4.6 Article

Explicit convex and concave envelopes through polyhedral subdivisions

Journal

MATHEMATICAL PROGRAMMING
Volume 138, Issue 1-2, Pages 531-577

Publisher

SPRINGER HEIDELBERG
DOI: 10.1007/s10107-012-0581-4

Keywords

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Funding

  1. NSF [CMMI 0900065, 0856605]
  2. Div Of Civil, Mechanical, & Manufact Inn
  3. Directorate For Engineering [0856605] Funding Source: National Science Foundation

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In this paper, we derive explicit characterizations of convex and concave envelopes of several nonlinear functions over various subsets of a hyper-rectangle. These envelopes are obtained by identifying polyhedral subdivisions of the hyper-rectangle over which the envelopes can be constructed easily. In particular, we use these techniques to derive, in closed-form, the concave envelopes of concave-extendable supermodular functions and the convex envelopes of disjunctive convex functions.

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