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基于脑电信号的驾驶疲劳检测综述 被引量:9
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作者 王洪涛 殷浩钧 +1 位作者 陈创泉 anastasios bezerianos 《华中科技大学学报(自然科学版)》 EI CAS CSCD 北大核心 2022年第11期54-65,78,共13页
围绕基于脑电信号的驾驶疲劳检测,通过大量文献检索,总结了脑电信号采集设备、脑电信号特征提取方法和脑电信号分类方法三个方面现状.分析了采集设备的便携性与舒适度问题、与疲劳相关特征的稳定性问题及疲劳检测模型的鲁棒性问题,进而... 围绕基于脑电信号的驾驶疲劳检测,通过大量文献检索,总结了脑电信号采集设备、脑电信号特征提取方法和脑电信号分类方法三个方面现状.分析了采集设备的便携性与舒适度问题、与疲劳相关特征的稳定性问题及疲劳检测模型的鲁棒性问题,进而梳理并总结出基于脑电信号驾驶疲劳检测的三个发展趋势:从湿式电极到干式电极;从通道内特征到通道间特征;从浅层机器学习到深度学习. 展开更多
关键词 脑电信号 驾驶疲劳 脑功能网络 机器学习 深度学习
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Neural Mechanisms of Mental Fatigue Revisited: New Insights from the Brain Connectome 被引量:8
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作者 Peng Qi Hua Ru +7 位作者 Lingyun Gao Xiaobing Zhang Tianshu Zhou Yu Tian Nitish Thakor anastasios bezerianos Jinsong Li Yu Sun 《Engineering》 SCIE EI 2019年第2期276-286,共11页
Maintaining sustained attention during a prolonged cognitive task often comes at a cost: high levels of mental fatigue. Heuristically, mental fatigue refers to a feeling of tiredness or exhaustion, and a disengagement... Maintaining sustained attention during a prolonged cognitive task often comes at a cost: high levels of mental fatigue. Heuristically, mental fatigue refers to a feeling of tiredness or exhaustion, and a disengagement from the task at hand;it manifests as impaired cognitive and behavioral performance. In order to effectively reduce the undesirable yet preventable consequences of mental fatigue in many real-world workspaces, a better understanding of the underlying neural mechanisms is needed, and continuous efforts have been devoted to this topic. In comparison with conventional univariate approaches, which are widely utilized in fatigue studies, convergent evidence has shown that multivariate functional connectivity analysis may lead to richer information about mental fatigue. In fact, mental fatigue is increasingly thought to be related to the deviated reorganization of functional connectivity among brain regions in recent studies. In addition, graph theoretical analysis has shed new light on quantitatively assessing the reorganization of the brain functional networks that are modulated by mental fatigue. This review article begins with a brief introduction to neuroimaging studies on mental fatigue and the brain connectome, followed by a thorough overview of connectome studies on mental fatigue. Although only a limited number of studies have been published thus far, it is believed that the brain connectome can be a useful approach not only for the elucidation of underlying neural mechanisms in the nascent field of neuroergonomics, but also for the automatic detection and classification of mental fatigue in order to address the prevention of fatigue-related human error in the near future. 展开更多
关键词 MENTAL fatigue Functional CONNECTIVITY Graph THEORETICAL analysis BRAIN network
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Progress of Brain Network Studies on Anesthesia and Consciousness: Framework and Clinical Applications
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作者 Jun Liu Kangli Dong +8 位作者 Yi Sun Ioannis Kakkos Fan Huang Guozheng Wang Peng Qi Xing Chen Delin Zhang anastasios bezerianos Yu Sun 《Engineering》 SCIE EI CAS CSCD 2023年第1期77-95,共19页
Although the relationship between anesthesia and consciousness has been investigated for decades, our understanding of the underlying neural mechanisms of anesthesia and consciousness remains rudimentary, which limits... Although the relationship between anesthesia and consciousness has been investigated for decades, our understanding of the underlying neural mechanisms of anesthesia and consciousness remains rudimentary, which limits the development of systems for anesthesia monitoring and consciousness evaluation. Moreover, the current practices for anesthesia monitoring are mainly based on methods that do not provide adequate information and may present obstacles to the precise application of anesthesia. Most recently, there has been a growing trend to utilize brain network analysis to reveal the mechanisms of anesthesia, with the aim of providing novel insights to promote practical application. This review summarizes recent research on brain network studies of anesthesia, and compares the underlying neural mechanisms of consciousness and anesthesia along with the neural signs and measures of the distinct aspects of neural activity. Using the theory of cortical fragmentation as a starting point, we introduce important methods and research involving connectivity and network analysis. We demonstrate that whole-brain multimodal network data can provide important supplementary clinical information. More importantly, this review posits that brain network methods, if simplified, will likely play an important role in improving the current clinical anesthesia monitoring systems. 展开更多
关键词 ANESTHESIA Brain network CONNECTIVITY Graph theoretical analysis Clinical monitoring system
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