Decentralized safety concept for closed-loop controlled intensive care

Author:

Kühn Jan,Brendle Christian,Stollenwerk André,Schweigler Martin,Kowalewski Stefan,Janisch Thorsten,Rossaint Rolf,Leonhardt Steffen,Walter Marian,Kopp Rüdger

Abstract

Abstract:This paper presents a decentralized safety concept for networked intensive care setups, for which a decentralized network of sensors and actuators is realized by embedded microcontroller nodes. It is evaluated for up to eleven medical devices in a setup for automated acute respiratory distress syndrome (ARDS) therapy. In this contribution we highlight a blood pump supervision as exemplary safety measure, which allows a reliable bubble detection in an extracorporeal blood circulation. The approach is validated with data of animal experiments including 35 bubbles with a size between 0.05 and 0.3 ml. All 18 bubbles with a size down to 0.15 ml are successfully detected. By using hidden Markov models (HMMs) as statistical method the number of necessary sensors can be reduced by two pressure sensors.

Publisher

Walter de Gruyter GmbH

Subject

Biomedical Engineering

Reference68 articles.

1. Getting anesthesia online: the smartOR network;Int J Adv Internet Technol,2012

2. Model - based supervision of a blood pump In th World Congress of the International Federation of Automatic Control;Stollenwerk,2014

3. Prognosis of gear failures in dc starter motors using hidden Markov models;IEEE Trans Ind Electron,2011

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