An EEG Signal Recognition Algorithm During Epileptic Seizure Based on Distributed Edge Computing | |
Qiu, Shi4; Cheng, Keyang3; Zhou, Tao2; Tahir, Rabia3; Ting, Liang1 | |
刊名 | INTERNATIONAL JOURNAL OF INTERACTIVE MULTIMEDIA AND ARTIFICIAL INTELLIGENCE |
2022-09 | |
卷号 | 7期号:5页码:6-13 |
关键词 | Clinical Feature Cloud Computing Deep Learning Edge Computing EEG Signal Epilepsy Seizure Takagi-Sugeno-Kang (TSK) |
ISSN号 | 1989-1660 |
DOI | 10.9781/ijimai.2022.07.001 |
产权排序 | 1 |
英文摘要 | Epilepsy is one kind of brain diseases, and its sudden unpredictability is the main cause of disability and even death. Thus, it is of great significance to identify electroencephalogram (EEG) during the seizure quickly and accurately. With the rise of cloud computing and edge computing, the interface between local detection and cloud recognition is established, which promotes the development of portable EEG detection and diagnosis. Thus, we construct a framework for identifying EEG signals in epileptic seizure based on cloud-edge computing. The EEG signals are obtained in real time locally, and the horizontal viewable model is established at the edge to enhance the internal correlation of the signals. The Takagi-Sugeno-Kang (FSK) fuzzy system is established to analyze the epileptic signals. In the cloud, the fusion of clinical features and signal features is established to establish a deep learning framework. Through local signal acquisition, edge signal processing and cloud signal recognition, the diagnosis of epilepsy is realized, which can provide a new idea for the real-time diagnosis and feedback of EEG during epileptic seizure. |
语种 | 英语 |
出版者 | UNIV INT RIOJA-UNIR |
WOS记录号 | WOS:000859995400002 |
内容类型 | 期刊论文 |
源URL | [http://ir.opt.ac.cn/handle/181661/96165] |
专题 | 西安光学精密机械研究所_光学影像学习与分析中心 |
通讯作者 | Cheng, Keyang |
作者单位 | 1.Xi An Jiao Tong Univ, Affiliated Hosp 1, Dept Radiol, Xian 71006, Peoples R China 2.North Minzu Univ, Sch Comp Sci & Engn, Yinchuan 750021, Ningxia, Peoples R China 3.Jiangsu Univ, Sch Comp Sci & Commun Engn, Zhenjiang 212000, Jiangsu, Peoples R China 4.Chinese Acad Sci, Xian Inst Opt & Precis Mech, Key Lab Spectral Imaging Technol CAS, Xian 710119, Peoples R China |
推荐引用方式 GB/T 7714 | Qiu, Shi,Cheng, Keyang,Zhou, Tao,et al. An EEG Signal Recognition Algorithm During Epileptic Seizure Based on Distributed Edge Computing[J]. INTERNATIONAL JOURNAL OF INTERACTIVE MULTIMEDIA AND ARTIFICIAL INTELLIGENCE,2022,7(5):6-13. |
APA | Qiu, Shi,Cheng, Keyang,Zhou, Tao,Tahir, Rabia,&Ting, Liang.(2022).An EEG Signal Recognition Algorithm During Epileptic Seizure Based on Distributed Edge Computing.INTERNATIONAL JOURNAL OF INTERACTIVE MULTIMEDIA AND ARTIFICIAL INTELLIGENCE,7(5),6-13. |
MLA | Qiu, Shi,et al."An EEG Signal Recognition Algorithm During Epileptic Seizure Based on Distributed Edge Computing".INTERNATIONAL JOURNAL OF INTERACTIVE MULTIMEDIA AND ARTIFICIAL INTELLIGENCE 7.5(2022):6-13. |
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