Asymptotic analysis of the exponential penalty trajectory in linear programming

Asymptotic analysis of the exponential penalty trajectory in linear programming

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Article ID: iaor19961390
Country: Netherlands
Volume: 67
Issue: 2
Start Page Number: 169
End Page Number: 187
Publication Date: Nov 1994
Journal: Mathematical Programming (Series A)
Authors:
Abstract:

The authors consider the linear program min∈c'x:Ax•b} and the associated exponential penalty function fr(x)=c'x+rΣexp[(Aix-bi)/r]. For r close to 0, the unconstrained minimizer x(r) of fr admits an asymptotic expansion of the form x(r)=x*+rd*+η(r) where x* is a particular optimal solution of the linear program and the error term η(r) has an exponentially fast decay. Using duality theory the authors exhibit an associated dual trajectory λ(r) which converges exponentially fast to a particular dual optimal solution. These results are completed by an asymptotic analysis when r tends to •; the primal trajectory has an asymptotic ray and the dual trajectory converges to an interior dual feasible solution.

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