Improving discrete model representations via symmetry considerations

Citation
Hd. Sherali et Jc. Smith, Improving discrete model representations via symmetry considerations, MANAG SCI, 47(10), 2001, pp. 1396-1407
Citations number
12
Categorie Soggetti
Management
Journal title
MANAGEMENT SCIENCE
ISSN journal
00251909 → ACNP
Volume
47
Issue
10
Year of publication
2001
Pages
1396 - 1407
Database
ISI
SICI code
0025-1909(200110)47:10<1396:IDMRVS>2.0.ZU;2-I
Abstract
In this paper, we focus on a useful modeling concept that is frequently ign ored while formulating discrete optimization problems. Very often, there ex ists a natural symmetry inherent in the problem itself that, if propagated to the model, can hopelessly mire a branch-and-bound solver by burdening it to explore and eliminate such alternative symmetric solutions. We discuss three applications where such a symmetry arises: a telecommunications netwo rk design problem, a noise pollution problem, and a machine procurement and operation problem. For each case, we identify the indistinguishable object s in the model that create the problem symmetry and show how imposing certa in decision hierarchies within the model significantly enhances its solvabi lity, while using a popular modern-day commercial branch-and-cut software ( CPLEX 6.5).