Event-Based control of depth of hypnosis in anesthesia
dc.contributor.author | Merigo, L. | |
dc.contributor.author | Beschi, M. | |
dc.contributor.author | Padula, Fabrizio | |
dc.contributor.author | Latronico, N. | |
dc.contributor.author | Paltenghi, M. | |
dc.contributor.author | Visioli, A. | |
dc.date.accessioned | 2017-07-27T05:20:04Z | |
dc.date.available | 2017-07-27T05:20:04Z | |
dc.date.created | 2017-07-26T11:11:26Z | |
dc.date.issued | 2017 | |
dc.identifier.citation | Merigo, 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.uri | http://hdl.handle.net/20.500.11937/54189 | |
dc.identifier.doi | 10.1016/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.publisher | Elsevier | |
dc.title | Event-Based control of depth of hypnosis in anesthesia | |
dc.type | Journal Article | |
dcterms.source.volume | 147 | |
dcterms.source.startPage | 63 | |
dcterms.source.endPage | 83 | |
dcterms.source.issn | 0169-2607 | |
dcterms.source.title | Computer Methods and Programs in Biomedicine | |
curtin.department | Department of Mathematics and Statistics | |
curtin.accessStatus | Open access |