Parallel interior-point solver for structured linear programs

Parallel interior-point solver for structured linear programs

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Article ID: iaor20041814
Country: Germany
Volume: 96
Issue: 3
Start Page Number: 561
End Page Number: 584
Publication Date: Jan 2003
Journal: Mathematical Programming
Authors: ,
Keywords: computational analysis: parallel computers
Abstract:

Issues of implementation of an object-oriented library for parallel interior-point methods are addressed. The solver can easily exploit any special structure of the underlying optimization problem. In particular, it allows a nested embedding of structures and by this means very complicated real-life optimization problems can be modelled. The efficiency of the solver is illustrated on several problems arising in the optimization of networks. The sequential implementation outperforms the state-of-the-art commercial optimization software. The parallel implementation achieves speed-ups of about 3.1–3.9 on 4-processors parallel systems and speed-ups of about 10–12 on 16-processors parallel systems.

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