• 제목/요약/키워드: Multiscale method

검색결과 201건 처리시간 0.029초

Image Enhancement Using Multi-scale Gradients of the Wavelet Transform

  • Okazaki, Hidetoshi;Nakashizuka, Makoto
    • 대한전자공학회:학술대회논문집
    • /
    • 대한전자공학회 2002년도 ITC-CSCC -1
    • /
    • pp.180-183
    • /
    • 2002
  • In this paper, we propose new unsharp masking technique based on the multiscale gradient planes. The unsharp masking technique is implemented as a high-pass filter and improves the sharpness of degraded images. However, the conventional unsharp masking enhances the noise component simultaneously. To reduce the noise influence, we introduce the edge information from the difference of the gradient values between two consecutive scales of the multiscale gradient. The multiscale gradient indicates the presence of image edges as the ratio between the gradients between two different scales by its multiscale nature. The noise reduction of the proposed method does not depend on the variance of images and noises. In experiment, we demonstrate enhancement results for blurred noisy images and compare with the conventional cubic unsharp masking technique.

  • PDF

Three-dimensional structural health monitoring based on multiscale cross-sample entropy

  • Lin, Tzu Kang;Tseng, Tzu Chi;Lainez, Ana G.
    • Earthquakes and Structures
    • /
    • 제12권6호
    • /
    • pp.673-687
    • /
    • 2017
  • A three-dimensional; structural health monitoring; vertical; planar; cross-sample entropy; multiscaleA three-dimensional structural health monitoring (SHM) system based on multiscale entropy (MSE) and multiscale cross-sample entropy (MSCE) is proposed in this paper. The damage condition of a structure is rapidly screened through MSE analysis by measuring the ambient vibration signal on the roof of the structure. Subsequently, the vertical damage location is evaluated by analyzing individual signals on different floors through vertical MSCE analysis. The results are quantified using the vertical damage index (DI). Planar MSCE analysis is applied to detect the damage orientation of damaged floors by analyzing the biaxial signals in four directions on each damaged floor. The results are physically quantified using the planar DI. With progressive vertical and planar analysis methods, the damaged floors and damage locations can be accurately and efficiently diagnosed. To demonstrate the performance of the proposed system, performance evaluation was conducted on a three-dimensional seven-story steel structure. According to the results, the damage condition and elevation were reliably detected. Moreover, the damage location was efficiently quantified by the DI. Average accuracy rates of 93% (vertical) and 91% (planar) were achieved through the proposed DI method. A reference measurement of the current stage can initially launch the SHM system; therefore, structural damage can be reliably detected after major earthquakes.

Computational multiscale analysis in civil engineering

  • Mang, H.A.;Aigner, E.;Eberhardsteiner, J.;Hackspiel, C.;Hellmich, C.;Hofstetter, K.;Lackner, R.;Pichler, B.;Scheiner, S.;Sturzenbecher, R.
    • Interaction and multiscale mechanics
    • /
    • 제2권2호
    • /
    • pp.109-128
    • /
    • 2009
  • Multiscale analysis is a stepwise procedure to obtain macro-scale material laws, directly amenable to structural analysis, based on information from finer scales. An essential ingredient of this mode of analysis is mathematical homogenization of heterogeneous materials at these scales. The purpose of this paper is to demonstrate the potential of multiscale analysis in civil engineering. The materials considered in this work are wood, shotcrete, and asphalt.

중력 포텐셜에서의 웨이브렛 생성과 응용 (Wavelet Generation and It's Application in Gravity Potential)

  • 김삼태;진홍성;임형래
    • 한국지구과학회지
    • /
    • 제25권2호
    • /
    • pp.109-114
    • /
    • 2004
  • 중력 포텐셜의 해석에 웨이브렛 변환 방법을 적용하였다. 웨이브렛을 만드는 단계 함수가 제안되었다. 단계 함수는 중력 포텐셜에서의 그린 함수로 대치될 수 있음이 보여졌다. 상향연속은 단계함수와의 컨볼루션 곧 웨이브렛 변환으로 표현될 수 있다. 단계인자는 높이 변화를 나타낸다. 다중경계는 각 단계에서의 웨이브렛 변환치의 국부 최대값을 연결하여 구해지며 이는 지층의 불연속면을 나타낸다. 다중경계 방법을 마산 창원지역의 중력자료에 적용하였다.

호모모프변환과 다중 스케일 분해를 이용한 영상향상 (Image Enhancement Using Homomorphic Transformation and Multiscale Decomposition)

  • 안상호;김기홍;김영춘;권기룡;서용수
    • 한국멀티미디어학회논문지
    • /
    • 제7권8호
    • /
    • pp.1046-1057
    • /
    • 2004
  • 본 논문에서는 호모모프변환과 다중 스케일 분해를 이용하여 영상의 생동폭과 명암대비를 모두 개선시킬 수 있는 영상향상기법을 제안한다. 원 영상은 로그를 취하여 호모모프영역으로 변환하고, 이를 다중 스케일로 분해한 후 각 대역에 가중치를 가해 조합한다. 이 조합된 신호는 지수를 취하여 밝기영역으로 변환한다. 호모모프영역에서 저주파대역의 크기조절은 생동폭을 변환시키고, 고주파대역의 크기조절은 명암대비의 향상에 기여한다. 다중 스케일 분해는 계산이 간단하고 효율적인 구조를 가진 "${\AA}$ trous" 알고리듬을 사용하며, 이의 타당성은 시뮬레이션을 통해서 확인한다.

  • PDF

Thermal effects on nonlinear dynamic characteristics of polymer-CNT-fiber multiscale nanocomposite structures

  • Ebrahimi, Farzad;Habibi, Sajjad
    • Structural Engineering and Mechanics
    • /
    • 제67권4호
    • /
    • pp.403-415
    • /
    • 2018
  • In the present study, nonlinear dynamic response of polymer-CNT-fiber multiscale nanocomposite plate resting on elastic foundations in thermal environments using the finite element method is performed. In this regard, the governing equations are derived based on Inverse Hyperbolic Shear Deformation Theory and von $K{\acute{a}}rm{\acute{a}}n$ geometrical nonlinearity. Three type of distribution of temperature through the thickness of the plate namely, uniform linear and nonlinear are considered. The considered element is C1-continuous with 15 DOF at each node. The effective material properties of the multiscale composite are calculated using Halpin-Tsai equations and fiber micromechanics in hierarchy. The carbon nanotubes are assumed to be uniformly distributed and randomly oriented through the epoxy resin matrix. Five types of impulsive loads are considered, namely the step, sudden, triangular, half-sine and exponential pulses. After examining the validity of the present work, the effects of the weight percentage of SWCNTs and MWCNTs, nanotube aspect ratio, volume fraction of fibers, plate aspect, temperature, elastic foundation parameters, distribution of temperature and shape of impulsive load on nonlinear dynamic response of CNT reinforced multi-phase laminated composite plate are studied in details.

Multiscale Spatial Position Coding under Locality Constraint for Action Recognition

  • Yang, Jiang-feng;Ma, Zheng;Xie, Mei
    • Journal of Electrical Engineering and Technology
    • /
    • 제10권4호
    • /
    • pp.1851-1863
    • /
    • 2015
  • – In the paper, to handle the problem of traditional bag-of-features model ignoring the spatial relationship of local features in human action recognition, we proposed a Multiscale Spatial Position Coding under Locality Constraint method. Specifically, to describe this spatial relationship, we proposed a mixed feature combining motion feature and multi-spatial-scale configuration. To utilize temporal information between features, sub spatial-temporal-volumes are built. Next, the pooled features of sub-STVs are obtained via max-pooling method. In classification stage, the Locality-Constrained Group Sparse Representation is adopted to utilize the intrinsic group information of the sub-STV features. The experimental results on the KTH, Weizmann, and UCF sports datasets show that our action recognition system outperforms the classical local ST feature-based recognition systems published recently.

Attention-based for Multiscale Fusion Underwater Image Enhancement

  • Huang, Zhixiong;Li, Jinjiang;Hua, Zhen
    • KSII Transactions on Internet and Information Systems (TIIS)
    • /
    • 제16권2호
    • /
    • pp.544-564
    • /
    • 2022
  • Underwater images often suffer from color distortion, blurring and low contrast, which is caused by the propagation of light in the underwater environment being affected by the two processes: absorption and scattering. To cope with the poor quality of underwater images, this paper proposes a multiscale fusion underwater image enhancement method based on channel attention mechanism and local binary pattern (LBP). The network consists of three modules: feature aggregation, image reconstruction and LBP enhancement. The feature aggregation module aggregates feature information at different scales of the image, and the image reconstruction module restores the output features to high-quality underwater images. The network also introduces channel attention mechanism to make the network pay more attention to the channels containing important information. The detail information is protected by real-time superposition with feature information. Experimental results demonstrate that the method in this paper produces results with correct colors and complete details, and outperforms existing methods in quantitative metrics.

웨이브릿 국부 최대-최소값을 이용한 영상 정합 (Image matching by Wavelet Local Extrema)

  • 박철진;김주영;고광식
    • 대한전자공학회:학술대회논문집
    • /
    • 대한전자공학회 1999년도 추계종합학술대회 논문집
    • /
    • pp.589-592
    • /
    • 1999
  • Matching is a key problem in computer vision, image analysis and pattern recognition. In this paper a multiscale image matching algorithm by wavelet local extrema is proposed. This algorithm is based on the multiscale wavelet transform of the curvature which can utilize both the information of local extrema positions and magnitudes of transform results. This method has advantages in computational cost to a single scale image matching. It is also rotation-, translation-, and scale-independent image matching method. This matching can be used for the recognition of occluded objects.

  • PDF

SOME RECENT TOPICS IN COMPUTATIONAL MATHEMATICS - FINITE ELEMENT METHODS

  • Park, Eun-Jae
    • Korean Journal of Mathematics
    • /
    • 제13권2호
    • /
    • pp.127-137
    • /
    • 2005
  • The objective of numerical analysis is to devise and analyze efficient algorithms or numerical methods for equations arising in mathematical modeling for science and engineering. In this article, we present some recent topics in computational mathematics, specially in the finite element method and overview the development of the mixed finite element method in the context of second order elliptic and parabolic problems. Multiscale methods such as MsFEM, HMM, and VMsM are included.

  • PDF