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ACLAC : An adaptive closed-loop anesthesia control

Publiceringsår

2013

Upphovspersoner

Marrero, Ayoze; Mendez, Juan; Maslov, Alexandr; Pechenizkiy, Mykola

Abstrakt

In current practice, to control the anesthetic process, the anesthetist delivers drugs according to the surgery procedure and to the current patient characteristics and state. This is an open-loop procedure requiring an active participation of the medical expert. We propose an adaptive closed-loop controller for the regulation of hypnosis for patients undergoing general anesthesia. One of the main problems arising when designing such a controller is related to the intra- and inter-patient variability. We employ a simple regression model to make prediction of patient's response and to compute the adequate doses of propofol to keep the patient in the specified Bispectral Index target. To make our model adaptive, we continuously monitor the patient behavior and detect changes in patient response to update the identification model. Experimental evaluation on real patients data shows that we can effectively detect change points. Simulation of the adaptive closed-loop control with the change detection mechanism also suggests that the use of the adaptation mechanism improves the control.
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Organisationer och upphovspersoner

Jyväskylä universitet

Maslov Alexandr

Publikationstyp

Publikationsform

Artikel

Moderpublikationens typ

Konferens

Artikelstyp

Annan artikel

Målgrupp

Vetenskaplig

Kollegialt utvärderad

Kollegialt utvärderad

UKM:s publikationstyp

A4 Artikel i en konferenspublikation

Öppen tillgång

Öppen tillgänglighet i förläggarens tjänst

Nej

Parallellsparad

Nej

Övriga uppgifter

Vetenskapsområden

Data- och informationsvetenskap

Nyckelord

[object Object],[object Object]

Publiceringsland

Förenta staterna (USA)

Förlagets internationalitet

Internationell

Språk

engelska

Internationell sampublikation

Ja

Sampublikation med ett företag

Nej

DOI

10.1109/CBMS.2013.6627803

Publikationen ingår i undervisnings- och kulturministeriets datainsamling

Ja