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
来源
PROCEEDINGS OF THE ASME INTERNATIONAL DESIGN ENGINEERING TECHNICAL CONFERENCES AND COMPUTERS AND INFORMATION IN ENGINEERING CONFERENCE, 2016, VOL 7 | 2016年
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 54 条
[1]   On the spectra of nonsymmetric Laplacian matrices [J].
Agaev, R ;
Chebotarev, P .
LINEAR ALGEBRA AND ITS APPLICATIONS, 2005, 399 :157-168
[2]   Optimum granularity level of modular product design architecture [J].
AlGeddawy, Tarek ;
ElMaraghy, Hoda .
CIRP ANNALS-MANUFACTURING TECHNOLOGY, 2013, 62 (01) :151-154
[3]   Frameworks for product family design and development [J].
Alizon, Fabrice ;
Khadke, Kiran ;
Thevenot, Henri J. ;
Gershenson, John K. ;
Marion, Tucker J. ;
Shooter, Steven B. ;
Simpson, Timothy W. .
CONCURRENT ENGINEERING-RESEARCH AND APPLICATIONS, 2007, 15 (02) :187-199
[4]   Optimal Partitioning and Coordination Decisions in Decomposition-Based Design Optimization [J].
Allison, James T. ;
Kokkolaras, Michael ;
Papalambros, Panos Y. .
JOURNAL OF MECHANICAL DESIGN, 2009, 131 (08) :0810081-0810088
[5]  
[Anonymous], 2012, P MOB DAT CHALL 2012
[6]  
[Anonymous], 2014, A first course in stochastic processes
[7]   Emergence of scaling in random networks [J].
Barabási, AL ;
Albert, R .
SCIENCE, 1999, 286 (5439) :509-512
[8]   Clustering using objective functions and stochastic search [J].
Booth, James G. ;
Casella, George ;
Hobert, James P. .
JOURNAL OF THE ROYAL STATISTICAL SOCIETY SERIES B-STATISTICAL METHODOLOGY, 2008, 70 :119-139
[9]  
Borjesson F., 2012, P ASME 2012 INT DES
[10]   A module generation algorithm for product architecture based on component interactions and strategic drivers [J].
Borjesson, Fredrik ;
Hoelttae-Otto, Katja .
RESEARCH IN ENGINEERING DESIGN, 2014, 25 (01) :31-51