Title :
On the structure of graph edge designs that optimize the algebraic connectivity
Author :
Wan, Yan ; Roy, Sandip ; Wang, Xu ; Saberi, Ali ; Yang, Tao ; Xue, Mengran ; Malek, Babak
Author_Institution :
Dept. of Electr. Eng., Washington State Univ., WA, USA
Abstract :
We take a structural approach to the problem of designing the edge weights in an undirected graph subject to an upper bound on their total, so as to maximize the algebraic connectivity. Specifically, we first characterize the eigenvector(s) associated with the algebraic connectivity at the optimum, using optimization machinery together with eigenvalue sensitivity notions. Using these characterizations, we fully address optimal design in tree graphs that is quadratic in the number of vertices, and also obtain a suite of results concerning the topological and eigen-structure of optimal designs for bipartite and general graphs.
Keywords :
eigenvalues and eigenfunctions; matrix algebra; optimisation; trees (mathematics); algebraic connectivity; bipartite graph; eigenvalue sensitivity notion; eigenvector; optimization machinery; topological structure; tree graph; undirected graph optimal edge weight design; Algorithm design and analysis; Design methodology; Design optimization; Eigenvalues and eigenfunctions; Graph theory; Laplace equations; Large-scale systems; Machinery; Tree graphs; Upper bound;
Conference_Titel :
Decision and Control, 2008. CDC 2008. 47th IEEE Conference on
Conference_Location :
Cancun
Print_ISBN :
978-1-4244-3123-6
Electronic_ISBN :
0191-2216
DOI :
10.1109/CDC.2008.4738734