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Journal of Global Optimization
Article . 2015 . Peer-reviewed
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https://dx.doi.org/10.48550/ar...
Article . 2013
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Extended reverse-convex programming: an approximate enumeration approach to global optimization

Authors: Bunin, Gene A.;

Extended reverse-convex programming: an approximate enumeration approach to global optimization

Abstract

A new approach to solving a large class of factorable nonlinear programming (NLP) problems to global optimality is presented in this paper. Unlike the traditional strategy of partitioning the decision-variable space employed in many branch-and-bound methods, the proposed approach approximates the NLP problem by a reverse-convex programming (RCP) problem to a controlled precision, with the latter then solved by an enumerative search. To establish the theoretical guarantees of the method, the notion of "RCP regularity" is introduced and it is proven that enumeration is guaranteed to yield a global optimum when the RCP problem is regular. An extended RCP algorithmic framework is then presented and its performance is examined for a small set of test problems.

39 pages, 7 figures, third revised version submitted to the Journal of Global Optimization

Keywords

Optimization and Control (math.OC), FOS: Mathematics, concave programming, implicit enumeration methods, piecewise-concave approximation, Nonconvex programming, global optimization, Mathematics - Optimization and Control, factorable programming, reverse-convex programming

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selected citations
These citations are derived from selected sources.
This is an alternative to the "Influence" indicator, which also reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Citations provided by BIP!
popularity
This indicator reflects the "current" impact/attention (the "hype") of an article in the research community at large, based on the underlying citation network.
BIP!Popularity provided by BIP!
influence
This indicator reflects the overall/total impact of an article in the research community at large, based on the underlying citation network (diachronically).
BIP!Influence provided by BIP!
impulse
This indicator reflects the initial momentum of an article directly after its publication, based on the underlying citation network.
BIP!Impulse provided by BIP!
2
Average
Average
Average
Green
bronze