Recent advances in robust optimization: An overview

V Gabrel, C Murat, A Thiele - European journal of operational research, 2014 - Elsevier
This paper provides an overview of developments in robust optimization since 2007. It seeks
to give a representative picture of the research topics most explored in recent years …

A structuring review on multi-stage optimization under uncertainty: Aligning concepts from theory and practice

H Bakker, F Dunke, S Nickel - Omega, 2020 - Elsevier
While methods for optimization under uncertainty have been studied intensely over the past
decades, the explicit consideration of the interplay between uncertainty and time has gained …

K-Adaptability in Two-Stage Robust Binary Programming

GA Hanasusanto, D Kuhn… - Operations …, 2015 - pubsonline.informs.org
Over the last two decades, robust optimization has emerged as a computationally attractive
approach to formulate and solve single-stage decision problems affected by uncertainty …

Multistage adjustable robust mixed-integer optimization via iterative splitting of the uncertainty set

K Postek, D Hertog - INFORMS Journal on Computing, 2016 - pubsonline.informs.org
In this paper we propose a methodology for constructing decision rules for integer and
continuous decision variables in multiperiod robust linear optimization problems. This type …

Robust multistage decision making

E Delage, DA Iancu - The operations research revolution, 2015 - pubsonline.informs.org
Testifying to more than 10 years of academic and practical developments, this tutorial
attempts to provide a succinct yet unified view of the robust multistage decision-making …

Algorithm engineering in robust optimization

M Goerigk, A Schöbel - Algorithm engineering: selected results and …, 2016 - Springer
Robust optimization is a young and emerging field of research having received a
considerable increase of interest over the last decade. In this paper, we argue that the …

[КНИГА][B] Modeling and optimization of interdependent energy infrastructures

W Wei, J Wang - 2020 - Springer
The everlasting consumption of fossil fuels with limited reserves amid climate change and
environmental pollution arises public awareness of sustainable development, which calls for …

K-adaptability in two-stage mixed-integer robust optimization

A Subramanyam, CE Gounaris… - Mathematical Programming …, 2020 - Springer
We study two-stage robust optimization problems with mixed discrete-continuous decisions
in both stages. Despite their broad range of applications, these problems pose two …

Robust optimization with ambiguous stochastic constraints under mean and dispersion information

K Postek, A Ben-Tal, D Den Hertog… - Operations …, 2018 - pubsonline.informs.org
In this paper we consider ambiguous stochastic constraints under partial information
consisting of means and dispersion measures of the underlying random parameters …

A data-driven approach to multistage stochastic linear optimization

D Bertsimas, S Shtern, B Sturt - Management Science, 2023 - pubsonline.informs.org
We propose a new data-driven approach for addressing multistage stochastic linear
optimization problems with unknown distributions. The approach consists of solving a robust …