Monitoring anesthesia using neural networks: A survey

被引:10
作者
Robert C. [1 ]
Karasinski P. [2 ]
Arreto C.D. [1 ,3 ]
Gaudy J.F. [1 ]
机构
[1] Laboratoire d'Anatomie Fonctionnelle, Université René Descartes, Montrouge 92 120, 1, Rue Maurice Arnoux
[2] L.E.R.I.S.S., Université Paris 12 - Val de Marne, Créteil, Cedex 94 010, 61, Avenue du General de Gaulle
[3] Département de Pharmacologie, Université René Descartes, Montrouge 92 120, 1, Rue Maurice Arnoux
关键词
Anesthesia; EEG; MLAEP; Monitoring; Neural network;
D O I
10.1023/A:1020783324797
中图分类号
学科分类号
摘要
New methods of data processing combined with advances in computer technology have revolutionized monitoring of patients under anesthesia. The development of systems based on analysis of brain electrical activity (EEG or evoked potentials) by neural networks has provided impetus to many investigators. Though not claiming to be the end-all in patient monitoring, the potential and efficiency of the combination does indeed stand out. Various strategies are presented and discussed, as well as suggestions for further investigation.
引用
收藏
页码:259 / 267
页数:8
相关论文
共 54 条
[1]  
White P.F., Boyle W.A., Relationship between hemodynamic and electroencephalographic changes during general anesthesia, Anesth Analg, 68, pp. 177-181, (1989)
[2]  
Belani K.G., Sessler D.I., Larson M.D., Lopez M.A., Washington D.E., Ozaki M., McGuire J., Merrifield B., Schroeder M., The papillary light reflex: Effects of anesthetics and hyperthermia, Anesthesiology, 79, pp. 23-27, (1993)
[3]  
Ausems M.E., Hugg C.C. Jr., Stanski D.R., Burn A.G., Plasma concentrations of alfentanil required to supplement nitrous oxide anesthesia for general surgery, Anesthesiology, 65, pp. 362-373, (1986)
[4]  
Drummond J.C., Monitoring depth of anesthesia, Anesthesiology, 93, 3, pp. 876-882, (2000)
[5]  
Johansen J.W., Sebel P.S., Development and clinical application of electroencephalographic bipectrum monitoring, Anesthesiology, 93, 5, pp. 1336-1344, (2000)
[6]  
Bannister C.F., Brosius K.K., Sigl J.C., Meyer J., Sebel P.S., The effect of bispectral index monitoring on anesthetic use and recovery in children anesthetized with sevoflurane in nitrous oxide, Anesth Analg, 92, pp. 877-881, (2001)
[7]  
Rampil I., A primer for EEG signal processing in anesthesia, Anesthesiology, 89, pp. 980-1002, (1998)
[8]  
O'Connor M.F., Daves S.M., Tung A., Cook R.I., Thisted R., Apfelbaum J., BIS monitoring to prevent awareness during general anesthesia, Anesthesiology, 94, 3, pp. 520-522, (2001)
[9]  
Hertz J., Kroch A., Palmer R.G., Introduction to the Theory of Neural Computation, (1991)
[10]  
Robert C., Guilpin C., Limoge A., Review of neural network applications in sleep research, J Neurosci Methods, 79, pp. 187-193, (1998)