English

Stochastic Model Predictive Control, Iterated Function Systems, and Stability

Optimization and Control 2022-10-14 v3

Abstract

We present the observation that the process of stochastic model predictive control can be formulated in the framework of iterated function systems. The latter has a rich ergodic theory that can be applied to study the system's long-run behavior. We show how such a framework can be realized for specific problems and illustrate the required conditions for the application of relevant theoretical guarantees.

Keywords

Cite

@article{arxiv.2112.08138,
  title  = {Stochastic Model Predictive Control, Iterated Function Systems, and Stability},
  author = {Vyacheslav Kungurtsev and Jakub Marecek and Robert Shorten},
  journal= {arXiv preprint arXiv:2112.08138},
  year   = {2022}
}