A hierarchy of policies for adaptive optimization
In this paper, we propose a new tractable framework for dealing with linear dynamical systems affected by uncertainty, applicable to multistage robust optimization and stochastic programming. We introduce a hierarchy of near-optimal polynomial disturbance-feedback control policies, and show how thes...
Main Authors: | Bertsimas, Dimitris J. (Contributor), Iancu, Dan Andrei (Author), Parrilo, Pablo A. (Contributor) |
---|---|
Other Authors: | Massachusetts Institute of Technology. Department of Electrical Engineering and Computer Science (Contributor), Massachusetts Institute of Technology. Laboratory for Information and Decision Systems (Contributor), Massachusetts Institute of Technology. Operations Research Center (Contributor), Sloan School of Management (Contributor) |
Format: | Article |
Language: | English |
Published: |
Institute of Electrical and Electronics Engineers (IEEE),
2012-11-08T17:54:54Z.
|
Subjects: | |
Online Access: | Get fulltext |
Similar Items
-
Optimality of Affine Policies in Multi-stage Robust Optimization
by: Bertsimas, Dimitris J., et al.
Published: (2011) -
On the Power and Limitations of Affine Policies in Two-Stage Adaptive Optimization
by: Bertsimas, Dimitris J., et al.
Published: (2012) -
On the performance of affine policies for two-stage adaptive optimization: a geometric perspective
by: Bertsimas, Dimitris J., et al.
Published: (2016) -
Finite Adaptability in Multistage Linear Optimization
by: Bertsimas, Dimitris J., et al.
Published: (2011) -
Design of Near Optimal Decision Rules in Multistage Adaptive Mixed-Integer Optimization
by: Bertsimas, Dimitris J, et al.
Published: (2019)