A decomposition-based crash-start for stochastic programming

被引:0
作者
Marco Colombo
Andreas Grothey
机构
[1] The University of Edinburgh,School of Mathematics and Maxwell Institute
来源
Computational Optimization and Applications | 2013年 / 55卷
关键词
Stochastic programming; Interior point methods; Warm-starting;
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摘要
In this paper we propose a crash-start technique for interior point methods applicable to multi-stage stochastic programming problems. The main idea is to generate an initial point for the interior point solver by decomposing the barrier problem associated with the deterministic equivalent at the second stage and using a concatenation of the solutions of the subproblems as a warm-starting point for the complete instance. We analyse this scheme and produce theoretical conditions under which the warm-start iterate is successful. We describe the implementation within the OOPS solver and the results of the numerical tests we performed.
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页码:311 / 340
页数:29
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