Mathematical
Modeling in Industry-A Workshop for Graduate Students
Network
Analysis
Tutor:
Norm Curet, National Security Agency
Network reliability analysis is a difficult computational problem
that has attracted quite a bit of research at the interface
of combinatorics, computer science and operations research.
A central component of two-terminal reliability is the identification
of minimum cutsets in a graph theoretic model of the underlying
network. The idea is to calculate the probability that at least
one path exists between some selected pair of terminal nodes
through the identification of all cutsets in the corresponding
graph. Since the exact calculations are intractable, bounds
are calculated via identification of minimum weight cutsets.
This project will examine a network vulnerability variant of
the two-terminal network reliability problem. Given a network
with some small selected subset of "vulnerable" links, we would
like to calculate the minimum number of network component failures
that would have to occur so that all network communications
involve at least one link in the vulnerable set. Students will
have the opportunity to investigate several network flow models
and propose combinatorial optimization algorithms based on lagrangean
relaxation or other decomposition approaches. The end contribution
will be to understand the mathematics behind these algorithms
and to prototype one or more algorithms that can be deployed
to analyze moderately sized networks in real-time.
Textbook References:
1. Michael Ball (editor), Network Models, Elsevier Amsterdam,
1995. (chapter on network reliability)
2. Rav Ahuja, James Orlin and Tom Magnanti, Network Flows, Prentice
Hall New Jersey, 1993. (chapters on maximum flow and lagrangean
relaxation)
3. Charles Colbourn, Combinatorics of Network Reliability, Oxford
University Press, 1987 (Chapters 1 and 2)
4. George Nemhauser and Laurence Wolsey, Integer and Combinatorial
Optimization, 1988 (Part I)
Project
Team Participants:
| Patrick
Quillen |
University
of Kentucky |
| Ariel
Cintron |
Cornell
Unversity |
| Robert
Ellis |
University
of California, San Diego |
| Shobha
Oruganti |
Mississippi
State University |
| Corey
Gonzalez |
University
of Maryland, College Park |
| Lisa
Denogean |
Cornell
University |
Workshop
Schedule
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