[HTML][HTML] Distributionally robust optimization: A review on theory and applications

F Lin, X Fang, Z Gao - Numerical Algebra, Control and Optimization, 2022 - aimsciences.org
In this paper, we survey the primary research on the theory and applications of
distributionally robust optimization (DRO). We start with reviewing the modeling power and …

Robust optimization–a comprehensive survey

HG Beyer, B Sendhoff - Computer methods in applied mechanics and …, 2007 - Elsevier
This paper reviews the state-of-the-art in robust design optimization–the search for designs
and solutions which are immune with respect to production tolerances, parameter drifts …

Distributionally robust convex optimization

W Wiesemann, D Kuhn, M Sim - Operations research, 2014 - pubsonline.informs.org
Distributionally robust optimization is a paradigm for decision making under uncertainty
where the uncertain problem data are governed by a probability distribution that is itself …

[BUKU][B] An introduction to polynomial and semi-algebraic optimization

JB Lasserre - 2015 - books.google.com
This is the first comprehensive introduction to the powerful moment approach for solving
global optimization problems (and some related problems) described by polynomials (and …

Outage constrained robust transmit optimization for multiuser MISO downlinks: Tractable approximations by conic optimization

KY Wang, AMC So, TH Chang… - IEEE Transactions on …, 2014 - ieeexplore.ieee.org
In this paper, we study a probabilistically robust transmit optimization problem under
imperfect channel state information (CSI) at the transmitter and under the multiuser multiple …

[PERNYATAAN][C] Robust Optimization

A Ben-Tal - Princeton University Press google schola, 2009 - books.google.com
Robust optimization is still a relatively new approach to optimization problems affected by
uncertainty, but it has already proved so useful in real applications that it is difficult to tackle …

Theory and applications of robust optimization

D Bertsimas, DB Brown, C Caramanis - SIAM review, 2011 - SIAM
In this paper we survey the primary research, both theoretical and applied, in the area of
robust optimization (RO). Our focus is on the computational attractiveness of RO …

[BUKU][B] Support vector machines: optimization based theory, algorithms, and extensions

N Deng, Y Tian, C Zhang - 2012 - books.google.com
Support Vector Machines: Optimization Based Theory, Algorithms, and Extensions presents
an accessible treatment of the two main components of support vector machines (SVMs) …

A unified framework for defining and measuring flexibility in power system

J Zhao, T Zheng, E Litvinov - IEEE Transactions on power …, 2015 - ieeexplore.ieee.org
Flexibility is a widely used term in planning process and real-time operation. The existing
research on flexibility uses different techniques to study flexibility property from different …

A multi-objective robust optimization model for multi-product multi-site aggregate production planning in a supply chain under uncertainty

SMJ Mirzapour Al-E-Hashem, H Malekly… - International journal of …, 2011 - Elsevier
Manufacturers need to satisfy consumer demands in order to compete in the real world. This
requires the efficient operation of a supply chain planning. In this research we consider a …