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Automatic control of the NMB level in general anaesthesia with a switching total system mass control strategy

Bibliographic Details
Main Author: Teixeira, M
Publication Date: 2014
Other Authors: Mendonca, T, Rocha, P, Rabico, R
Format: Article
Language: eng
Source: Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)
Download full: https://repositorio-aberto.up.pt/handle/10216/109946
Summary: This paper presents a model based switching control strategy to drive the neuromuscular blockade (NMB) level of patients undergoing general anesthesia to a predefined reference. A single-input single-output Wiener system with only two parameters is used to model the effect of two different muscle relaxants, atracurium and rocuronium, and a switching controller is designed based on a bank of total system mass control laws. Each of such laws is tuned for an individual model from a bank chosen to represent the behavior of the whole population. The control law to be applied at each instant corresponds to the model whose NMB response is closer to the patient's response. Moreover a scheme to improve the reference tracking quality based on the analysis of the patient's response, as well as, a comparison between the switching strategy and the Extended Kalman Kilter (EKF) technique are presented. The results are illustrated by means of several simulations, where switching shows to provide good results, both in theory and in practice, with a desirable reference tracking. The reference tracking improvement technique is able to produce a better reference tracking. Also, this technique showed a better performance than the (EKF). Based on these results, the switching control strategy with a bank of total system mass control laws proved to be robust enough to be used as an automatic control system for the NMB level.
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spelling Automatic control of the NMB level in general anaesthesia with a switching total system mass control strategyThis paper presents a model based switching control strategy to drive the neuromuscular blockade (NMB) level of patients undergoing general anesthesia to a predefined reference. A single-input single-output Wiener system with only two parameters is used to model the effect of two different muscle relaxants, atracurium and rocuronium, and a switching controller is designed based on a bank of total system mass control laws. Each of such laws is tuned for an individual model from a bank chosen to represent the behavior of the whole population. The control law to be applied at each instant corresponds to the model whose NMB response is closer to the patient's response. Moreover a scheme to improve the reference tracking quality based on the analysis of the patient's response, as well as, a comparison between the switching strategy and the Extended Kalman Kilter (EKF) technique are presented. The results are illustrated by means of several simulations, where switching shows to provide good results, both in theory and in practice, with a desirable reference tracking. The reference tracking improvement technique is able to produce a better reference tracking. Also, this technique showed a better performance than the (EKF). Based on these results, the switching control strategy with a bank of total system mass control laws proved to be robust enough to be used as an automatic control system for the NMB level.20142014-01-01T00:00:00Zinfo:eu-repo/semantics/publishedVersioninfo:eu-repo/semantics/articleapplication/pdfhttps://repositorio-aberto.up.pt/handle/10216/109946eng1387-130710.1007/s10877-013-9500-3Teixeira, MMendonca, TRocha, PRabico, Rinfo:eu-repo/semantics/openAccessreponame:Repositórios Científicos de Acesso Aberto de Portugal (RCAAP)instname:FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiainstacron:RCAAP2025-02-27T19:22:04Zoai:repositorio-aberto.up.pt:10216/109946Portal AgregadorONGhttps://www.rcaap.pt/oai/openaireinfo@rcaap.ptopendoar:https://opendoar.ac.uk/repository/71602025-05-28T23:16:07.066292Repositórios Científicos de Acesso Aberto de Portugal (RCAAP) - FCCN, serviços digitais da FCT – Fundação para a Ciência e a Tecnologiafalse
dc.title.none.fl_str_mv Automatic control of the NMB level in general anaesthesia with a switching total system mass control strategy
title Automatic control of the NMB level in general anaesthesia with a switching total system mass control strategy
spellingShingle Automatic control of the NMB level in general anaesthesia with a switching total system mass control strategy
Teixeira, M
title_short Automatic control of the NMB level in general anaesthesia with a switching total system mass control strategy
title_full Automatic control of the NMB level in general anaesthesia with a switching total system mass control strategy
title_fullStr Automatic control of the NMB level in general anaesthesia with a switching total system mass control strategy
title_full_unstemmed Automatic control of the NMB level in general anaesthesia with a switching total system mass control strategy
title_sort Automatic control of the NMB level in general anaesthesia with a switching total system mass control strategy
author Teixeira, M
author_facet Teixeira, M
Mendonca, T
Rocha, P
Rabico, R
author_role author
author2 Mendonca, T
Rocha, P
Rabico, R
author2_role author
author
author
dc.contributor.author.fl_str_mv Teixeira, M
Mendonca, T
Rocha, P
Rabico, R
description This paper presents a model based switching control strategy to drive the neuromuscular blockade (NMB) level of patients undergoing general anesthesia to a predefined reference. A single-input single-output Wiener system with only two parameters is used to model the effect of two different muscle relaxants, atracurium and rocuronium, and a switching controller is designed based on a bank of total system mass control laws. Each of such laws is tuned for an individual model from a bank chosen to represent the behavior of the whole population. The control law to be applied at each instant corresponds to the model whose NMB response is closer to the patient's response. Moreover a scheme to improve the reference tracking quality based on the analysis of the patient's response, as well as, a comparison between the switching strategy and the Extended Kalman Kilter (EKF) technique are presented. The results are illustrated by means of several simulations, where switching shows to provide good results, both in theory and in practice, with a desirable reference tracking. The reference tracking improvement technique is able to produce a better reference tracking. Also, this technique showed a better performance than the (EKF). Based on these results, the switching control strategy with a bank of total system mass control laws proved to be robust enough to be used as an automatic control system for the NMB level.
publishDate 2014
dc.date.none.fl_str_mv 2014
2014-01-01T00:00:00Z
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dc.language.iso.fl_str_mv eng
language eng
dc.relation.none.fl_str_mv 1387-1307
10.1007/s10877-013-9500-3
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