• 제목/요약/키워드: Transform Domain Analysis

검색결과 329건 처리시간 0.019초

DCT와 Guided 필터를 이용한 실시간 영상 분류 (Video Segmentation Using DCT and Guided Filter in real time)

  • 신현학;이주철;김원하
    • 방송공학회논문지
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    • 제20권5호
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    • pp.718-727
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    • 2015
  • 본 논문에서는 고정된 카메라에서 초기 프레임을 참조하여 현재 프레임에 새롭게 유입된 물체의 실시간 분류 방법을 제안한다. 제안한 알고리즘의 실시간 분류 처리를 위하여 복잡도를 최소화 하였다. 먼저 전경과 배경을 구분하는 이진 분류 영상을 추출하기 위하여 DCT(Discrete Cosine Transform) 기법을 사용한다. DCT는 기존 공간영역에서 Texture를 분석하는 방식보다 더욱 정확하게 Texture를 분석할 수 있다. 이는 주파수 영역에서 Texture 특징 분석이 더욱 용이하고 각 요소 안에 intensity와 texture 정보를 종합적으로 고려할 수 있기 때문이다. 또한 DCT 계산 복잡도를 최소화하기 위하여 DCT 수행 전에 색 정보를 이용하여 미리 분류 영역을 분석함으로써 처리 효율을 극대화 하였다. 마지막으로 생성된 이진 분류 영상을 자연스럽게 matting하기 위하여 Guided 필터 사용을 제안한다. Guided 필터는 guidance 정보를 통해 입력 영상을 전반적으로 개선할 수 있지만 intensity가 평탄한 영역 등에서 그 한계를 보여주므로 본 논문에서는 Guided 필터의 단점을 개선하는 방법을 추가적으로 제안한다.

Gamma/neutron classification with SiPM CLYC detectors using frequency-domain analysis for embedded real-time applications

  • Ivan Rene Morales;Maria Liz Crespo;Mladen Bogovac;Andres Cicuttin;Kalliopi Kanaki;Sergio Carrato
    • Nuclear Engineering and Technology
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    • 제56권2호
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    • pp.745-752
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    • 2024
  • A method for gamma/neutron event classification based on frequency-domain analysis for mixed radiation environments is proposed. In contrast to the traditional charge comparison method for pulse-shape discrimination, which requires baseline removal and pulse alignment, our method does not need any preprocessing of the digitized data, apart from removing saturated traces in sporadic pile-up scenarios. It also features the identification of neutron events in the detector's full energy range with a single device, from thermal neutrons to fast neutrons, including low-energy pulses, and still provides a superior figure-of-merit for classification. The proposed frequency-domain analysis consists of computing the fast Fourier transform of a triggered trace and integrating it through a simplified version of the transform magnitude components that distinguish the neutron features from those of the gamma photons. Owing to this simplification, the proposed method may be easily ported to a real-time embedded deployment based on Field-Programmable Gate Arrays or Digital Signal Processors. We target an off-the-shelf detector based on a small CLYC (Cs2LiYCl6:Ce) crystal coupled to a silicon photomultiplier with an integrated bias and preamplifier, aiming at lightweight embedded mixed radiation monitors and dosimeter applications.

허프 변환과 convolutional neural network 모델 기반 선박 소음의 로파그램 분석 및 식별 (Lofargram analysis and identification of ship noise based on Hough transform and convolutional neural network model)

  • 조준범;하용훈
    • 한국음향학회지
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    • 제43권1호
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    • pp.19-28
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    • 2024
  • 본 논문은 Convolutional Neural Network(CNN) 모델을 이용하여 선박 소음의 로파그램 분석을 통한 선박 식별 시 허프 변환을 적용함으로써 성능을 향상시키는 방안을 제안한다. 수동소나에 수신된 신호를 처리하면 시간-주파수 영역인 로파그램이 생성된다. 로파그램에는 선박이 방사하는 기계류 소음이 토널 신호로 나타나고 이를 분석하면 선박의 클래스를 특정할 수 있다. 그러나 로파그램의 분석은 숙달된 인원에 의해 진행되는 전문적이고 오랜 시간이 소요되는 작업이다. 또한, 로파그램에는 수중환경 특성 상 다양한 배경소음이 같이 전시되기 때문에 표적 식별을 위한 분석이 매우 어렵다. 이 문제를 해결하기 위해 로파그램에 허프 변환을 적용하여 선을 추가함으로써 토널 신호를 강조하였다. 원본 로파그램과 허프 변환을 적용한 로파그램에 대해 CNN 모델을 이용해 식별을 시도한 결과, CNN 모델의 정확도와 매크로 F1 점수를 통해 허프 변환을 적용한 것이 로파그램 식별 성능을 향상시켰음을 보여주었다.

웨이블릿 변환을 이용한 복합재 모재균열의 신호특성 분석 (Study of Signal Characteristics of Matrix Cracks in Composites Using Wavelet Transform)

  • 방형준;김대현;강동훈;홍창선;김천곤
    • 한국복합재료학회:학술대회논문집
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    • 한국복합재료학회 2002년도 추계학술발표대회 논문집
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    • pp.151-154
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    • 2002
  • The objective of this study is to find the change of signal characteristics of matrix cracks due to the different specimen shapes. As the concept of the smart structure, monitoring of acoustic emission (AE) can be applied to inspect the fracture of the structures in operating condition using built-in sensors. To understand the characteristics of matrix crack signals, we performed tensile tests by changing the thickness and width of the specimens. This paper describes the implementation of time-frequency analysis such as wavelet transform (WT) fur the quantitative evaluation of fracture signals. The experimental result shows the distinctive signal features in frequency domain due to the different specimen shapes.

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증기터빈$\cdot$발전기축계의 지진응답해석 (제2보 : 웨이블렛 해석의 적용) (Seismic Response Analysis of Steam Turbine-Generator Rotor System (2nd Report, Application of Wavelet Analysis))

  • 양보석;김병욱;김용한
    • 소음진동
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    • 제9권4호
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    • pp.813-821
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    • 1999
  • This paper presents the technique using wavelet analysis to solve the seismic response of a steam turbine-generator rotor system subjected to earthquake excitations. A brief review of the wavelet transform and its discretization, time-frequency representation of the earthquake wave and the seismic response for a rotor system is presented. The Daubechies wavelet has been used for describing the time-frequency characteristics of the input and the response in case of a recorded accelerogram during 1995 Hyogoken Nanbu earthquake. Also, the results in the wavelet domain has been illustrated through comparison with the time domain simulation results.

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Mobius변환을 이용한 전력접지층 임피던스의 빠른 계산방법 (A Fast Computation Method of Power Ground Plane Impedance using the Mobius Transform)

  • 서영석;김인성;송재성;엄태수
    • 대한전기학회논문지:전기물성ㆍ응용부문C
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    • 제54권1호
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    • pp.41-44
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    • 2005
  • A new method to reduce the computation time in power/ground-plane analysis is proposed. The existing method using the two dimensional infinite series summation take a lot of computation time. The proposed method is based on the approximation of impedance in the frequency domain through the Mobius transform. This method shows the good accuracy and the high speed in computing. In the case of impedance calculation for 9'x4' board, the proposed method takes 0.16 second of computing time whereas the existing method takes 2.2 second. This method can be applied to the analysis and design of power/ground-plane that need a lot of computation steps.

고차통계 기법과 웨이브렛을 이용한 수중 천이신호 탐지 (Underwater Transient Signal Detection Using Higher-order Statistics and Wavelet Analysis)

  • 조환래;오선택;오택환;나정열
    • 한국음향학회지
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    • 제22권8호
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    • pp.670-679
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    • 2003
  • 본 논문에서는 수중 천이신호 탐지를 위하여 시간주파수 영역에서 신호분석이 가능한 웨이브렛을 적용하였다. 낮은 신호대 잡음비를 가지는 관측신호로부터 천이신호를 탐지하기 위하여 고차통계 기법과 웨이브렛을 사용하였으며, 웨이브렛을 이용하여 신호를 주파수 영역에서 분해한 다음 고차통계 기법을 이용하여 분해된 웨이브렛 계수들의 정규분포 특성을 측정하였다. 제안한 방법으로 천이신호를 탐지할 경우 낮은 신호대 잡음비를 가지는 관측 신호로부터 천이신호를 잘 탐지할 수 있었다.

FFT를 이용한 Hertz Contact 해석 (Analysis of Hertzian Contact using Fast Fourier Transform)

  • 구영필;조용주
    • 한국윤활학회:학술대회논문집
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    • 한국윤활학회 1998년도 제27회 춘계학술대회
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    • pp.131-138
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    • 1998
  • In this study, a numerical procedure to solve a contact problem has been developed. The procedure takes the advantage of signal processing technique in frequency domain to achieve the shorter computer processing time. The Boussinesq's equation was adopted as the response function. This procedure is applicable to the non-periodic surface profile as well as the periodic one. The validity of this procedure has been established by comparing the numerical results with the exact solutions. The effectiveness of this procedure is lied on the shorter computing time than any other contact analysis algorithm.

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Applying Image Analysis to Automatic Inspection of Fabric Density for Woven Fabrics

  • Jeong Young Jin;Jang Jinho
    • Fibers and Polymers
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    • 제6권2호
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    • pp.156-161
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    • 2005
  • The gray line-profile method is introduced to find fabric density. Some patterned fabrics like stripe design as well as solid fabrics of basic weave structures are used to verify the efficiency and accuracy of the method. The approach is compared with Fourier transform method. Although the gray line-profile method is concise, it shows good results in both solid and patterned fabrics. In addition, it does not require a pre-processing or filtering technique in space or frequency domain to enhance the image suitable for the analysis. However, the approach is slightly influenced by the filter size for finding the local minimums of profile graph.

시간 주파수 분석을 이용한 충격발생 위치 추정 (Source Localization of an Impact on a Plate using Time-Frequency Analysis)

  • 박진호;최영철;이정한
    • 한국소음진동공학회:학술대회논문집
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    • 한국소음진동공학회 2005년도 추계학술대회논문집
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    • pp.107-111
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    • 2005
  • It has been reviewed whether it would be suitable that the application of the time-frequency signal analysis techniques to estimate the location of the impact source in plate structure. The STFT(Short Time Fourier Transform), WVD(Wigner-Ville distribution) and CWT(Continuous Wavelet Transform) methods are introduced and the advantages and disadvantages of those methods are described by using a simulated signal component. The essential of the above proposed techniques is to separate the traveling waves in both time and frequency domains using the dispersion characteristics of the structural waves. These time-frequency methods are expected to be more useful than the conventional time domain analyses fer the impact localization problem on a plate type structure. Also it has been concluded that the smoothed WVD can give more reliable means than the other methodologies for the location estimation in a noisy environment.

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