• 제목/요약/키워드: graph partition

검색결과 61건 처리시간 0.021초

Efficient Classification of High Resolution Imagery for Urban Area

  • Lee, Sang-Hoon
    • 대한원격탐사학회지
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    • 제27권6호
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    • pp.717-728
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    • 2011
  • An efficient method for the unsupervised classification of high resolution imagery is suggested in this paper. It employs pixel-linking and merging based on the adjacency graph. The proposed algorithm uses the neighbor lines of 8 directions to include information in spatial proximity. Two approaches are suggested to employ neighbor lines in the linking. One is to compute the dissimilarity measure for the pixel-linking using information from the best lines with the smallest non. The other is to select the best directions for the dissimilarity measure by comparing the non-homogeneity of each line in the same direction of two adjacent pixels. The resultant partition of pixel-linking is segmented and classified by the merging based on the regional and spectral adjacency graphs. This study performed extensive experiments using simulation data and a real high resolution data of IKONOS. The experimental results show that the new approach proposed in this study is quite effective to provide segments of high quality for object-based analysis and proper land-cover map for high resolution imagery of urban area.

Generation of Fixed Spectral Basis for Three-Dimensional Mesh Coding Using Dual Graph

  • Kim Sung-Yeol;Yoon Seung-Uk;Ho Yo-Sung
    • 대한전자공학회:학술대회논문집
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    • 대한전자공학회 2004년도 ICEIC The International Conference on Electronics Informations and Communications
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    • pp.137-142
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    • 2004
  • In this paper, we propose a new scheme for geometry coding of three-dimensional (3-D) mesh models using a fixed spectral basis. In order to code the mesh geometry information, we generate a fixed spectral basis using the dual graph derived from the 3-D mesh topology. After we partition a 3-D mesh model into several independent sub-meshes to reduce coding complexity, the mesh geometry information is projected onto the generated orthonormal bases which are the eigenvectors of the Laplacian matrix of the 3-D mesh. Finally, spectral coefficients are coded by a quantizer and a variable length coder. The proposed scheme can not only overcome difficulty of generating a fixed spectral basis, but also reduce coding complexity. Moreover, we can provide an efficient multi-resolution representation of 3-D meshes.

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준정부호 스펙트럼의 군집화 (Semidefinite Spectral Clustering)

  • 김재환;최승진
    • 한국정보과학회:학술대회논문집
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    • 한국정보과학회 2005년도 한국컴퓨터종합학술대회 논문집 Vol.32 No.1 (A)
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    • pp.892-894
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    • 2005
  • Graph partitioning provides an important tool for data clustering, but is an NP-hard combinatorial optimization problem. Spectral clustering where the clustering is performed by the eigen-decomposition of an affinity matrix [1,2]. This is a popular way of solving the graph partitioning problem. On the other hand, semidefinite relaxation, is an alternative way of relaxing combinatorial optimization. issuing to a convex optimization[4]. In this paper we present a semidefinite programming (SDP) approach to graph equi-partitioning for clustering and then we use eigen-decomposition to obtain an optimal partition set. Therefore, the method is referred to as semidefinite spectral clustering (SSC). Numerical experiments with several artificial and real data sets, demonstrate the useful behavior of our SSC. compared to existing spectral clustering methods.

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COMPUTATION OF SOMBOR INDICES OF OTIS(BISWAPPED) NETWORKS

  • Basavanagoud, B.;Veerapur, Goutam
    • 충청수학회지
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    • 제35권3호
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    • pp.205-225
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    • 2022
  • In this paper, we derive analytical closed results for the first (a, b)-KA index, the Sombor index, the modified Sombor index, the first reduced (a, b)-KA index, the reduced Sombor index, the reduced modified Sombor index, the second reduced (a, b)-KA index and the mean Sombor index mSOα for the OTIS biswapped networks by considering basis graphs as path, wheel graph, complete bipartite graph and r-regular graphs. Network theory plays a significant role in electronic and electrical engineering, such as signal processing, networking, communication theory, and so on. A topological index (TI) is a real number associated with graph networks that correlates chemical networks with a variety of physical and chemical properties as well as chemical reactivity. The Optical Transpose Interconnection System (OTIS) network has recently received increased interest due to its potential uses in parallel and distributed systems.

방향성 그래프에 기초한 분할연산 회로설계에 관한 연구 (A Study on the Partition Operating Circuit Design based on Directed Graph)

  • 박춘명
    • 한국정보통신학회논문지
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    • 제17권9호
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    • pp.2091-2096
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    • 2013
  • 본 논문에서는 방향성 그래프에 기초하여 절점들 간의 입출력 관계가 트리의 특성을 갖는 연관관계를 분할연산기법과 수학적 해석을 통하여 함수로 변환하고 이를 회로 설계하는 방법에 대하여 논의하였다. 기존에 제안된 알고리즘이 임의의 절점수를 갖는 방향성 그래프에 대하여 같은 수의 잉여절점수를 삽입함으로써 생성되는 매개변수들이 양의 정수로 표현되지 못하여 회로의 설계가 불가능하게 되는 문제점이 있었다. 이를 개선하기 위해서 본 논문에서는 트리의 성질을 수학적으로 해석하여 주어진 임의의 절점수를 가지는 방향성 그래프에 대하여 절점들의 관계를 규명해주는 매개변수들과 논리레벨 P의 승수로 표현되어 항상 양의 정수 값을 갖도록 레벨 간에 각기 다른 잉여절점을 삽입하여 효율적인 회로설계를 하였다.

Enhanced Graph-Based Method in Spectral Partitioning Segmentation using Homogenous Optimum Cut Algorithm with Boundary Segmentation

  • S. Syed Ibrahim;G. Ravi
    • International Journal of Computer Science & Network Security
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    • 제23권7호
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    • pp.61-70
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    • 2023
  • Image segmentation is a very crucial step in effective digital image processing. In the past decade, several research contributions were given related to this field. However, a general segmentation algorithm suitable for various applications is still challenging. Among several image segmentation approaches, graph-based approach has gained popularity due to its basic ability which reflects global image properties. This paper proposes a methodology to partition the image with its pixel, region and texture along with its intensity. To make segmentation faster in large images, it is processed in parallel among several CPUs. A way to achieve this is to split images into tiles that are independently processed. However, regions overlapping the tile border are split or lost when the minimum size requirements of the segmentation algorithm are not met. Here the contributions are made to segment the image on the basis of its pixel using min-cut/max-flow algorithm along with edge-based segmentation of the image. To segment on the basis of the region using a homogenous optimum cut algorithm with boundary segmentation. On the basis of texture, the object type using spectral partitioning technique is identified which also minimizes the graph cut value.

그래프 분할을 이용한 서울 수도권 지하철역들의 분류 (Classification of the Seoul Metropolitan Subway Stations using Graph Partitioning)

  • 박종수;이금숙
    • 한국경제지리학회지
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    • 제15권3호
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    • pp.343-357
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    • 2012
  • 수도권 지하철 시스템은 지하철 역을 결절점으로 하고 이들을 연결하는 선로를 간선으로 구성한 그래프로 표현할 수 있다. 본 논문에서 서울 수도권 지하철 시스템의 통행흐름을 바탕으로 그래프를 거의 비슷한 그룹들로 분할하여 지하철역들의 분류와 지하철 승객들의 통행 특성을 연구한다. 그래프의 각 간선을 통과하는 승객수를 교통카드 트랜잭션 데이터베이스에서 추출하여 그 간선의 가중치로 둔다. 그래프 분할 문제는 NP-완전 문제에 속하기 때문에, 본 논문에서 지하철 시스템의 그래프를 분할하기위하여 휴리스틱 알고리즘을 제안한다. 그 휴리스틱 알고리즘은 두 개의 선택 가능한 목적함수들 중에서 하나를 사용하는 데, 첫 번째 목적함수는 다른 그룹들에 속한 결절점들을 연결하는 간선들의 가중치의 합을 최소화하는 것이고 두 번째는 전체 지하철 승객들에 대해 승차역과 하차역이 같은 그룹에 속한 승객들의 비율을 최대화하는 것이다. 실험결과에서 각 그룹에 속한 지하철역들과 간선들을 색깔로 구분하여 지도상에 표시하고 그룹별 기종점 행렬로 지하철 승객들의 통행 특성을 분석한다.

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확장가능한 2단계 QoS 라우팅 방식 (Scalable Two Phases QoS Routing Scheme)

  • 김승훈
    • 한국통신학회논문지
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    • 제28권12B호
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    • pp.1066-1080
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    • 2003
  • 본 논문에서는 대규모 고속 통신망에서 분산 멀티미디어 응용을 지원하기 위한 확장가능한 2단계의 QoS 라우팅 방식을 제안한다. QoS 라우팅 문제는 다중척도 최단거리 문제로 변형될 수 있으며 이는 NP-complete로 알려져 있다. 계층적 통신망을 위하여 제안된 라우팅 방식은 두 단계로 이루어져 있다. 첫번째 단계는 특정 응용의 요구와 관계없이 모든 수준의 도메인에서 들어오는 경계노드와 나가는 경계노드 쌍간에 도메인을 경유하는 횡단트래픽을 위한 경로의 QoS distance 값을 정기적으로 선계산한다. 두번째 단계는 응용에서의 요구가 왔을때 실행되며, 계층적 완전경로 계산에 필요한 그래프 구축을 위한 분산알고리즘이 실행된다. 이와같이 자원가용성 정보를 공시하지 않고 조회방식을 사용함으로써 정보의 flood로 생성되는 많은 통신 오버헤드를 줄일 수 있다. 제안된 알고리즘에서는 또한 기존의 방식에서 완전히 무시되거나 혹은 부분적으로 고려되었던 통신망의 위상도 고려하여 계층적 완전경로의 불완전성을 보완하였다. 마지막으로 대략적으로 계산된 계층적 완전경로부터 QoS 라우팅 문제를 체계적으로 분할하여 수준1 도메인의 경로로 확장하는 분산 알고리즘을 제안하였다.

A New Scan Partition Scheme for Low-Power Embedded Systems

  • Kim, Hong-Sik;Kim, Cheong-Ghil;Kang, Sung-Ho
    • ETRI Journal
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    • 제30권3호
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    • pp.412-420
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    • 2008
  • A new scan partition architecture to reduce both the average and peak power dissipation during scan testing is proposed for low-power embedded systems. In scan-based testing, due to the extremely high switching activity during the scan shift operation, the power consumption increases considerably. In addition, the reduced correlation between consecutive test patterns may increase the power consumed during the capture cycle. In the proposed architecture, only a subset of scan cells is loaded with test stimulus and captured with test responses by freezing the remaining scan cells according to the spectrum of unspecified bits in the test cubes. To optimize the proposed process, a novel graph-based heuristic to partition the scan chain into several segments and a technique to increase the number of don't cares in the given test set have been developed. Experimental results on large ISCAS89 benchmark circuits show that the proposed technique, compared to the traditional full scan scheme, can reduce both the average switching activities and the average peak switching activities by 92.37% and 41.21%, respectively.

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Flexible Partitioning of CDFGs for Compact Asynchronous Controllers

  • Sretasereekul, Nattha;Okuyama, Yuichi;Saito, Hiroshi;Imai, Masashi;Kuroda, Kenichi;Nanya, Takashi
    • 대한전자공학회:학술대회논문집
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    • 대한전자공학회 2002년도 ITC-CSCC -3
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    • pp.1724-1727
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    • 2002
  • Asynchronous circuits have the potential to solve the problems related to parameter variations such as gate delays in deep sub-micron technologies. However, current CAD tools for large-scale asyn-chronous circuits partition specification irrelevantly, because these tools cannot control the granularity of circuit decomposition. In this paper we propose a hierarchical Control/Data Flow Graph (CDFG) containing nodes that are flexibly partitioned or merged into other nodes. We show a partitioning algorithm for such CDFGs to generate handleable Signal Transition Graphs (STGs) for asynchronous synthesis tools. The algorithm a1lows designers to assign the maximum number of signals of partitioned nodes considering of timality. From an experiment, this algorithm can flexibly partition and result in more compact asynchronous controllers.

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