Perspective envelopes for bilinear functions
Author(s) -
Hassan Hijazi
Publication year - 2019
Publication title -
aip conference proceedings
Language(s) - English
Resource type - Conference proceedings
eISSN - 1551-7616
pISSN - 0094-243X
DOI - 10.1063/1.5089984
Subject(s) - bilinear interpolation , convex hull , perspective (graphical) , mathematical optimization , characterization (materials science) , pruning , set (abstract data type) , mathematics , space (punctuation) , function (biology) , regular polygon , convex optimization , feasible region , computer science , geometry , statistics , materials science , evolutionary biology , agronomy , biology , programming language , nanotechnology , operating system
We characterize the convex hull of the set defined by a bilinear function f (x, y) = xy and a linear inequality linking x and y. The new characterization, based on perspective functions, dominates the standard McCormick convexification approach. In practice, this result can be of great value in global optimization frameworks, helping to tighten the bounds provided by convex relaxations. The new formulation has the potential to improve the pruning process in spatial branch and bound schemes and consequently reduce the search space effort.
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