• Title/Summary/Keyword: FMM

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Analysis of Weight Factor and Hyperbox Overlapping Effects in FMM Neural Networks (FMM 신경망에서 가중치 요소와 하이퍼박스 중첩효과 분석)

  • Park, Hyun-Jung;Kim, Ho-Joon
    • Proceedings of the Korean Information Science Society Conference
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    • 2005.07b
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    • pp.691-693
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    • 2005
  • 본 연구에서는 FMM 신경망의 학습 알고리즘에서 하이퍼박스 확장과정에 수반되는 중첩현상을 분석하고, 이에 대한 축소 과정의 특성과 이를 보완하기 위한 새로운 활성화 함수에 관하여 고찰한다. 하이퍼박스 중첩 영역에 속하는 패턴 데이터는 그 분류 결과가 왜곡될 수 있다. 왜냐하면 학습과정에서 하이퍼박스상의 특징범위는 특징값의 빈도요소를 고려하지 않음으로 인하여 극소수의 비정상적 데이터에 관해서도 동일 수준으로 민감하게 확장되기 때문이다. 본 논문에서는 특징집합에서 가중치와 빈도요소를 반영하는 모델로서 이러한 중첩현상의 영향을 개선하는 방법론을 소개한다. 제안된 이론은 단순화된 패턴집합에 대하여 그 유용성을 이론적으로 고찰하며, 실제 패턴분류 문제에 적용하여 실험적으로 평가한다.

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A Feature Selection Technique Using a Modified FMM Neural Network (수정된 FMM을 이용한 특징 선정 기법)

  • Park, Hyun Jung;Jung, Kyeong Hoon;Kim, Ho Joon
    • Proceedings of the Korea Information Processing Society Conference
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    • 2004.05a
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    • pp.347-350
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    • 2004
  • 본 논문에서는 FMM 신경망의 활성화 특성에 가중치 개념을 도입한 패턴 분류 모형을 소개하고 이에 대한 학습 기법을 제안한다. 또한 제안된 모델의 활용으로서 주어진 학습패턴에 대하여 효과적인 특징의 종류와 특징과 패턴 클래스간의 상대적 연관도를 분석하는 방법론을 제시한다. 이를 위하여 새롭게 정의된 하이퍼박스 생성, 확장, 축소의 방법론을 소개하며, 이들 이론에 대하여 의료진단 데이터 등을 사용한 실제 실험을 통하여 유용성을 고찰한다.

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FMM for the electromagnetic analysis of PCB (PCB의 EM해석을 위한 FMM)

  • Oh, Se-Jun;Oh, Jae-Hyun;Ahn, Chang-Hoi
    • Proceedings of the KIEE Conference
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    • 2008.10a
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    • pp.111-112
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    • 2008
  • Induced electromagnetic fields of printed circuit board are computed using method of moment. In this calculation PEC and dielectric boards are considered when exposed to the external fields. The volume and surface integral equations are presented for the electromagnetic wave scattering from plate structures composed of dielectric and conducting objects. To reduce the computing time a fast multipole technique is applied.

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Application of femtosecond laser hole drilling with vibration for thin Invar alloy using fine metal mask in AMOLED manufacturing process (AMOLED 제조공정에 사용되는 Fine Metal Mask 용 얇은 Invar 합금의 진동자를 이용한 펨토초 레이저 응용 홀 드릴링)

  • Choi, Won-Suk;Kim, Hoon-Young;Shin, Young-Gwan;Choi, Jun-ha;Chang, Won-Seok;Kim, Jae-Gu;Cho, Sung-Hak;Choi, Doo-Sun
    • Design & Manufacturing
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    • v.14 no.3
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    • pp.44-49
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    • 2020
  • One of display trends today is development of high pixel density. To get high PPI, a small size of pixel must be developed. RGB pixel is arranged by evaporation process which determines pixel size. Normally, a fine metal mask (FMM; Invar alloy) has been used for evaporation process and it has advantages such as good strength, and low thermal expansion coefficient at low temperature. A FMM has been manufactured by chemical etching which has limitation to controlling the pattern shape and size. One of alternative method for patterning FMM is laser micromachining. Femtosecond laser is normally considered to improve those disadvantages for laser micromachining process due to such short pulse duration. In this paper, a femtosecond laser drilling for thickness of 16 ㎛ FMM is examined. Additionally, we introduce experimental results for controlling taper angle of hole by vibration module adapted in laser system. We used Ti:Sapphire based femtosecond laser with attenuating optics, co-axial illumination, vision system, 3-axis linear stage and vibration module. By controlling vibration amplitude, entrance and exit diameters are controllable. Using vibrating objective lens, we can control taper angle when femtosecond laser hole drilling by moving focusing point. The larger amplitude of vibration we control, the smaller taper angle will be carried out.

A Design of ITMS(Intelligent Transport Monitoring System) for Optimization of Freight Transport (화물 수송의 최적화를 위한 ITMS(Intelligent Transport Monitoring System) 설계)

  • Jeong, EunHee;Lee, ByungKwan;Jung, INa
    • Journal of the Korea Institute of Information and Communication Engineering
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    • v.17 no.12
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    • pp.2853-2858
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    • 2013
  • This paper proposes the ITMS(Intelligent Transport Monitoring System) which manages the route and state of freight by using the Meteorological Office, the Transportation Management Center, GPS and Sensors, etc. The ITMS consists of the CIMS(Container Inner Monitoring System) transmitting the inner temperature and humidity of a container, the TMM(Transport Management Module) computing an estimated time of arrival with Freight Vehicle location information and transmits the result to the CIMS, the FMM(Freight Management Module) checking and managing the freight freshness by using the temperature and humidity of the collected containers, and the SMM(Stevedoring Management Module) selecting the container loading and unloading places with the information transmitted from the CIMS, the TMM, and the FMM and attaching the freight formation to containers using an RFID label. The ITMS not only checks the freight condition at intervals but also acquires and manages the freight information with RFID labels rapidly and accurately.

Spatial Gap-Filling of Hourly AOD Data from Himawari-8 Satellite Using DCT (Discrete Cosine Transform) and FMM (Fast Marching Method)

  • Youn, Youjeong;Kim, Seoyeon;Jeong, Yemin;Cho, Subin;Kang, Jonggu;Kim, Geunah;Lee, Yangwon
    • Korean Journal of Remote Sensing
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    • v.37 no.4
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    • pp.777-788
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    • 2021
  • Since aerosol has a relatively short duration and significant spatial variation, satellite observations become more important for the spatially and temporally continuous quantification of aerosol. However, optical remote sensing has the disadvantage that it cannot detect AOD (Aerosol Optical Depth) for the regions covered by clouds or the regions with extremely high concentrations. Such missing values can increase the data uncertainty in the analyses of the Earth's environment. This paper presents a spatial gap-filling framework using a univariate statistical method such as DCT-PLS (Discrete Cosine Transform-based Penalized Least Square Regression) and FMM (Fast Matching Method) inpainting. We conducted a feasibility test for the hourly AOD product from AHI (Advanced Himawari Imager) between January 1 and December 31, 2019, and compared the accuracy statistics of the two spatial gap-filling methods. When the null-pixel area is not very large (null-pixel ratio < 0.6), the validation statistics of DCT-PLS and FMM techniques showed high accuracy of CC=0.988 (MAE=0.020) and CC=0.980 (MAE=0.028), respectively. Together with the AI-based gap-filling method using extra explanatory variables, the DCT-PLS and FMM techniques can be tested for the low-resolution images from the AMI (Advanced Meteorological Imager) of GK2A (Geostationary Korea Multi-purpose Satellite 2A), GEMS (Geostationary Environment Monitoring Spectrometer) and GOCI2 (Geostationary Ocean Color Imager) of GK2B (Geostationary Korea Multi-purpose Satellite 2B) and the high-resolution images from the CAS500 (Compact Advanced Satellite) series soon.

Analysis and Design of Si3N4 Rib-optical Waveguides for Evanescent-wave Integrated-optical Biosensors (소산파 집적광학 바이오센서에 적합한 Si3N4 립-광도파로 해석 및 설계에 관한 연구)

  • Jung, Hongsik
    • Korean Journal of Optics and Photonics
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    • v.30 no.1
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    • pp.15-22
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    • 2019
  • $Si_3N_4$ rib-optical waveguides for evanescent-wave integrated-optical biosensors were analytically interpreted, to derive the single-mode propagation conditions. The integrated-optical biosensor structure based on two-mode interference was proposed, and the rib width and thickness and core thickness for a single-mode and two-mode waveguide (sensing region) were proposed to be $3{\mu}m$, 2 nm, and 150 nm and $3{\mu}m$, 20 nm, and 340 nm respectively. The optical characteristics of each guided-wave mode were investigated utilizing the film mode-matching (FMM) analysis.

Study of Refining Effects on Pulp Fibre by Scanning Probe Microscopy(SPM) (Scanning Probe Microscopy를 이용한 고해 효과 연구)

  • ;Keity Roy Wadhams
    • Journal of Korea Technical Association of The Pulp and Paper Industry
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    • v.30 no.4
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    • pp.49-58
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    • 1998
  • The SPM could image the most detailed microstructure of a sample in a wet and dry state by measuring the interaction between the atoms on the sample surface and the extremely sharp probe tip. The refined fibre exhibited large wrinkles formed by fibrillar bundles, the disintegrated fibres extensively showed “scale-like features”. By using the Non-Contact Atomic Force Microscopy (NC-AFM) and Contact Atomic Force Microscopy (C-AFM) including Phase Detection Microscopy (PDM) and Force Modulation Microscopy (FMM), it was possible to investigate surface topography, surface roughness and mechanical property (hardness or visco-elasticity) of fibre surface in detail. The PDM and FMM images showed that the disintegrated only fibre displayed uniform mechanical properties, whereas the refined one did not. The surface roughness of pulp fibres was higher in refined fibres than in disintegrated fibres due to the presence of external fibrils. These SPM images would be used to provide visual evidence of morphological change of a single fibre created during mechanical treatments such as refining, drying, calendering and so on.

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나노트라이볼로지 분석을 이용한 W-N 나노박막의 표면 물성 연구

  • Kim, Su-In;Lee, Chang-U
    • Proceedings of the Korean Vacuum Society Conference
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    • 2011.08a
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    • pp.133-133
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    • 2011
  • 최근 연구중인 소자들의 크기가 점차 나노 크기를 가짐에 따라서 나노 영역에 대한 물성 분석 연구의 필요성이 대두되고 있다. 특히 나노 크기를 가지는 소자에 대한 기계적 특성은 기존의 마이크로 이상의 소자와는 다른 특성을 보이는 것으로 보고되고 있다. 그러나 이러한 나노 크기에 대한 연구에서 대부분을 차지하는 분광학적, 전기적 방법은 측정 영역 한계와 일정 깊이에 대한 평균적인 정보를 제공하게 된다. 본 연구에서는 나노트라이볼로지 분석의 대표적인 Nano-indenter와 Scanning Probe Microscopy(SPM) 분석을 통하여 박막의 수 혹은 수십 나노 미만의 영역과 깊이에 대한 기계적 물성을 연구하였고, 이를 기반으로 수십 나노 이하 두께를 가지는 W-N 확산박지막에 대한 연구를 실시하였다. 연구 결과에 의하면, 박막의 표면 hardness는 박막의 두께가 감소함에 따라서 4.19 GPa에서 3.51 GPa로 감소하였고, Weibull modulus를 통한 박막의 균일도는 2.75에서 7.91로 급격히 증가하는 현상을 나타내었다. 또한 SPM의 Kelvin probe force microscopy (KPFM), Force modulation microscopy (FMM) mode를 활용하여 표면에서의 Nitrogen 흡착에 의한 영상, 전기적 및 표면 탄성에 대한 연구를 실시하였다.

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