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Published in: Journal of Clinical Monitoring and Computing 6/2014

01-12-2014 | Original Research

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

Authors: Miguel Teixeira, Teresa Mendonça, Paula Rocha, Rui Rabiço

Published in: Journal of Clinical Monitoring and Computing | Issue 6/2014

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Abstract

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.
Literature
1.
go back to reference Almeida J, Silva MM, Mendonça T, Rocha P. A compartmental model based control strategy for neuromuscular blockade level. IFAC World Congr 2011;18:599-604. Almeida J, Silva MM, Mendonça T, Rocha P. A compartmental model based control strategy for neuromuscular blockade level. IFAC World Congr 2011;18:599-604.
2.
go back to reference Alonso H, Mendonça T, Rocha P. A hybrid method for parameter estimation and its application to biomedical systems. Comput Methods Programs Biomed 2008;89:112-122.CrossRefPubMed Alonso H, Mendonça T, Rocha P. A hybrid method for parameter estimation and its application to biomedical systems. Comput Methods Programs Biomed 2008;89:112-122.CrossRefPubMed
3.
go back to reference Bastin G, Provost A, Feedback stabilisation with positive control of dissipative compartmental systems, Proceedings of the 15th internationol symposium on mathematical theory of networks ans systems (2002). Bastin G, Provost A, Feedback stabilisation with positive control of dissipative compartmental systems, Proceedings of the 15th internationol symposium on mathematical theory of networks ans systems (2002).
4.
go back to reference Godfrey K. Compartmental models and their application. Salt Lake City: Academic Press; 1983. Godfrey K. Compartmental models and their application. Salt Lake City: Academic Press; 1983.
5.
go back to reference Kalman RE. A new approach to linear filtering and prediction problems. Transactions of the ASME. J Basic Eng 1960;82:35-45.CrossRef Kalman RE. A new approach to linear filtering and prediction problems. Transactions of the ASME. J Basic Eng 1960;82:35-45.CrossRef
6.
go back to reference Morse AS. Supervisory control of families of linear set-point controllers part 2: robustness. IEEE Trans Autom Control 1997;42:1500-1515.CrossRef Morse AS. Supervisory control of families of linear set-point controllers part 2: robustness. IEEE Trans Autom Control 1997;42:1500-1515.CrossRef
7.
go back to reference Rocha C, Mendonça T, Silva ME. Modelling neuromuscular blockade: a stochastic approach based on clinical data. Math Comput Model Dyn Syst 2013;19(6):540–556. Rocha C, Mendonça T, Silva ME. Modelling neuromuscular blockade: a stochastic approach based on clinical data. Math Comput Model Dyn Syst 2013;19(6):540–556.
8.
go back to reference Silva MM, Wigren T, Mendonça T. Nonlinear identification of a minimal neuromuscular blockade model in anaesthesia. IEEE Trans. Control Syst Technol 2012;20:181-188. Silva MM, Wigren T, Mendonça T. Nonlinear identification of a minimal neuromuscular blockade model in anaesthesia. IEEE Trans. Control Syst Technol 2012;20:181-188.
9.
go back to reference Silva MM, Sousa C, Sebastião R, Gama J, Mendonça T, Rocha P, Esteves S. Total mass TCI driven by parametric estimation, 17th mediterranean conference on control and automation, Makedonia Palace, Thessaloniki, Greece. 2009. Silva MM, Sousa C, Sebastião R, Gama J, Mendonça T, Rocha P, Esteves S. Total mass TCI driven by parametric estimation, 17th mediterranean conference on control and automation, Makedonia Palace, Thessaloniki, Greece. 2009.
10.
go back to reference Weatherley B, Williams S, Neill E. Pharmacokinetics, pharmacodynamics and dose-response relationships of atracurium administered i. v. Br. J. Anaesth. 1983;55:39-45. Weatherley B, Williams S, Neill E. Pharmacokinetics, pharmacodynamics and dose-response relationships of atracurium administered i. v. Br. J. Anaesth. 1983;55:39-45.
Metadata
Title
Automatic control of the NMB level in general anaesthesia with a switching total system mass control strategy
Authors
Miguel Teixeira
Teresa Mendonça
Paula Rocha
Rui Rabiço
Publication date
01-12-2014
Publisher
Springer Netherlands
Published in
Journal of Clinical Monitoring and Computing / Issue 6/2014
Print ISSN: 1387-1307
Electronic ISSN: 1573-2614
DOI
https://doi.org/10.1007/s10877-013-9500-3

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