A novel brain-inspired neuro-fuzzy hybrid system for artificial ventilation modeling
作者： G.S. Ng , F. Liu , T.F. Loh , C. Quek
DOI: 10.1016/J.ESWA.2012.01.028
关键词:
摘要: Artificial ventilation is a crucial supporting treatment for Intensive Care Unit. However, as the ventilator control becomes increasingly more complex, it non-trivial less experienced clinicians to settings. In this paper, novel Hebbian based Rule Reduction (HeRR) neuro-fuzzy system applied model problem intra-patient and inter-patient control. These two ICU care studies demonstrate capability of HeRR in extracting salient knowledge embedded training data. Experimental results on show promising use artificial ventilation.
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sci-hub.se 参考文章(44)
Donald O. Hebb, The organization of behavior Neurocomputing: foundations of research. pp. 43- 54 ,(1988)
Rutledge Gw, VentSim: a simulation model of cardiopulmonary physiology. annual symposium on computer application in medical care. pp. 878- 883 ,(1994)
Edward A. Feigenbaum, Lawrence M. Fagan, John C. Kunz, John J. Osborn, Representation of dynamic clinical knowledge: measurement interpretation in the intensive care unit international joint conference on artificial intelligence. pp. 260- 262 ,(1979)
D. A. Linkens, K. M. Goode, P. R. Bourne, J. G. Cundill, Development of a fuzzy rule-based advisor for the maintenance of mechanically ventilated patients in ICU : A model-based approach Yixué gongchéng. Applications, basis, communications. ,vol. 10, pp. 236- 246 ,(1998)
G. Rutledge, L. Sheiner, B. Farr, L. Fagan, G. Thomsen, M. Tovar, VentPlan: a ventilator-management advisor. annual symposium on computer application in medical care. pp. 869- 871 ,(1991)
Interpretability issues in fuzzy modeling Springer. ,(2003) , 10.1007/978-3-540-37057-4
L. Weavind, A. D. Shaw, T. W. Feeley, Monitoring ventilator weaning - Predictors of success Journal of Clinical Monitoring and Computing. ,vol. 16, pp. 409- 416 ,(2000) , 10.1023/A:1011480409161
Stanford University. Computer Science Department. Knowledge Systems Laboratory, A Belief Network Model for Interpretation of ICU Data annual symposium on computer application in medical care. pp. 785- 789 ,(1990)
Lawrence Marvin Fagan, Vm: representing time-dependent relations in a medical setting Stanford University. ,(1980)
Lewis Sheiner, George Thomsen, SIMV: An Application of Mathematical Modeling in Ventilator Management annual symposium on computer application in medical care. pp. 320- 324 ,(1989)