Nonlinear identification of a minimal neuromuscular blockade model in anesthesia

IEEE Transactions on Control Systems Technology

Volumn 20, Issue 1, 2012, Pages 181-188

  Da Silva, Margarida Martins ^a,b   Wigren, Torbjrn ^c   Mendonca, Teresa ^a,b  

^a UNIVERSITY OF PORTO   (Portugal)

^b UNIVERSITY OF AVEIRO   (Portugal)

^c UPPSALA UNIVERSITY   (Sweden)

Author keywords

Anesthesia control; Extended Kalman filter (EKF); Minimally parameterized models; Neuromuscular blockade (NMB); Nonlinear system identification

Indexed keywords

CLINICAL PRACTICES; CONVENTIONAL IDENTIFICATION; DOSE PROFILE; HUMAN BODIES; IDENTIFICATION STRATEGIES; INPUT SIGNAL; MEASURED DATA; MEASURED SIGNALS; MEASUREMENT DATA; MUSCLE RELAXANTS; NEUROMUSCULAR BLOCKADE; NON-LINEAR SYSTEM IDENTIFICATION; NONLINEAR IDENTIFICATIONS; ON-LINE IDENTIFICATION; PARAMETERIZED MODEL; SINGLE INPUT SINGLE OUTPUT; TWO PARAMETER; WIENER MODELS;

ANESTHESIOLOGY; DRUG DOSAGE; DYNAMICS; EXTENDED KALMAN FILTERS; PARAMETER ESTIMATION;

IDENTIFICATION (CONTROL SYSTEMS);

EID: 83655193041     PISSN: 10636536     EISSN: None     Source Type: Journal    
DOI: 10.1109/TCST.2011.2107742     Document Type: Article

References (24)

1. G. Widman, T. Schreiber, B. Redhberg, A. Hoeft, and C. E. Elger, "Quantification of depth of anesthesia by nonlinear time series analysis of brain electrical activity," Phys. Rev., vol. 62, no. 4, pp. 4898-4903, 2000.
2. M. M. R. F. Struys, E. W. Jensen, W. Smith, N. T. Smith, I. Rampil, F. J. E. Dumortier, C. Mestach, and E. P. Mortier, "Performance of the ARX-derived auditory evoked potential index as an indicator of anesthetic depth: A comparison with bispectral index and hemodynamic measures during propofol administration," Anesthesiology, vol. 96, pp. 803-816, 2002. (Pubitemid 34266672)
3. J. Bruhn, H. Röpcke, and A. Hoeft, "Approximate entropy as an electroencephalographic measure of anesthetic drug effect during desflurane anesthesia," Anesthesiology, vol. 92, pp. 715-726, 2000. (Pubitemid 30130175)
4. P. S. Glass, M. Bloom, L. Kearse, C. Rosow, P. Sebel, and P. Manberg, "Bispectral analysis measures sedation and memory effects of propofol, midazolam, isoflurane, and alfentanil in healthy volunteers," Anesthesiology, vol. 86, pp. 836-847, 1997. (Pubitemid 27174724)
5. S. Schraag, "Theoretical basis of target controlled anaesthesia: History, concept and clinical perspectives," Best Practice Res. Clin. Anaesthesiol., vol. 15, no. 1, pp. 1-17, 2001. (Pubitemid 32586116)
6. T.Wigren, "Recursive prediction error identification method using the nonlinear Wiener model," Automatica, vol. 29, no. 4, pp. 1011-1025, 1993. (Pubitemid 23690867)
7. H.-H. Lin, C. L. Beck, and M. J. Bloom, "On the use of multivariable piecewise-linear models for predicting human response to anesthesia," IEEE Trans. Biomed. Eng., vol. 51, no. 11, pp. 1876-1887, Nov. 2004. (Pubitemid 39391326)
8. H. Alonso, T. Mendonça, J. M. Lemos, and T. Wigren, "A simple model for the identification of drug effects," in Proc. IEEE Int. Symp. Intell. Signal Process. (WISP), Budapest, Hungary, 2009, pp. 269-273.
9. H. Alonso, T. Mendonça, and P. Rocha, "A hybrid method for parameter estimation and its application to biomedical systems," Comput. Methods Prog. Biomed., vol. 89, pp. 112-122, 2008.
10. T. Wigren, "MATLAB software for recursive identification of Wiener systems-Revision 2," Uppsala Univ., Uppsala, Sweden, Tech. Rep. 2007-010, 2007.
11. T. Söderström and P. Stoica, System Identification. Hemel Hempstead, U.K.: Prentice-Hall, 1989.
12. "Diprifusor: Target controlled infusion (TCI) in anaesthetic practice," AstraZeneca, Alderley House, Alderley Park, Macclesfield, Cheshire, U.K., 1999.
13. M. M. Silva, H. Alonso, J. M. Lemos, and T. Mendonça, "An adaptive approach to target controlled infusion," in Proc. Eur. Control Conf. (ECC), Budapest, Hungary, 2009, pp. 418-423.
14. T. Mendonça, J. M. Lemos, H. Magalhães, P. Rocha, and S. Esteves, "Drug delivery for neuromuscular blockade with supervised multimodel adaptive control," IEEE Trans. Control Syst. Technol., vol. 17, no. 6, pp. 1237-1244, Nov. 2009.
15. K. Godfrey, Compartmental Models and Their Application. New York: Academic, 1983.
16. T. Mendonça and P. Lago, "PID control strategies for the automatic control of neuromuscular blockade," Control Eng. Practice, vol. 6, no. 10, pp. 1225-1231, 1998. (Pubitemid 128384996)
17. B. Weatherley, S. Williams, and E. Neill, "Pharmacokinetics, pharmacodynamics and dose-response relationships of atracurium administered i. v.," Br. J. Anaesth., vol. 55, pp. 39s-45s, 1983. (Pubitemid 13060952)
18. P. Lago, T. Mendonça, and L. Gonçalves, "On-line autocalibration of a PID controller of neuromuscular blockade," in Proc. IEEE Int. Conf. Control Appl., Trieste, Italy, 1998, pp. 363-367.
19. M. M. Silva, T. Mendonça, and S. Esteves, "Personalized neuromuscular blockade through control: Clinical and technical evaluation," in Proc. 30th Annu. Int. Conf. IEEE Eng. Med. Biol. Soc., Vancouver, BC, Canada, 2008, pp. 5826-5829.
20. K. J. Åström and B.Wittenmark, Computer-Controlled Systems. Englewood Cliffs, NJ: Prentice-Hall, 1984.
21. M. M. Silva, T. Wigren, and T. Mendonça, Nonlinear identification of a minimal neuromuscular blockade model in anaesthesia Dept. Inform. Technol., Uppsala Univ., Uppsala, Sweden, Tech. Rep. 2009-023, Sep. 2009. [Online]. Available: http://www.it.uu.se/research/publications/reports/
22. B. Wahlberg, "System identification using Laguerre models," IEEE Trans. Autom. Control, vol. 36, no. 5, pp. 551-562, Jan. 1991.
23. K. J. Åström and B. Wittenmark, Adaptive Control. Reading, MA: Addison-Wesley, 1989.
24. T. Söderström, Discrete-Time Stochastic Systems. London, U.K.: Springer-Verlag, 2002.