Document Type
Journal Article
Subject Area
CPS Medical
Date of this Version
10-2012
Publication Source
IEEE Transactions on Industrial Informatics
Volume
10
Issue
1
Start Page
3
Last Page
16
DOI
10.1109/TII.2012.2226594
Abstract
In modern hospitals, patients are treated using a wide array of medical devices that are increasingly interacting with each other over the network, thus offering a perfect example of a cyber-physical system. We study the safety of a medical device system for the physiologic closed-loop control of drug infusion. The main contribution of the paper is the verification approach for the safety properties of closed-loop medical device systems. We demonstrate, using a case study, that the approach can be applied to a system of clinical importance. Our method combines simulation-based analysis of a detailed model of the system that contains continuous patient dynamics with model checking of a more abstract timed automata model. We show that the relationship between the two models preserves the crucial aspect of the timing behavior that ensures the conservativeness of the safety analysis. We also describe system design that can provide open-loop safety under network failure.
Copyright/Permission Statement
© 2012 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works.
Keywords
closed-loop medical systems, model-based development, safety analysis, high-confidence medical device systems
Recommended Citation
Miroslav Pajic, Rahul Mangharam, Oleg Sokolsky, David Arney, Julian M. Goldman, and Insup Lee, "Model-Driven Safety Analysis of Closed-Loop Medical Systems", IEEE Transactions on Industrial Informatics 10(1), 3-16. October 2012. http://dx.doi.org/10.1109/TII.2012.2226594
Bib Tex
@ARTICLE{6341078,
author={Pajic, M. and Mangharam, R. and Sokolsky, O. and Arney, D. and Goldman, J. and Lee, I},
journal={Industrial Informatics, IEEE Transactions on},
title={Model-Driven Safety Analysis of Closed-Loop Medical Systems},
year={2014},
month={Feb},
volume={10},
number={1},
pages={3-16},
keywords={automata theory;closed loop systems;hospitals;medical control systems;open loop systems;safety;abstract timed automata model;closed-loop medical device systems;continuous patient dynamics;cyber-physical system;drug infusion;hospitals;model checking;model-driven safety analysis;network failure;open-loop safety;physiologic closed-loop control;simulation-based analysis;Analytical models;Biomedical monitoring;Drugs;Heart rate;Principal component analysis;Safety;Software packages;Closed-loop medical systems;high-confidence medical systems;model-based development;safety analysis},
doi={10.1109/TII.2012.2226594},
ISSN={1551-3203},}
Date Posted: 21 October 2012
This document has been peer reviewed.
Comments
An earlier version of this article can be found here.