Decision-oriented multi-outcome modeling for anesthesia patients

Open Biomedical Engineering Journal

Volumn 4, Issue , 2010, Pages 113-122

  Tan, Zhibin ^a   Kaddoum, Romeo ^b   Wang, Le Yi ^a   Wang, Hong ^b  

^a Wayne State University   (United States)

^b WAYNE STATE UNIVERSITY SCHOOL OF MEDICINE   (United States)

Author keywords

Anesthesia; Control; Diagnosis; Modeling; Multi outcome; Prediction

Indexed keywords

ANESTHESIA; CLINICAL DATA; COMBINED MODEL; HEART RATES; LOW-COMPLEXITY; MODEL COMPLEXITY; MODELING; MULTI-OUTCOME; OUTCOME PREDICTION; PREDICTION; REACHABLE SET; REAL TIME MODELING; REAL-TIME DATA;

BLOOD PRESSURE; DIAGNOSIS; FORECASTING;

ANESTHESIOLOGY;

FENTANYL; PROPOFOL;

ANESTHESIA INDUCTION; ANESTHESIA LEVEL; ANESTHETIC RECOVERY; ARTICLE; BISPECTRAL INDEX; BLOOD PRESSURE MEASUREMENT; BOLUS INJECTION; CLINICAL DECISION MAKING; CLINICAL EFFECTIVENESS; COMPUTER ANALYSIS; COMPUTER MODEL; COMPUTER SYSTEM; DATA ANALYSIS; DIAGNOSTIC ACCURACY; DRUG DOSE TITRATION; DRUG INFUSION; HUMAN; PATIENT ASSESSMENT; PATIENT MONITORING; PREDICTION; PRIORITY JOURNAL; PULSE OXIMETRY;

EID: 78249288479     PISSN: None     EISSN: 18741207     Source Type: Journal    
DOI: 10.2174/1874120701004010113     Document Type: Article

References (22)

1. V. Sartori, P.M. Schumacher, T. Bouillon, M. Luginbuehl, and M. Morari, On-line estimation of propofol pharmacodynamic parameter, Conf. Proc. IEEE Engineering in Medicine and Biology Society, September 1-4, 2005, Shanghai, China, 2005.
2. A. Gentilini, M. Rossoni-Gerosa, C.W. Frei, R. Wymann, M. Morari, A.M. Zbinden, and T.W. Schnider, "Modeling and closed- loop control of hypnosis by means of bispectral index (BIS) with isoflurane," IEEE Transactions on Biomedical Engineering, vol. 48, no. 8, pp. 874-889, 2001.
3. E. Furutani, Y. Sawaguchi, G. Shirakami, M. Araki, K. Fukuda, A hypnosis control system using a model predictive controller with online identification of individual parameters, 2005 IEEE Conference on Contr., August 28-31, 2005, Toronto, Canada, 2005.
4. C. Dong, J. Kehoe, J. Henry, E.C. Ifeachor, C.D. Reeve, and J.R. Sneyd, Closed-loop Computer Controlled Sedation with Propofol, Proc. of the Anaesthetic Research Society, Nov. 11-12, 1999, Edinburg, 1999.
5. J.C. Eisenach, "Reports of Scientific Meetings - Workshop on Safe Feedback Control of Anesthetic Drug Delivery," Anesthesilogy, vol. 91, pp: 600-601, 1999.
6. D.A. Linkens, "Adaptive and Intelligent Control in Anesthesia," IEEE Control Systems Magazine, vol. 12, pp. 6-11, Dec. 1992.
7. X.-S. Zhang, R.J. Roy, and J.W. Huang, Closed-loop System for Total Intravenous Anesthesia by Simultaneously Administering Two Anesthetic Drugs, Proc. of the 20th Annual International Conference of the IEEE Engineering in Medicine and Biology, Oct. 29-Nov. 1, 1998, Hong Kong, China, 1998.
8. L.Y. Wang, and H. Wang, "Control-oriented modeling of BIS- based patient response to anesthesia infusion," In: 2002 Internat. Conf. Math. Eng. Techniques in Medicine and Bio. Sci., June 24-27, 2002, Las Vegas, 2002.
9. L.Y. Wang, and H. Wang, "Feedback and predictive control of anesthesia infusion using control-oriented patient models,"In: 2002 Internat. Conf. Math. Eng. Techniques in Medicine and Bio. Sci., June 24-27, 2002, Las Vegas, 2002.
10. L.Y. Wang, H. Wang, and G. Yin, "Anesthesia infusion models: Knowledge-based real-time identification via stochastic approximation," In: 41st IEEE Cont. and Dec. Conf., Dec. 10-13, 2002, Las Vegas, 2002.
11. L.Y. Wang, H. Wang, and G. Yin, "Reliable nonlinear identification in medical applications," In: 13th IFAC Symposium on System Identification (SYSID 03), Aug. 27-29, 2003, Rotterdam, The Netherlands, 2003.
12. T.J. Gan, P.S. Glass, A. Windsor, F. Payne, C. Rosow, P. Sebel, and P. Manberg, "Bispectral index monitoring allows faster emergence and improved recovery from propofol, alfentanil, and nitrous oxide anesthesia," Anesthesiology, vol. 87, pp. 808-815, 1997.
13. C. Rosow, and P.J. Manberg, "Bispectral Index Monitoring," Annual of Anesthetic Pharmacology, vol. 2, pp. 1084-2098, 1998.
14. M. Mahfouf, C. Nunes, D. Linkens, and J. Peacock, "Modeling and multivariable control in anesthesia using neural-fuzzy paradigms Part II. Close-loop control of simultaneous administration of propofol and remifentanil," Artificial Intelligence in Medicine, vol. 35, no. 3, pp. 207-213, 2005.
15. H. H. Lin, C.L. Beck, and M. J. Bloom, "On the use of multivariable piecewise-linear models for predicting human response to anes-thesia," IEEE transactions on Bio. Eng., vol. 51, no. 11, pp. 1876-1887, Nov. 2004.
16. J. S. Shieh, M. F. Abbod, C. Y. Hsu, S. J. Huang, Y. Y. Han and S. Z. Fan, "Monitoring and Control of Anesthesia Using Multivariable Self-Organizing Fuzzy Logic Structure," Fuzzy Systems in Bioinformatics and Computational Biology, vol. 242, pp. 273-295, 2009.
17. Y. Sreenivas, S. Lakshminarayanan, and G. P. Rangaiah, Automatic regulation of anesthesia by simultaneous administration of two anesthetic drugs using model predictive control, World Congress on Medical Physics and Biomedical Engineering, vol. 14, pp. 82-86, Coex Seoul, Korea, 2007.
18. L. Ljung, and T. Söderström, Theory and Practice of Recursive Identification. MIT Press: Cambridge, MA, 1983.
19. M. Nakayama, H. Ichinose, S. Yamamoto, N. Kanaya, and A. Namiki, "The effect of Fentanyl on hemodynamics and bispectral index changes during anesthesia induction with propofol," Journal of Clinical Anesthesia, vol. 14, pp. 146-149, 2002.
20. J. Schüttler, and H. Ihmsen, "Population pharmacokinetics of propofol: a multicenter study," Anesthesiology, vol. 92, pp. 727-738, 2000.
21. K. Stadler, "Modeling and control in anesthesia from design to validation", PhD Thesis, ETH Zyrich, Institutfur Automatik Publikation, 2003.
22. C. Nunes, M. Mahfouf, D. Linkens, and J. Peacock, "Modeling and multivariable control in anesthesia using neural-fuzzy paradigms Part I. Classification of depth of anesthesia and development of a patient model," Artificial Intelligence in Medicine, vol. 35, no. 3, pp. 195-206, 2005.