On the Composition of Convex Envelopes for Quadrilinear Terms
Pietro Belotti (),
Sonia Cafieri (),
Jon Lee (),
Leo Liberti () and
Andrew J. Miller ()
Additional contact information
Pietro Belotti: Clemson University
Sonia Cafieri: Ecole Nationale de l’Aviation Civile
Jon Lee: University of Michigan
Leo Liberti: École Polytechnique
Andrew J. Miller: Université Bordeaux 1; RealOpt
A chapter in Optimization, Simulation, and Control, 2013, pp 1-16 from Springer
Abstract:
Abstract Within the framework of the spatial Branch-and-Bound algorithm for solving mixed-integer nonlinear programs, different convex relaxations can be obtained for multilinear terms by applying associativity in different ways. The two groupings $$(({x}_{1}{x}_{2}){x}_{3}){x}_{4}$$ and $$({x}_{1}{x}_{2}{x}_{3}){x}_{4}$$ of a quadrilinear term, for example, give rise to two different convex relaxations. In Cafieri et al. (J Global Optim 47:661–685, 2010) we prove that having fewer groupings of longer terms yields tighter convex relaxations. In this chapter we give an alternative proof of the same fact and perform a computational study to assess the impact of the tightened convex relaxation in a spatial Branch-and-Bound setting.
Keywords: Quadrilinear; Convex relaxation; Reformulation; Global optimization; Spatial Branch-and-Bound; MINLP (search for similar items in EconPapers)
Date: 2013
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Persistent link: https://EconPapers.repec.org/RePEc:spr:spochp:978-1-4614-5131-0_1
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DOI: 10.1007/978-1-4614-5131-0_1
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