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dc.contributor.authorMerigo, L.
dc.contributor.authorBeschi, M.
dc.contributor.authorPadula, Fabrizio
dc.contributor.authorLatronico, N.
dc.contributor.authorPaltenghi, M.
dc.contributor.authorVisioli, A.
dc.date.accessioned2017-07-27T05:20:04Z
dc.date.available2017-07-27T05:20:04Z
dc.date.created2017-07-26T11:11:26Z
dc.date.issued2017
dc.identifier.citationMerigo, L. and Beschi, M. and Padula, F. and Latronico, N. and Paltenghi, M. and Visioli, A. 2017. Event-Based control of depth of hypnosis in anesthesia. Computer Methods and Programs in Biomedicine. 147: pp. 63-83.
dc.identifier.urihttp://hdl.handle.net/20.500.11937/54189
dc.identifier.doi10.1016/j.cmpb.2017.06.007
dc.description.abstract

Background and Objective: In this paper, we propose the use of an event-based control strategy for the closed-loop control of the depth of hypnosis in anesthesia by using propofol administration and the bispectral index as a controlled variable. Methods: A new event generator with high noise-filtering properties is employed in addition to a PIDPlus controller. The tuning of the parameters is performed off-line by using genetic algorithms by considering a given data set of patients. Results: The effectiveness and robustness of the method is verified in simulation by implementing a Monte Carlo method to address the intra-patient and inter-patient variability. A comparison with a standard PID control structure shows that the event-based control system achieves a reduction of the total variation of the manipulated variable of 93% in the induction phase and of 95% in the maintenance phase. Conclusions: The use of event based automatic control in anesthesia yields a fast induction phase with bounded overshoot and an acceptable disturbance rejection. A comparison with a standard PID control structure shows that the technique effectively mimics the behavior of the anesthesiologist by providing a significant decrement of the total variation of the manipulated variable.

dc.publisherElsevier
dc.titleEvent-Based control of depth of hypnosis in anesthesia
dc.typeJournal Article
dcterms.source.volume147
dcterms.source.startPage63
dcterms.source.endPage83
dcterms.source.issn0169-2607
dcterms.source.titleComputer Methods and Programs in Biomedicine
curtin.departmentDepartment of Mathematics and Statistics
curtin.accessStatusOpen access


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