DocumentCode
3306490
Title
Definition of a depth of anaesthesia index using fuzzy inductive reasoning (FIR)
Author
Jensen, Erik Weber ; Escobet, Toni ; Nebot, Angela ; Caminal, Pere
Author_Institution
Dept. ESAII, Univ. Politecnica de Catalunya, Barcelona, Spain
Volume
2
fYear
1999
fDate
36434
Abstract
The objective of this study was the definition of a depth of anaesthesia index using measured data of Auditory Evoked Potentials (AEP). Middle Latency AEP are described in a number of articles as a promising measure of anaesthetic depth. However both extraction and interpretation of AEP have several unsolved problems. The extraction is usually done by Moving Time Averaging (MTA) over a vast number of sweeps, which produces a delay of typically one-minute. This problem was addressed by applying a system identification model, an Auto Regressive Model with Exogenous input (ARX) which enables extraction of the AEP within 15 sweeps. The interpretation is frequently done by visual inspection of the latency of the Nb peak of the AEP. Instead of this a FIR model, which includes the changes in both amplitudes and latencies, was applied. The results showed that it was possible to classify the AEP into five classes corresponding to the states, awake, drowsy, light anaesthesia, anaesthesia and deep anaesthesia
Keywords
auditory evoked potentials; fuzzy logic; inference mechanisms; medical expert systems; patient care; surgery; amplitudes; anaesthesia; auditory evoked potentials; auto regressive model; awake; deep anaesthesia; definition; depth of anaesthesia index; drowsy; elective by-pass surgery; exogenous input; fuzzy inductive reasoning; latencies; light anaesthesia; middle latency AEP; moving time averaging; system identification model; visual inspection; Biological system modeling; Brain modeling; Data mining; Delay; Electronic mail; Finite impulse response filter; Fuzzy logic; Fuzzy reasoning; Fuzzy systems; Predictive models;
fLanguage
English
Publisher
ieee
Conference_Titel
[Engineering in Medicine and Biology, 1999. 21st Annual Conference and the 1999 Annual Fall Meetring of the Biomedical Engineering Society] BMES/EMBS Conference, 1999. Proceedings of the First Joint
Conference_Location
Atlanta, GA
ISSN
1094-687X
Print_ISBN
0-7803-5674-8
Type
conf
DOI
10.1109/IEMBS.1999.804074
Filename
804074
Link To Document