کد مقاله کد نشریه سال انتشار مقاله انگلیسی نسخه تمام متن
476872 1446082 2012 14 صفحه PDF دانلود رایگان
عنوان انگلیسی مقاله ISI
Dynamic sampling algorithms for multi-stage stochastic programs with risk aversion
موضوعات مرتبط
مهندسی و علوم پایه مهندسی کامپیوتر علوم کامپیوتر (عمومی)
پیش نمایش صفحه اول مقاله
Dynamic sampling algorithms for multi-stage stochastic programs with risk aversion
چکیده انگلیسی

We consider the incorporation of a time-consistent coherent risk measure into a multi-stage stochastic programming model, so that the model can be solved using a SDDP-type algorithm. We describe the implementation of this algorithm, and study the solutions it gives for an application of hydro-thermal scheduling in the New Zealand electricity system. The performance of policies using this risk measure at different levels of risk aversion is compared with the risk-neutral policy.


► A risk averse objective is modelled in a multi-stage stochastic program.
► The risk measure is coherent and time-consistent.
► Large scale instances can be solved by sampling in an SDDP-type algorithm.
► The model is effective at reducing risk of a hydro-thermal electricity system.
► The model can eliminate the effects of bad outcomes at a modest cost increase.

ناشر
Database: Elsevier - ScienceDirect (ساینس دایرکت)
Journal: European Journal of Operational Research - Volume 218, Issue 2, 16 April 2012, Pages 470–483
نویسندگان
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