EEG Artifact Removal Strategies for BCI Applications: A Survey

Publish Year: 1403
نوع سند: مقاله ژورنالی
زبان: English
View: 37

This Paper With 11 Page And PDF Format Ready To Download

  • Certificate
  • من نویسنده این مقاله هستم

استخراج به نرم افزارهای پژوهشی:

لینک ثابت به این Paper:

شناسه ملی سند علمی:

JR_MJEE-18-1_016

تاریخ نمایه سازی: 9 اردیبهشت 1403

Abstract:

This paper aims to provide a comprehensive examination of the Brain-Computer Interface and the more scientific discoveries that have resulted from it. The ultimate goal of this review is to provide extensive research in BCI systems while also focusing on artifact removal techniques or methods that have recently been used in BCI and important aspects of BCIs. In its pre-processing, artifact removal methodologies were critical. Furthermore, the review emphasizes the applicability, practical challenges, and outcomes associated with BCI advancements. This has the potential to accelerate future progress in this field. This critical evaluation examines the current state of BCI technology as well as recent advancements. It also identifies various BCI technology application areas. This detailed study shows that, while progress is being made, significant challenges remain for user advancement A comparison of EEG artifact removal methods in BCI was done, and their usefulness in real-world EEG-BCI applications was talked about. Some directions and suggestions for future research in this area were also made based on the results of the review and the existing artifact removal methods.

Keywords:

Authors

Pardhu Thottempudi

Department of Electronics & Communication Engg BVRIT HYDERABAD College of Engineering For Women Nizampet

Vijay Kumar

School of Electronics Engineering (SENSE), Vellore Institute of Technology, Vellore, India.

Nagesh Deevi

Department of Electronics and Communications Engineering, BVRIT HYDERABAD College of Engineering for Women, Hyderabad, India.

مراجع و منابع این Paper:

لیست زیر مراجع و منابع استفاده شده در این Paper را نمایش می دهد. این مراجع به صورت کاملا ماشینی و بر اساس هوش مصنوعی استخراج شده اند و لذا ممکن است دارای اشکالاتی باشند که به مرور زمان دقت استخراج این محتوا افزایش می یابد. مراجعی که مقالات مربوط به آنها در سیویلیکا نمایه شده و پیدا شده اند، به خود Paper لینک شده اند :
  • Kübler, A. (۲۰۲۰). The history of BCI: From a vision ...
  • Kawala-Janik, A. Efficiency Evaluation of External Environments Control Using Bio-Signals. ...
  • Ebersole, J.S.; Pedley, T.A. Current Practice of Clinical Electroencephalography; Lippincott ...
  • Donoghue JP. Connecting cortex to machines: recent advances in brain ...
  • Serruya Mijail D, et al. Brain-machine interface: instant neural control ...
  • Cichocki, Andrzej, et al. "EEG filtering based on blind source ...
  • Al-Fahoum, Amjed S., and Ausilah A. Al-Fraihat. "Methods of EEG ...
  • Osalusi, Bamidele, Amole Abraham, and David Aborisade. "EEG Classification in ...
  • Mridha, M. F., et al. "Brain-computer interface: Advancement and challenges."Sensors۱۷ ...
  • ] Phan A H and Cichocki A ۲۰۱۰ Tensor decompositions for feature extraction ...
  • Zhang, Y., Zhou, G., Jin, J., Wang, X., & Cichocki, ...
  • Zhang, Y., Zhou, G., Jin, J., Zhang, Y., Wang, X., ...
  • Zhang Y, Zhou G, Zhao Q, Onishi A, Jin J, ...
  • Trigui, Omar, et al. "Removal of eye blink artifacts from ...
  • Cao, Jiuwen, et al. "Unsupervised eye blink artifact detection from ...
  • Wang, Jianhui, et al. "Eye blink artifact detection with novel ...
  • Egambaram, Ashvaany, et al. "Online detection and removal of eye ...
  • Borowicz, Adam. "Using a multichannel Wiener filter to remove eye-blink ...
  • Zhou, Weidong, and Jean Gotman. "Automatic removal of eye movement ...
  • Sreeja, S. R., et al. "Removal of eye blink artifacts ...
  • He, Ping, G. Wilson, and C. Russell. "Removal of ocular ...
  • Joyce, Carrie A., Irina F. Gorodnitsky, and Marta Kutas. "Automatic ...
  • Chintala, Sridhar, and Jaisingh Thangaraj. "Ocular artifact elimination from eeg ...
  • Yadav, Anchal, and Mahipal Singh Choudhry. "A new approach for ...
  • Gajbhiye, Pranjali, Rajesh Kumar Tripathy, and Ram Bilas Pachori. "Elimination ...
  • Islam, Md Kafiul, Parviz Ghorbanzadeh, and Amir Rastegarnia. "Probability mapping ...
  • Lee, Young-Eun, No-Sang Kwak, and Seong-Whan Lee. "A real-time movement ...
  • Song, Y., & Sepulveda, F. (۲۰۱۸). “A novel technique for ...
  • Krauledat, Matthias, et al. "Robustifying EEG data analysis by removing ...
  • Gouy-Pailler, Cédric, et al. "Iterative subspace decomposition for ocular artifact ...
  • Young, The Technical Writer’s Handbook. Mill Valley, CA: University Science, ...
  • Jiang, Aimin, et al. "Efficient CSP algorithm with spatio-temporal filtering ...
  • Isa, NE Md, et al. "Motor imagery classification in Brain ...
  • Ang, Kai Keng, et al. "Filter bank common spatial pattern ...
  • Ramoser, Herbert, Johannes Muller-Gerking, and Gert Pfurtscheller. "Optimal spatial filtering ...
  • Oh, Seung-Hyeon, Yu-Ri Lee, and Hyoung-Nam Kim. "A novel EEG ...
  • Übeyli, Elif Derya, and İnan Güler. "Features extracted by eigenvector ...
  • Stancin, Igor, Mario Cifrek, and Alan Jovic. "A review of ...
  • Stam, CJ van, and E. C. W. Van Straaten. "The ...
  • Übeyli, Elif Derya. "Analysis of EEG signals by implementing eigenvector ...
  • Gaur, Pramod, et al. "A sliding window common spatial pattern ...
  • Bose, Rohit, et al. "Performance analysis of left and right ...
  • Raschka, Sebastian, David Julian, and John Hearty. Python: deeper insights ...
  • Isa, NE Md, et al. "Motor imagery classification in Brain ...
  • Rish, Irina. "An empirical study of the naive Bayes classifier." ...
  • Leung, K. Ming. "Naive bayesian classifier." Polytechnic University Department of ...
  • Berrar, Daniel. "Cross-Validation." (۲۰۱۹): ۵۴۲-۵۴۵ ...
  • Ang, Kai Keng, et al. "Filter bank common spatial pattern ...
  • Shenoy, H. Vikram, A. Prasad Vinod, and Cuntai Guan. "Shrinkage ...
  • Lupu, R. G., Ungureanu, F., & Cimpanu, C. (۲۰۱۹, May). ...
  • Fouad, M. M., Amin, K. M., El-Bendary, N., & Hassanien, ...
  • Urigüen, J. A., & Garcia-Zapirain, B. (۲۰۱۵). “EEG artifact removal—state-of-the-art ...
  • Islam, M. K., Rastegarnia, A., & Yang, Z. (۲۰۱۶). “Methods ...
  • Mumtaz, W., Rasheed, S., & Irfan, A. (۲۰۲۱). “Review of ...
  • Radüntz, T., Scouten, J., Hochmuth, O., & Meffert, B. (۲۰۱۵). ...
  • Radüntz, T., Scouten, J., Hochmuth, O., & Meffert, B. (۲۰۱۷). ...
  • Roy, V., Shukla, P. K., Gupta, A. K., Goel, V., ...
  • Mannan, M. M. N., Kamran, M. A., & Jeong, M. ...
  • Gevins, A. S., Yeager, C. L., Zeitlin, G. M., Ancoli, ...
  • Park, H. J., Jeong, D. U., & Park, K. S. ...
  • Nolan, H., Whelan, R., & Reilly, R. B. (۲۰۱۰). “FASTER: ...
  • Tatum, W. O., Dworetzky, B. A., & Schomer, D. L. ...
  • Jung, C. Y., & Saikiran, S. S. (۲۰۱۶). “A review ...
  • Jiang, X., Bian, G. B., & Tian, Z. (۲۰۱۹). “Removal ...
  • Roháľová, M., Sykacek, P., Koskaand, M., & Dorffner, G. (۲۰۰۱). ...
  • Blum, S., Jacobsen, N. S., Bleichner, M. G., & Debener, ...
  • Shao, S. Y., Shen, K. Q., Ong, C. J., & ...
  • Nejedly, P., Cimbalnik, J., Klimes, P., Plesinger, F., Halamek, J., ...
  • Somers, B., Francart, T., & Bertrand, A. (۲۰۱۸). “A generic ...
  • Saba-Sadiya, S., Chantland, E., Alhanai, T., Liu, T., & Ghassemi, ...
  • Islam, M. K., Rastegarnia, A., & Yang, Z. (۲۰۱۶). “Methods ...
  • Abreu, R., Leal, A., & Figueiredo, P. (۲۰۱۸). “EEG-informed fMRI: ...
  • Varone, G., Hussain, Z., Sheikh, Z., Howard, A., Boulila, W., ...
  • Jung, T. P., Humphries, C., Lee, T. W., Makeig, S., ...
  • Anderer, P., Roberts, S., Schlögl, A., Gruber, G., Klösch, G., ...
  • Chen, X., Xu, X., Liu, A., Lee, S., Chen, X., ...
  • Cao, K., Guo, Y., & Su, S. W. (۲۰۱۵, December). ...
  • Klekowicz, H., Malinowska, U., Piotrowska, A. J., Wołyńczyk-Gmaj, D., Niemcewicz, ...
  • Minguillon, J., Lopez-Gordo, M. A., & Pelayo, F. (۲۰۱۷). “Trends ...
  • Sadiya, S., Alhanai, T., & Ghassemi, M. M. (۲۰۲۱, May). ...
  • Craik, A., He, Y., & Contreras-Vidal, J. L. (۲۰۱۹). “Deep ...
  • Haumann, N. T., Parkkonen, L., Kliuchko, M., Vuust, P., & ...
  • Sazgar, M., & Young, M. G. (۲۰۱۹). “EEG artifacts”. Absolute ...
  • Jung, T. P., Makeig, S., Humphries, C., Lee, T. W., ...
  • Kaya, I. (۲۰۱۹). “A brief summary of EEG artifact handling”. Brain-Computer ...
  • Taherisadr, M., Dehzangi, O., & Parsaei, H. (۲۰۱۷). “Single channel ...
  • Jafarifarmand, A., & Badamchizadeh, M. A. (۲۰۱۹). “EEG artifacts handling ...
  • Gorjan, D., Gramann, K., De Pauw, K., & Marusic, U. ...
  • Hartmann, M. M., Schindler, K., Gebbink, T. A., Gritsch, G., ...
  • Muthukumaraswamy, S. D. (۲۰۱۳). “High-frequency brain activity and muscle artifacts ...
  • Kang, G., Jin, S. H., Kim, D. K., & Kang, ...
  • نمایش کامل مراجع