Multi-stage scenario generation by the combined moment matching and scenario reduction method

Operations Research Letters(2014)

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摘要
We describe an opportunity to speed up multi-stage scenario generation and reduction using a combination of two well-known methods: the moment matching method (Hoyland and Wallace, 2001) and the method for scenario reduction to approximately minimize a metric (Heitsch and Romish, 2009). Our suggestion is to combine them rather than using them in serial by making use of a stage-wise approximation to the moment matching algorithm. Computational results show that combining the methods can bring significant benefits.
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关键词
moment matching,multi-stage stochastic programming,scenario generation,scenario reduction
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