A Scenario Tree-Based Decomposition for Solving Multistage Stochastic Programs

With Application in Energy Production

(Autor)

Buch | Softcover
XVI, 182 Seiten
2010 | 2011
Vieweg & Teubner (Verlag)
978-3-8348-1409-8 (ISBN)
112,34 inkl. MwSt
Optimization problems involving uncertain data arise in many areas of industrial and economic applications. Stochastic programming provides a useful framework for modeling and solving optimization problems for which a probability distribution of the unknown parameters is available.
Motivated by practical optimization problems occurring in energy systems with regenerative energy supply, Debora Mahlke formulates and analyzes multistage stochastic mixed-integer models. For their solution, the author proposes a novel decomposition approach which relies on the concept of splitting the underlying scenario tree into subtrees. Based on the formulated models from energy production, the algorithm is computationally investigated and the numerical results are discussed.

Debora Mahlke received her Ph.D. in Mathematics from the Technische Universität Darmstadt where she currently works as a postdoctoral research associate.

An Energy Production Problem
Mathematical Modeling
Stochastic Switching Polytopes
Primal Heuristics
A Scenario Tree-Based Decomposition of SMIPs
Algorithmic Implementation
Computational Results

Erscheint lt. Verlag 2.11.2010
Reihe/Serie Stochastic Programming
Zusatzinfo XVI, 182 p. 14 illus.
Verlagsort Wiesbaden
Sprache englisch
Maße 148 x 210 mm
Gewicht 301 g
Themenwelt Mathematik / Informatik Mathematik Wahrscheinlichkeit / Kombinatorik
Schlagworte Energy Production Problem • Mathematical Modeling • Mathematik • Primal Heuristics • Stochastic Switching Polytopes • Stochastik
ISBN-10 3-8348-1409-1 / 3834814091
ISBN-13 978-3-8348-1409-8 / 9783834814098
Zustand Neuware
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