Literature DB >> 29987692

Various epileptic seizure detection techniques using biomedical signals: a review.

Yash Paul1.   

Abstract

Epilepsy is a chronic chaos of the central nervous system that influences individual's daily life by putting it at risk due to repeated seizures. Epilepsy affects more than 2% people worldwide of which developing countries are affected worse. A seizure is a transient irregularity in the brain's electrical activity that produces disturbing physical symptoms such as a lapse in attention and memory, a sensory illusion, etc. Approximately one out of every three patients have frequent seizures, despite treatment with multiple anti-epileptic drugs. According to a survey, population aged 65 or above in European Union is predicted to rise from 16.4% (2004) to 29.9% (2050) and also this tremendous increase in aged population is also predicted for other countries by 2050. In this paper, seizure detection techniques are classified as time, frequency, wavelet (time-frequency), empirical mode decomposition and rational function techniques. The aim of this review paper is to present state-of-the-art methods and ideas that will lead to valid future research direction in the field of seizure detection.

Entities:  

Keywords:  Electroencephalogram (EEG); Empirical mode decomposition; Epilepsy; Fourier transform; Hilbert transform; Particle swarm optimization (PSO); Rational function; Wavelet

Year:  2018        PMID: 29987692      PMCID: PMC6170938          DOI: 10.1186/s40708-018-0084-z

Source DB:  PubMed          Journal:  Brain Inform        ISSN: 2198-4026


  14 in total

1.  PhysioBank, PhysioToolkit, and PhysioNet: components of a new research resource for complex physiologic signals.

Authors:  A L Goldberger; L A Amaral; L Glass; J M Hausdorff; P C Ivanov; R G Mark; J E Mietus; G B Moody; C K Peng; H E Stanley
Journal:  Circulation       Date:  2000-06-13       Impact factor: 29.690

2.  Incorporating structural information from the multichannel EEG improves patient-specific seizure detection.

Authors:  Borbála Hunyadi; Marco Signoretto; Wim Van Paesschen; Johan A K Suykens; Sabine Van Huffel; Maarten De Vos
Journal:  Clin Neurophysiol       Date:  2012-06-23       Impact factor: 3.708

3.  Seizure detection using the phase-slope index and multichannel ECoG.

Authors:  Puneet Rana; John Lipor; Hyong Lee; Wim van Drongelen; Michael H Kohrman; Barry Van Veen
Journal:  IEEE Trans Biomed Eng       Date:  2012-01-18       Impact factor: 4.538

4.  Development of a body sensor network to detect motor patterns of epileptic seizures.

Authors:  Anthony Dalton; Shyamal Patel; Atanu Roy Chowdhury; Matt Welsh; Trudy Pang; Steven Schachter; Gearóid OLaighin; Paolo Bonato
Journal:  IEEE Trans Biomed Eng       Date:  2012-06-15       Impact factor: 4.538

5.  Linear and non-linear methods for automatic seizure detection in scalp electro-encephalogram recordings.

Authors:  P E McSharry; T He; L A Smith; L Tarassenko
Journal:  Med Biol Eng Comput       Date:  2002-07       Impact factor: 2.602

6.  Comparison of predictability of epileptic seizures by a linear and a nonlinear method.

Authors:  Patrick E McSharry; Leonard A Smith; Lionel Tarassenko
Journal:  IEEE Trans Biomed Eng       Date:  2003-05       Impact factor: 4.538

7.  A new framework based on recurrence quantification analysis for epileptic seizure detection.

Authors:  M Niknazar; S R Mousavi; B Vosoughi Vahdat; M Sayyah
Journal:  IEEE J Biomed Health Inform       Date:  2013-05       Impact factor: 5.772

8.  Automatic seizure detection using wavelet transform and SVM in long-term intracranial EEG.

Authors:  Yinxia Liu; Weidong Zhou; Qi Yuan; Shuangshuang Chen
Journal:  IEEE Trans Neural Syst Rehabil Eng       Date:  2012-07-31       Impact factor: 3.802

9.  Frequency-moment signatures: a method for automated seizure detection from scalp EEG.

Authors:  Heba Khamis; Armin Mohamed; Steve Simpson
Journal:  Clin Neurophysiol       Date:  2013-06-17       Impact factor: 3.708

10.  Epileptic Seizure Detection Using Lacunarity and Bayesian Linear Discriminant Analysis in Intracranial EEG.

Authors:  Weidong Zhou; Yinxia Liu; Qi Yuan; Xueli Li
Journal:  IEEE Trans Biomed Eng       Date:  2013-04-25       Impact factor: 4.538

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  8 in total

1.  Head mounted telemetry system for seizures monitoring and sleep scoring on non-human primate.

Authors:  J S Vuong; J J Garrett; M J Connolly; A R York; R E Gross; A Devergnas
Journal:  J Neurosci Methods       Date:  2020-08-19       Impact factor: 2.390

2.  Quantitative Analysis of Inter- and Intrahemispheric Coherence on Epileptic Electroencephalography Signal.

Authors:  Inung Wijayanto; Rudy Hartanto; Hanung Adi Nugroho
Journal:  J Med Signals Sens       Date:  2022-05-12

3.  Automatic seizure detection based on imaged-EEG signals through fully convolutional networks.

Authors:  Catalina Gómez; Pablo Arbeláez; Miguel Navarrete; Catalina Alvarado-Rojas; Michel Le Van Quyen; Mario Valderrama
Journal:  Sci Rep       Date:  2020-12-11       Impact factor: 4.379

4.  A community effort for automatic detection of postictal generalized EEG suppression in epilepsy.

Authors:  Yejin Kim; Xiaoqian Jiang; Samden D Lhatoo; Guo-Qiang Zhang; Shiqiang Tao; Licong Cui; Xiaojin Li; Robert D Jolly; Luyao Chen; Michael Phan; Cung Ha; Marijane Detranaltes; Jiajie Zhang
Journal:  BMC Med Inform Decis Mak       Date:  2020-12-24       Impact factor: 2.796

Review 5.  Review on Epileptic Seizure Prediction: Machine Learning and Deep Learning Approaches.

Authors:  Milind Natu; Mrinal Bachute; Shilpa Gite; Ketan Kotecha; Ankit Vidyarthi
Journal:  Comput Math Methods Med       Date:  2022-01-20       Impact factor: 2.238

6.  GluR3B Antibody Was a Biomarker for Drug-Resistant Epilepsy in Patients With Focal to Bilateral Tonic-Clonic Seizures.

Authors:  Qingwei Lai; Qingyun Li; Xinyu Li; Heng Wang; Wei Zhang; Xiaotao Song; Peng Hu; Ruiqin Yao; Hongbin Fan; Xingshun Xu
Journal:  Front Immunol       Date:  2022-04-06       Impact factor: 8.786

Review 7.  Epileptic Seizures Detection Using Deep Learning Techniques: A Review.

Authors:  Afshin Shoeibi; Marjane Khodatars; Navid Ghassemi; Mahboobeh Jafari; Parisa Moridian; Roohallah Alizadehsani; Maryam Panahiazar; Fahime Khozeimeh; Assef Zare; Hossein Hosseini-Nejad; Abbas Khosravi; Amir F Atiya; Diba Aminshahidi; Sadiq Hussain; Modjtaba Rouhani; Saeid Nahavandi; Udyavara Rajendra Acharya
Journal:  Int J Environ Res Public Health       Date:  2021-05-27       Impact factor: 3.390

8.  Impact of ABCB1 Polymorphism on Levetiracetam Serum Concentrations in Epileptic Uygur Children in China.

Authors:  Ting Zhao; Jing Yu; Ting-Ting Wang; Jie Feng; Wen-Bo Zhao; Li Sun; Lu-Hai Yu; Hong-Jian Li; Yan Sun
Journal:  Ther Drug Monit       Date:  2020-12       Impact factor: 3.118

  8 in total

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