Safe Dynamic Programming
Optimization and Control
2021-09-09 v1
Abstract
We incorporate safety specifications into dynamic programming. Explicitly, we address the minimization problem of a Markov decision process up to a stopping time with safety constraints. To incorporate safety into dynamic programming, we establish a formalism leaning upon the evolution equation. We show how to compute the safety function with the method of dynamic programming. In the last part of the paper, we develop several algorithms for safe dynamic programming.
Cite
@article{arxiv.2109.03307,
title = {Safe Dynamic Programming},
author = {Rafal Wisniewski and Manuela L. Bujorianu},
journal= {arXiv preprint arXiv:2109.03307},
year = {2021}
}
Comments
11 pages, no figures, not published, a shorter version will be submitted to IEEE Transactions on Automatic Control