MULTI-LEVEL FLOW-BASED MARKOV CLUSTERING FOR DESIGN STRUCTURE MATRICES

被引:0
|
作者
Wilschut, Tim [1 ]
Etman, Pascal [1 ]
Rooda, Jacobus [1 ]
Adan, Ivo [2 ]
机构
[1] Eindhoven Univ Technol, Dept Mech Engn, Eindhoven, Netherlands
[2] Eindhoven Univ Technol, Dept Ind Engn, Eindhoven, Netherlands
关键词
SYSTEM; DECOMPOSITION; ARCHITECTURE; ALGORITHM;
D O I
暂无
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
For decomposition and integration of systems one requires extensive knowledge on system structure. A Design Structure Matrix (DSM) can provide a simple, compact and visual representation of dependencies between system elements. By permuting the rows and columns of a DSM using a clustering algorithm, the underlying structure of a system can be revealed. In this paper, we present a new DSM clustering algorithm based upon Markov clustering. The developed clustering algorithm is able to cope with the presence of 'bus' elements, returns multi-level clusters, is capable of clustering both directed as well as undirected DSMs, and allows the user to control the cluster results by tuning only three input parameters.
引用
收藏
页数:10
相关论文
共 50 条
  • [1] Multilevel Flow-Based Markov Clustering for Design Structure Matrices
    Wilschut, T.
    Etman, L. F. P.
    Rooda, J. E.
    Adan, I. J. B. F.
    JOURNAL OF MECHANICAL DESIGN, 2017, 139 (12)
  • [2] HYDRAULIC DESIGN OF A MULTI-LEVEL INTAKE STRUCTURE
    Safavi, K.
    Karaminejad, A. R.
    Jamali, H.
    Sarkardeh, H. A.
    Zarrati, A. R.
    ADVANCES IN WATER RESOURCES AND HYDRAULIC ENGINEERING, VOLS 1-6, 2009, : 2064 - +
  • [3] A Topic Detection Approach Based on Multi-level Clustering
    Song, Yang
    Du, Junping
    Hou, Lisha
    PROCEEDINGS OF THE 31ST CHINESE CONTROL CONFERENCE, 2012, : 3834 - 3838
  • [4] Multi-level assertion-based design
    Eveking, Hans
    Braun, Martin
    Schickel, Martin
    Schweikert, Martin
    Nimbler, Volker
    MEMOCODE'07: FIFTH ACM & IEEE INTERNATIONAL CONFERENCE ON FORMAL METHODS AND MODELS FOR CO-DESIGN, PROCEEDINGS, 2007, : 85 - +
  • [5] A multi-level approach for document clustering
    Oliveira, S
    Seok, SC
    COMPUTATIONAL SCIENCE - ICCS 2005, PT 1, PROCEEDINGS, 2005, 3514 : 204 - 211
  • [6] Multi-level Algorithms for Modularity Clustering
    Noack, Andreas
    Rotta, Randolf
    EXPERIMENTAL ALGORITHMS, PROCEEDINGS, 2009, 5526 : 257 - 268
  • [7] Multi-level Approximate Spectral Clustering
    Wang, Lijun
    Dong, Ming
    Kotov, Alexander
    2015 IEEE INTERNATIONAL CONFERENCE ON DATA MINING (ICDM), 2015, : 439 - 448
  • [8] MULTI-LEVEL CLUSTERING OF PHYLOGENETIC PROFILES
    Psomopoulos, Fotis E.
    Mitkas, Pericles A.
    INTERNATIONAL JOURNAL ON ARTIFICIAL INTELLIGENCE TOOLS, 2012, 21 (05)
  • [9] Multi-level association rule mining based on clustering partition
    Huang QingLan
    Duan LongZhen
    2013 THIRD INTERNATIONAL CONFERENCE ON INTELLIGENT SYSTEM DESIGN AND ENGINEERING APPLICATIONS (ISDEA), 2013, : 982 - 985
  • [10] Financial multi-level clustering analysing system based on Web
    Mei, Yong-Guo
    Yang, Jie
    Chen, Wen-Zhong
    Shanghai Jiaotong Daxue Xuebao/Journal of Shanghai Jiaotong University, 2002, 36 (12): : 1816 - 1820