TY - JOUR
T1 - Globally and locally minimal weight spanning tree networks
AU - Kansal, A. R.
AU - Torquato, S.
N1 - Funding Information:
This work has been supported in part by grants CA84509 and CA69246 from the National Institutes of Health. The work was also supported by the Engineering Research Program of the Office of Basic Energy Sciences at the Department of Energy (Grant DE-FG02-92ER14275). The authors would like to thank Dr. T.S. Deisboeck for valuable discussions.
PY - 2001/12/1
Y1 - 2001/12/1
N2 - The competition between local and global driving forces is significant in a wide variety of naturally occurring branched networks. We have investigated the impact of a global minimization criterion versus a local one on the structure of spanning trees. To do so, we consider two spanning tree structures - the generalized minimal spanning tree (GMST) defined by Dror et al. (Eur. J. Oper. Res. 120 (2000) 583) and an analogous structure based on the invasion percolation network, which we term the generalized invasive spanning tree (GIST). In general, these two structures represent extremes of global and local optimality, respectively. Structural characteristics are compared between the GMST and GIST for a fixed lattice. In addition, we demonstrate a method for creating a series of structures which enable one to span the range between these two extremes. Two structural characterizations, the occupied edge density (i.e., the fraction of edges in the graph that are included in the tree) and the tortuosity of the arcs in the trees, are shown to correlate well with the degree to which an intermediate structure resembles the GMST or GIST. Both characterizations are straightforward to determine from an image and are potentially useful tools in the analysis of the formation of network structures.
AB - The competition between local and global driving forces is significant in a wide variety of naturally occurring branched networks. We have investigated the impact of a global minimization criterion versus a local one on the structure of spanning trees. To do so, we consider two spanning tree structures - the generalized minimal spanning tree (GMST) defined by Dror et al. (Eur. J. Oper. Res. 120 (2000) 583) and an analogous structure based on the invasion percolation network, which we term the generalized invasive spanning tree (GIST). In general, these two structures represent extremes of global and local optimality, respectively. Structural characteristics are compared between the GMST and GIST for a fixed lattice. In addition, we demonstrate a method for creating a series of structures which enable one to span the range between these two extremes. Two structural characterizations, the occupied edge density (i.e., the fraction of edges in the graph that are included in the tree) and the tortuosity of the arcs in the trees, are shown to correlate well with the degree to which an intermediate structure resembles the GMST or GIST. Both characterizations are straightforward to determine from an image and are potentially useful tools in the analysis of the formation of network structures.
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U2 - 10.1016/S0378-4371(01)00430-7
DO - 10.1016/S0378-4371(01)00430-7
M3 - Article
AN - SCOPUS:0035575818
SN - 0378-4371
VL - 301
SP - 601
EP - 619
JO - Physica A: Statistical Mechanics and its Applications
JF - Physica A: Statistical Mechanics and its Applications
IS - 1-4
ER -