DocumentCode :
1465846
Title :
Hierarchical rule-based and self-organizing fuzzy logic control for depth of anaesthesia
Author :
Shieh, Jiann Shing ; Linkens, Derek Arthur ; Peacock, John E.
Author_Institution :
Center for Biomed. Eng., Nat. Taiwan Univ., Taipei, Taiwan
Volume :
29
Issue :
1
fYear :
1999
fDate :
2/1/1999 12:00:00 AM
Firstpage :
98
Lastpage :
109
Abstract :
A multi-stage hierarchical fuzzy control system with a multi-echelon structure for depth of anaesthesia (DOA) is described in this paper. There are four echelons that monitor, control, interpret and assess the whole surgical operation. Echelon 1 is a measurement and control action level that involves: instrument sensing (Dinamap); anaesthetist observations [measurement of sweating (SW), lacrimation (LA) and pupil response (PR)]; and a syringe pump (Graseby pump). Echelon 2 is an interpretation level that involves: interpreting systolic arterial pressure and heart rate to provide the primary DOA; interpreting SW, LA and PR to provide the degree of lightness; and interpreting bolus drug effects to estimate the sensitivity of patients. Echelon 3 is a regulation level that involves: controlling the drug from either a hand-crafted anaesthetists´ rule-base or a self-organizing fuzzy logic controller algorithm; planning the drug profile to avoid long recovery; and managing alarm situations. Finally, echelon 4 is an assessment level that assesses the whole surgical procedure according to the patient recovery time. Testing this system in clinical trials as an intelligent adviser has provided a preliminary proof-of-concept of the applicability of this hierarchical structure for DOA management
Keywords :
adaptive control; biocontrol; drug delivery systems; fuzzy control; hierarchical systems; intelligent control; medical expert systems; self-adjusting systems; surgery; Dinamap; Graseby pump; alarm situations management; anaesthesia depth; anaesthetist observations; assessment level; bolus drug effects; clinical trials; control action level; drug control; drug profile planning; hand-crafted rule-base; heart rate; hierarchical rule-based control; instrument sensing; intelligent adviser; interpretation level; lacrimation; lightness degree; measurement level; multi-echelon structure; multi-stage hierarchical fuzzy control system; patient recovery time; patient sensitivity estimation; proof of concept; pupil response; regulation level; self-organizing fuzzy logic control; surgical operation; sweating; syringe pump; systolic arterial pressure; Blood pressure; Direction of arrival estimation; Drugs; Fuzzy control; Fuzzy logic; Heart rate; Instruments; Monitoring; Surgery; System testing;
fLanguage :
English
Journal_Title :
Systems, Man, and Cybernetics, Part C: Applications and Reviews, IEEE Transactions on
Publisher :
ieee
ISSN :
1094-6977
Type :
jour
DOI :
10.1109/5326.740673
Filename :
740673
Link To Document :
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