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
DOI10.9781/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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