Detection of patient-ventilator asynchrony from mechanical ventilation waveforms using a two-layer long short-term memory neural network.
Lingwei ZhangKedong MaoKailiang DuanSiqi FangYunfei LuQiang GongFei LuYe JiangLiuqing JiangWenyao FangXiaolin ZhouJimei WangLuping FangHuiqing GeQing PanPublished in: Comput. Biol. Medicine (2020)
Keyphrases
- neural network
- recurrent neural networks
- long short term memory
- multi layer
- back propagation
- automatic detection
- single layer
- false positives
- network architecture
- patient data
- false alarms
- detection rate
- detection method
- detection algorithm
- fuzzy logic
- object detection
- self organizing maps
- fault diagnosis
- intensive care unit
- mechanical design
- multi stream
- detection accuracy
- machine learning
- clinical data
- medical data
- hidden layer
- neural nets
- pattern recognition
- neural network model
- decision support system