Algorithms Anesthesia Anesthesiology Area under the curves Article Attention mechanism Conventional methods Convolutional neural networks DOA estimation method Deep Learning Deep learning Direction of arrival Electroencephalography Electrophysiology Humans Imbalance distributions Large dataset Mean square error Multilayer neural networks Neural Networks, Computer Postoperative complications Real-time estimation Root mean square errors Subject classification Surgery adult algorithm anesthesia anesthesia level artificial neural network