Lookup NU author(s): Dr Fedor Shmarov,
Dr Paolo Zuliani
This is the authors' accepted manuscript of a conference proceedings (inc. abstract) that has been published in its final definitive form by Springer Verlag, 2017.
For re-use rights please refer to the publisher's terms and conditions.
© Springer International Publishing AG 2017. We present a new method for the automated synthesis of safe and robust Proportional-Integral-Derivative (PID) controllers for stochastic hybrid systems. Despite their widespread use in industry, no automated method currently exists for deriving a PID controller (or any other type of controller, for that matter) with safety and performance guarantees for such a general class of systems. In particular, we consider hybrid systems with nonlinear dynamics (Lipschitz-continuous ordinary differential equations) and random parameters, and we synthesize PID controllers such that the resulting closed-loop systems satisfy safety and performance constraints given as probabilistic bounded reachability properties. Our technique leverages SMT solvers over the reals and nonlinear differential equations to provide formal guarantees that the synthesized controllers satisfy such properties. These controllers are also robust by design since they minimize the probability of reaching an unsafe state in the presence of random disturbances. We apply our approach to the problem of insulin regulation for type 1 diabetes, synthesizing controllers with robust responses to large random meal disturbances, thereby enabling them to maintain blood glucose levels within healthy, safe ranges.
Author(s): Shmarov F, Paoletti N, Bartocci E, Lin S, Smolka SA, Zuliani P, Wright DJ
Editor(s): Ofer Strichman
Publication type: Conference Proceedings (inc. Abstract)
Publication status: Published
Conference Name: HVC 2017: Hardware and Software: Verification and Testing
Year of Conference: 2017
Print publication date: 20/01/2018
Online publication date: 12/11/2017
Acceptance date: 01/09/2017
Date deposited: 24/01/2018
Publisher: Springer Verlag
Library holdings: Search Newcastle University Library for this item
Series Title: Lecture Notes in Computer Science