the content of Nb and B in residual amorphous phase. The saturated volume fraction of the crystalline phase was 81% for $500^{\circ}C$ (180 min) and 77% for $552^{\circ}C$ (960 min), different from expectation.

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