A novel brain-inspired neuro-fuzzy hybrid system for artificial ventilation modeling

作者：Ng G S; Liu F; Loh T F; Quek C^*

来源：Expert Systems with Applications, 2012, 39(15): 11808-11817.

DOI：10.1016/j.eswa.2012.01.028

• Artificial ventilator
• Intra-patient and inter-patient control
• HeRR neuro-fuzzy system
• Salient knowledge extraction

Artificial ventilation is a crucial supporting treatment for Intensive Care Unit. However, as the ventilator control becomes increasingly more complex, it is non-trivial for less experienced clinicians to control the settings. In this paper, the novel Hebbian based Rule Reduction (HeRR) neuro-fuzzy system is applied to model this control problem for intra-patient and inter-patient ventilator control. These two ICU care studies demonstrate the capability of HeRR neuro-fuzzy system in extracting the salient knowledge embedded in the training data. Experimental results on the two studies show promising use of the HeRR neuro-fuzzy system for artificial ventilation.

• 出版日期2012-11-1
• 单位南阳理工学院