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Research Article

Development of tuned hybrid fuzzy and BiLSTM-based epileptic seizure classification model with stacked 1D-CNN-fisher discriminant feature selection

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Pages 2239-2261 | Received 03 Mar 2023, Accepted 15 Jun 2023, Published online: 31 Jul 2023

References

  • Abdelhameed AM, Bayoumi M. 2019. Semi-supervised EEG signals classification system for epileptic seizure detection. IEEE Signal Process Lett. 26(12):1922–1926. doi: 10.1109/LSP.2019.2953870.
  • Ahmad Mir W, Anjum M. 2023. Izharuddin and sana shahab “deep-EEG: an optimized and robust framework and method for EEG-Based diagnosis of epileptic seizure. Diagnostics. 13(4):773. doi: 10.3390/diagnostics13040773.
  • Aldana YR, Hunyadi B, Reyes EJM, Rodríguez VR, Van Huffel S. 2019 Mar. Nonconvulsive epileptic seizure detection in scalp EEG using multiway data analysis. IEEE J Biomed Health Informatics. 23(2):660–671. 10.1109/JBHI.2018.2829877
  • Anuragi A, Singh Sisodia D, Bilas Pachori R. 2021 Sept. Automated FBSE-EWT based learning framework for detection of epileptic seizures using time-segmented EEG signals. Comput Biol Med. 136(104708):104708. doi: 10.1016/j.compbiomed.2021.104708
  • Baghersalimi S, Teijeiro T, Atienza D, Aminifar A. 2022 Feb. Personalized real-time federated learning for epileptic seizure detection. IEEE J Biomed Health Informatics. 26(2):898–909. 10.1109/JBHI.2021.3096127
  • Bai Y, Liang H, Xue H, Hu H, Xu T. 2019. A novel hybrid model based on TVIW-PSO-GSA algorithm and support vector machine for classification problems. IEEE Access. 7:27789–27801. doi:10.1109/ACCESS.2019.2897644.
  • Bhatt R, Yadav V, and Parmar G. 2019. Application of GWO with different performance indices for BHsystem. 2019 4th International Conference on Information Systems and Computer Networks (ISCON), Mathura, India, pp. 742–745.
  • Cao J, Zhu J, Hu W, Kummert A. 2020 Dec. Epileptic signal classification with deep EEG features by stacked CNNs. IEEE Trans Cognit Dev Syst. 12(4):709–722. 10.1109/TCDS.2019.2936441
  • Casini M, Garulli A. 2017 July. An improved lion strategy for the lion and man problem. IEEE Control Syst Lett. 1(1):38–43. 10.1109/LCSYS.2017.2702652
  • Chen Z, Lu G, Xie Z, Shang W. 2020. A unified framework and method for EEG-Based early epileptic seizure detection and epilepsy diagnosis. IEEE Access. 8:20080–20092. doi:10.1109/ACCESS.2020.2969055.
  • Ein Shoka AA, Dessouky MM, El-Sayed A, El-Din Hemdan E. 2023 Feb 15. Ezz El-Din Hemdan “An efficient CNN based epileptic seizures detection framework using encrypted EEG signals for secure telemedicine applications. Alex Eng J. 65:399–412. doi:10.1016/j.aej.2022.10.014.
  • Fan M, Chou CA. 2019 Mar. Detecting abnormal pattern of epileptic seizures via temporal synchronization of EEG signals. IEEE Trans Biomed Eng. 66(3):601–608. 10.1109/TBME.2018.2850959
  • Fang J, Gong X, Zhang J. 2015 Dec. A modified nonlinear two-filter smoothing for high-precision airborne integrated GPS and inertial navigation. IEEE Trans Instrum Meas. 64(12):3315–3322. 10.1109/TIM.2015.2454672
  • Furui A, Onishi R, Takeuchi A, Akiyama T, Tsuji T. 2021 Feb. Non-gaussianity detection of EEG signals based on a multivariate scale mixture model for diagnosis of epileptic seizures. IEEE Trans Biomed Eng. 68(2):515–525. 10.1109/TBME.2020.3006246
  • Geng M, Zhou W, Liu G, Li C, Zhang Y. 2020 Mar. Epileptic seizure detection based on Stockwell transform and bidirectional long short-term memory. IEEE Trans Neural Syst Rehabil Eng. 28(3):573–580. 10.1109/TNSRE.2020.2966290
  • Gupta A and Agrawal K. 2017. New embedding algorithm for digital watermarking using 5-DWT and 2-DCT. 2017 2nd International Conference on Telecommunication and Networks (TEL-NET), Noida, India.
  • Gu S, Vong CM, Wong PK, Wang S. 2022 Jun. Fast training of adversarial deep fuzzy classifier by downsizing fuzzy rules with gradient guided learning. IEEE Trans Fuzzy Syst. 30(6):1967–1980. 10.1109/TFUZZ.2021.3072498
  • Haber F, Shi Q, Zhou C. 1990 Jun. On spatial filtering for angle-of-arrival estimation in a scattering environment by eigendecomposition-based methods. IEEE T Antenn Propag. 38(6):931–934. 10.1109/8.55593
  • Hanosh O, Ansari R, Younis K, Cetin AE. 2019 Aug 1. Real-time epileptic seizure detection during sleep using passive infrared sensors. IEEE Sens J. 19(15):6467–6476. doi10.1109/JSEN.2019.2907664.
  • Kim S, Oommen BJ. 2008 Apr. On using prototype reduction schemes to optimize kernel-based fisher discriminant analysis. IEEE Trans Syst, Man, Cybern, Part B (Cybern). 38(2):564–570. 10.1109/TSMCB.2007.914446
  • Kumar Bairwa A, Joshi S, Singh D, Favennec Y. 2021. Dingo optimizer: a nature-inspired metaheuristic approach for engineering problems. Math Probl En. 2021(2571863):1–12. doi: 10.1155/2021/2571863.
  • Kumar Rout S, Sahani M, Dora C, Kumar Biswal P, Biswal B. 2022 Feb. An efficient epileptic seizure classification system using empirical wavelet transform and multi-fuse reduced deep convolutional neural network with digital implementation. Biomed Signal Process Control. 72(103281):103281. 10.1016/j.bspc.2021.103281
  • Kusmakar S, Karmakar CK, Yan B, O’Brien TJ, Muthuganapathy R, Palaniswami M. 2019 Feb. Automated detection of convulsive seizures using a wearable accelerometer device. IEEE Trans Biomed Eng. 66(2):421–432. 10.1109/TBME.2018.2845865
  • Liang W, Pei H, Cai Q, Wang Y. 2020. Scalp EEG epileptogenic zone recognition and localization based on long-term recurrent convolutional network. Neurocomputing. 396:569–576. doi:10.1016/j.neucom.2018.10.108.
  • Li Y, Liu Y, Cui WG, Guo YZ, Huang H, Hu ZY. 2020 Apr. Epileptic seizure detection in EEG signals using a unified temporal-spectral squeeze-and-excitation network. IEEE Trans Neural Syst Rehabil Eng. 28(4):782–794. 10.1109/TNSRE.2020.2973434
  • Liu Z, Wang H, Liu J, Qin Y, Peng D. 2021. Multitask learning based on lightweight 1DCNN for fault diagnosis of wheelset bearings. IEEE Trans Instrum Meas. 70:1–11. doi:10.1109/TIM.2021.3118090.
  • Mardini W, Bani Yassein MM, Al-Rawashdeh R, Aljawarneh S, Khamayseh Y, Meqdadi O. 2020. Enhanced detection of epileptic seizure using EEG signals in combination with machine learning classifiers. IEEE Access. 8:24046–24055. doi:10.1109/ACCESS.2020.2970012.
  • Park YS, Rees Cosgrove G, Madsen JR, Eskandar EN, Hochberg LR, Cash SS, Truccolo W. 2020 Mar. Early detection of human epileptic seizures based on intracortical microelectrode array signals. IEEE Trans Biomed Eng. 67(3):817–831. 10.1109/TBME.2019.2921448
  • Qiu Y, Zhou W, Yu N, Du P. 2018. Denoising sparse autoencoder-based ictal EEG classification. IEEE Trans Neural Syst Rehabil Eng. 26(9):1717–1726. doi: 10.1109/TNSRE.2018.2864306.
  • Raghu S, Sriraam N, Kumar GP, Hegde AS. 2018 Nov. A novel approach for real-time recognition of epileptic seizures using minimum variance modified fuzzy entropy. IEEE Trans Biomed Eng. 65(11):2612–2621. 10.1109/TBME.2018.2810942
  • Robert JK.2023. A machine learning approach to seizure detection in a rat model of post-traumatic epilepsy. Res Sq.
  • Salem O, Alsubhi K, Mehaoua A, Boutaba R. 2019 Dec 1. Nocturnal epileptic seizures detection using inertial and muscular sensors. IEEE T Mobile Comput. 18(12):2913–2925. 10.1109/TMC.2018.2883451
  • Shoeibi A, Ghassemi N, Khodatars M, Moridian P, Alizadehsani R, Zare A, Khosravi A, Subasi A, Acharya UR, Gorriz JM. 2022 Mar. Detection of epileptic seizures on EEG signals using ANFIS classifier, autoencoders and fuzzy entropies. Biomedical Signal Processing and Control. 73(103417).
  • Song JL, Li Q, Zhang B, Westover MB, Zhang R. 2020 Aug. A new neural mass model driven method and its application in early epileptic seizure detection. IEEE Trans Biomed Eng. 67(8):2194–2205. 10.1109/TBME.2019.2957392
  • Tian G, Wang Q, Zhao Y, Guo L, Sun Z, Lv L. 2020. Smart contract classification with a bi-LSTM based approach. IEEE Access. 8:43806–43816. doi:10.1109/ACCESS.2020.2977362.
  • Tsiouris KM, Pezoulas VC, Zervakis M, Konitsiotis S, Koutsouris DD, Fotiadis DI. A long short-term memory deep learning network for the prediction of epileptic seizures using EEG signals. Comput Biol Med. 2018;99:24–37.
  • Varl M, Yılmaz H 2023 March. Hakan Yılmaz “Multiple classification of EEG signals and epileptic seizure diagnosis with combined deep learning. Journal Of Computational Science. 67:101943. doi:10.1016/j.jocs.2023.101943.
  • Wang Z, Na J, Zheng B. 2020. An improved kNN classifier for epilepsy diagnosis. IEEE Access. 8:100022–100030. doi:10.1109/ACCESS.2020.2996946.
  • Wu D, Wang Z, Jiang L, Dong F, Wu X, Wang S, Ding Y. 2019. Shuang Wang and Yao Ding “Automatic Epileptic Seizures Joint detection algorithm based on improved multi-domain feature of cEEG and spike feature of aEEG. IEEE Access. 7:41551–41564. doi:10.1109/ACCESS.2019.2904949.
  • Yuan Z, Wang W, Wang H, Yildizbasi A. 2020 Nov. Developed coyote optimization algorithm and its application to optimal parameters estimation of PEMFC model. Ener Rep. 6:1106–1117. Eason. doi:10.1016/j.egyr.2020.04.032.
  • Zhang X, Yao L, Dong M, Liu Z, Zhang Y, Li Y. 2020 Oct. Adversarial representation learning for robust patient-independent epileptic seizure detection. IEEE J Biomed Health Informatics. 24(10):2852–2859. 10.1109/JBHI.2020.2971610
  • Zhao X, Yoshida N, Ueda T, Sugano H, Tanaka T. 2023. Hidenori Sugano, and Toshihisa Tanaka “Epileptic seizure detection by using interpretable machine learning models. J Neural Eng. 20(1):15002. doi: 10.1088/1741-2552/acb089.

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