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Grid-free computation of probabilistic safety with Malliavin calculus

Abstract:

This work concerns continuous-time, continuous-space stochastic dynamical systems described by stochastic differential equations (SDE). It presents a new approach to compute probabilistic safety regions, namely sets of initial conditions of the SDE associated to trajectories that are safe with a probability larger than a given threshold. The approach introduces a functional that is minimised at the border of the probabilistic safety region, then solves an optimisation problem using techniques...

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Publication status:
Published
Peer review status:
Peer reviewed

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Publisher copy:
10.1109/TAC.2023.3239460

Authors


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Institution:
University of Oxford
Division:
MPLS
Department:
Mathematical Institute
Oxford college:
St Hugh's College
Role:
Author
ORCID:
0000-0003-2644-8906
Publisher:
IEEE
Journal:
IEEE Transactions on Automatic Control More from this journal
Volume:
68
Issue:
10
Pages:
6369 - 6376
Publication date:
2023-01-24
Acceptance date:
2022-12-27
DOI:
EISSN:
1558-2523
ISSN:
0018-9286
Language:
English
Keywords:
Pubs id:
1317629
Local pid:
pubs:1317629
Deposit date:
2023-01-04

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