• 제목/요약/키워드: multilayer relaxation

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Self-Relaxation for Multilayer Perceptron

  • Liou, Cheng-Yuan;Chen, Hwann-Txong
    • 한국지능시스템학회:학술대회논문집
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    • 한국퍼지및지능시스템학회 1998년도 The Third Asian Fuzzy Systems Symposium
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    • pp.113-117
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    • 1998
  • We propose a way to show the inherent learning complexity for the multilayer perceptron. We display the solution space and the error surfaces on the input space of a single neuron with two inputs. The evolution of its weights will follow one of the two error surfaces. We observe that when we use the back-propagation(BP) learning algorithm (1), the wight cam not jump to the lower error surface due to the implicit continuity constraint on the changes of weight. The self-relaxation approach is to explicity find out the best combination of all neurons' two error surfaces. The time complexity of training a multilayer perceptron by self-relaxationis exponential to the number of neurons.

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Characterization of Dielectric Relaxation and Reliability of High-k MIM Capacitor Under Constant Voltage Stress

  • Kwak, Ho-Young;Kwon, Sung-Kyu;Kwon, Hyuk-Min;Sung, Seung-Yong;Lim, Su;Kim, Choul-Young;Lee, Ga-Won;Lee, Hi-Deok
    • JSTS:Journal of Semiconductor Technology and Science
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    • 제14권5호
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    • pp.543-548
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    • 2014
  • In this paper, the dielectric relaxation and reliability of high capacitance density metal-insulator-metal (MIM) capacitors using $Al_2O_3-HfO_2-Al_2O_3$ and $SiO_2-HfO_2-SiO_2$ sandwiched structure under constant voltage stress (CVS) are characterized. These results indicate that although the multilayer MIM capacitor provides high capacitance density and low dissipation factor at room temperature, it induces greater dielectric relaxation level (in ppm). It is also shown that dielectric relaxation increases and leakage current decreases as functions of stress time under CVS, because of the charge trapping effect in the high-k dielectric.

솔-젤법으로 제작한 BFO/PZT 박막의 용매에 따른 구조적, 전기적 특성 (Structural and Electrical Properties of Sol-gel Derived BFO/PZT Thin Films with Variation of Solvents)

  • 조창현;이주
    • 한국전기전자재료학회논문지
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    • 제24권11호
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    • pp.895-899
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    • 2011
  • Multiferroic BFO/PZT(5/95) multilayer films were fabricated by spin-coating method on the Pt/Ti/$SiO_2$/Si substrate alternately using BFO and PZT(9/95) alkoxide solutions. The structural and dielectric properties were investigated with variation of the solvent and the number of coatings. All films showed the typical XRD patterns of the perovskite polycrystalline structure without presence of the second phase such as $Bi_2Fe_4O_3$. BFO/PZT multilayer thin films showed the typical dielectric relaxation properties with increase an applied frequency. The average thickness of 6-coated BFO/PZT multilayer film was about 600 nm. The dielectric properties such as dielectric constant, dielectric loss and remnant polarization were superior to those of single composition BFO film, and those values for BFO/PZT multilayer film were 1199, 0.23% and 12 ${\mu}C/cm^2$.

Magnetic Properties and Relaxation of Vanadium Monolayer on Pd(001) Surface

  • Landge, Kalpana K.;Bialek, Beata;Lee, Jae-Il
    • Journal of Magnetics
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    • 제15권2호
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    • pp.45-50
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    • 2010
  • We investigated the magnetism of vanadium monolayers on a Pd(001) surface. The electronic structure and the magnetic properties of the V/Pd(001) system were determined with the use of the full-potential linearized augmented plane-wave method within the general gradient approximation. Three magnetic configurations were studied: non-, ferro-, and antiferromagnetic. From the total energy calculations, we found that the V/Pd(001) system is the most stable in the antiferromagnetic configuration. The importance of relaxation on the magnetic properties of the systems was also studied. It was found that the Pd(001) surface covered with a V monolayer undergoes considerable relaxation in which the spacing between Pd layers increases in all three magnetic configurations. Contrary to the Pd interlayer spacing, the distance between the V overlayer and the topmost Pd layer is reduced. The interlayer spacing between the V overlayer and the Pd surface layer is the largest for the antiferromagnetic configuration. In the relaxed antiferromagnetic structure, the magnitude of the calculated magnetic moments on the V atoms was $1.31\;{\mu}_B$. The presence of the vanadium monolayer does not affect the paramagnetic properties of the Pd(001) surface.

In situ Stress Measurements with Submonolayer Sensitivity As a Probe of Coherent-to-incoherent Matching at an Interface in Ultrathin Magnetic Films

  • Jeong, Jong-Ryul;Kim, Young-Seok;Shin, Sung-Chul
    • Journal of Magnetics
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    • 제7권4호
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    • pp.151-155
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    • 2002
  • In situ stress changes at interfaces of ultrathin magnetic films were measured by means of a non-contact optical fiber bundle displacement detector. A bending of the substrate due to stress of a deposited film was detected in cantilever geometry. The highest sensitivity of 134 mV/$\mu$m for the displacement detector was realized with a help of computer simulation. The detector was applied to in situ stress measurements of Co/Pt and Ni/Pd magnetic multilayer films prepared on the glass substrates by dc magnetron sputtering. The detector turned out to have a submonolayer sensitivity that enables to observe coherent-to-incoherent transition in these mismatched multilayers and even detect the stress changes within the monoatomic coverage. This highly sensitive detector paves new way to probe the stress relaxation at an interface in ultrathin films.

나노스케일 소자제작을 위한 유기초박막의 전기적특성에 관한 연구 (A Study on the Electrical Properties of Organic Ultra Thin Films for Nanoscale Device Manufacture)

  • 송진원;한창수;이경섭
    • 한국전기전자재료학회:학술대회논문집
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    • 한국전기전자재료학회 2005년도 하계학술대회 논문집 Vol.6
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    • pp.384-385
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    • 2005
  • Monolayers of lipids on a water surface have attracted much interest as models of biological membranes, but also as precursors of multilayer systems promising many technical applications. Until now, many methodologies have been developed in order to gain a better understanding of the relationship between the structure and function of the monolayers. Maxwell displacement current (MDC) measurement has been employed to study the dielectric property of Langmuir-films. MDC flowing across monolayers is analyzed using a rod-like molecular model. It is revealed that the dielectric relaxation time $\tau$ of mono layers in the isotropic polar orientational phase is determined using a liner relationship between the monolayer compression speed a and the molecular area $A_m$. Compression speed a was about 30, 40, 50mm/min. also, LB layers of Arachidic acid deposited by LB method were deposited onto slide glass as Y-type film. The structure of manufactured device is Au/Arachidic acid/Al, the number of accumulated layers are 9 ~ 21 and we then examined of the Metal-Insulator-Metal(MIM) device by means of I-V.

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H2/N2 가스론 이용한 CCP 플라즈마 모델링 (Modeling of CCP plasma with H2/N2 gas)

  • 손채화
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2006년도 추계학술대회 논문집 전기물성,응용부문
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    • pp.158-159
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    • 2006
  • The resistance-capacitance (RC) delay of signals through interconnection materials becomes a big hurdle for high speed operation of semiconductors which contain multilayer interconnection layers. In order to reduce the RC delay, low-k materials will be used for inter-metal dielectric (IMD) materials. We have developed self-consistent simulation tool that includes neutral-species transport model, based on the relaxation continuum (RCT) model. We present the parametric study of the modeling results of a two-frequency capacitively coupled plasma (2f-CCP) with $N_2/H_2$ gas mixture that is known as promising one for organic low-k materials etching. We include the neutral transport model as well as plasma one in the calculation. The plasma and neutrals are calculated self-consistently by iterating the simulation of both species till a spatiotemporal steady state profile could be obtained.

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Multilayer Stereo Image Matching Based upon Phase-Magnitude an Mean Field Approximation

  • Hong Jeong;Kim, Jung-Gu;Chae, Myoung-Sik
    • Journal of Electrical Engineering and information Science
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    • 제2권5호
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    • pp.79-88
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    • 1997
  • This paper introduces a new energy function, as maximum a posteriori(MAP) estimate of binocular disparity, that can deal with both random dot stereo-gram(RDS) and natural scenes. The energy function uses phase-magnitude as features to detect only the shift for a pair of corrupted conjugate images. Also we adopted Fleet singularity that effectively detects unstable areas of image plant and thus eliminates in advance error-prone stereo mathcing. The multi-scale concept is applied to the multi laser architecture that can search the solutions systematically from coarse to fine details and thereby avoids drastically the local minima. Using mean field approximation, we obtained a compact representation that is suitable for fast computation. In this manner, the energy function satisfies major natural constraints and requirements for implementing parallel relaxation. As an experiment, the proposed algorithm is applied to RDS and natural stereo images. As a result we will see that it reveals good performance in terms of recognition errors, parallel implementation, and noise characteristics.

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Pd/Co 다층박막의 구조 및 자기적 특성에 미치는 기판온도 및 열적안정성에 관한 연구 (Thermal Stability and the Effect of Substrate Temperature on the Structural and Magnetic Properties of Pd/Co Multilayer Films)

  • 허용철;김상록;이성래;김창수
    • 한국자기학회지
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    • 제3권4호
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    • pp.298-304
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    • 1993
  • Pd/Co 다층박막을 동시열증착장치로 제작하여, 토오크 자력계, 홀 효과 측정장치 및 X-선 회절기를 이용하여 기판 온도, Pd하지층에 따른 구조적 자기적 및 열적 특성변화를 연구하였다. 기판 온도가 증가함에 따라 $150^{\circ}C$까지는 계면구조 및 각 층의 결정성이 향상되고, (111) 집합조직이 발달되었으며 따라서 계면자기이방성 및 수직자기 이방성에너지는 증가하였다. 그러나 보자력은 감소 하였는데 이는 입자의 성장으로 인한 자구벽 고착효과 감소에 기인된 것으로 보이며 Pd하지층이 두꺼 울 수록 다층박막의 입자크기는 컸다. $200^{\circ}C$ 이상에서는 계면에서 상호확산에 의하여 다층막의 구조의 열화는 촉진되었다. 열처리 초기에 주 피이크 강도의 변화는 컸으며 그 후부터는 작은 폭으로 감소하였다. 초기의 큰 강도 변화는 구조이완등의 현상에 기인된 것으로 추측되며 그 후는 확산에 의 해서이다. 다층박막의 상호확산에 필요한 활성화 에너지는 14.9 KCal/mole.K 였다.

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