The relief indicator method for constrained global optimization

The relief indicator method for constrained global optimization

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Article ID: iaor1990948
Country: United States
Volume: 37
Issue: 4
Start Page Number: 473
End Page Number: 497
Publication Date: Aug 1990
Journal: Naval Research Logistics
Authors:
Abstract:

The authors consider the problem of globally minimizing a continuous, not-necessarily smooth function f(x) over a compact set S in equ1. To each real number equ2they associate a function equ3, called the relief indicator, such that the function equ4is closed, convex, and a feasible point equ5is a global optimal solution if and only if equ6 whereequ7. Based on this global optimality criterion, an algorithm is then developed which reduces the problem to a sequence of linearly constrained concave quadratic separable programs. The authors discuss the practical use of these results when n (the number of variables) is small and also show how the method can be applied in the decomposition of certain nonconvex problems.

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