552
Views
38
CrossRef citations to date
0
Altmetric
Articles

Recent advances and open challenges in hybrid brain-computer interfacing: a technological review of non-invasive human research

&
Pages 9-46 | Received 28 Jan 2015, Accepted 18 Dec 2015, Published online: 08 Feb 2016

Keep up to date with the latest research on this topic with citation updates for this article.

Read on this site (3)

Gabriel Alves Mendes Vasiljevic & Leonardo Cunha de Miranda. (2023) The CoDIS Taxonomy for Brain-Computer Interface Games Controlled by Electroencephalography. International Journal of Human–Computer Interaction 0:0, pages 1-28.
Read now
Cristian D. Guerrero-Mendez & Andres F. Ruiz-Olaya. (2022) Coherence-based connectivity analysis of EEG and EMG signals during reach-to-grasp movement involving two weights. Brain-Computer Interfaces 9:3, pages 140-154.
Read now
Hao Qu, Feixiang Zeng, Yongbin Tang, Bin Shi, Zhijun Wang, Xiaokai Chen & Jing Wang. (2022) The clinical effects of brain–computer interface with robot on upper-limb function for post-stroke rehabilitation: a meta-analysis and systematic review. Disability and Rehabilitation: Assistive Technology 0:0, pages 1-12.
Read now

Articles from other publishers (35)

Hitesh Yadav & Surita Maini. (2023) Electroencephalogram based brain-computer interface: Applications, challenges, and opportunities. Multimedia Tools and Applications 82:30, pages 47003-47047.
Crossref
Lucas R. Trambaiolli & Tiago H. Falk. 2023. Handbook of Human‐Machine Systems. Handbook of Human‐Machine Systems 23 33 .
Tiago H. Falk, Christoph Guger & Ivan Volosyak. 2023. Handbook of Human‐Machine Systems. Handbook of Human‐Machine Systems 11 22 .
Hadeel Alharbi. (2023) Identifying Thematics in a Brain-Computer Interface Research. Computational Intelligence and Neuroscience 2023, pages 1-15.
Crossref
Matheus G. Mussi & Kim D. Adams. (2022) EEG hybrid brain-computer interfaces: A scoping review applying an existing hybrid-BCI taxonomy and considerations for pediatric applications. Frontiers in Human Neuroscience 16.
Crossref
Juan Jesus Torre Tresols, Caroline P.C. Chanel & Frederic Dehais. (2022) Towards a POMDP-based Control in Hybrid Brain-Computer Interfaces. Towards a POMDP-based Control in Hybrid Brain-Computer Interfaces.
Arnau Dillen, Elke Lathouwers, Aleksandar Miladinović, Uros Marusic, Fakhreddine Ghaffari, Olivier Romain, Romain Meeusen & Kevin De Pauw. (2022) A data-driven machine learning approach for brain-computer interfaces targeting lower limb neuroprosthetics. Frontiers in Human Neuroscience 16.
Crossref
Zalan Kaposzta, Akos Czoch, Orestis Stylianou, Keumbi Kim, Peter Mukli, Andras Eke & Frigyes Samuel Racz. (2022) Real-Time Algorithm for Detrended Cross-Correlation Analysis of Long-Range Coupled Processes. Frontiers in Physiology 13.
Crossref
Neelum Yousaf Sattar, Zareena Kausar, Syed Ali Usama, Umer Farooq, Muhammad Faizan Shah, Shaheer Muhammad, Razaullah Khan & Mohamed Badran. (2022) fNIRS-Based Upper Limb Motion Intention Recognition Using an Artificial Neural Network for Transhumeral Amputees. Sensors 22:3, pages 726.
Crossref
Chen Ma & Mei Wang. 2022. Artificial Intelligence and Robotics. Artificial Intelligence and Robotics 81 94 .
Lichao Xu, Minpeng Xu, Tzyy-Ping Jung & Dong Ming. (2021) Review of brain encoding and decoding mechanisms for EEG-based brain–computer interface. Cognitive Neurodynamics 15:4, pages 569-584.
Crossref
Lucas R. Trambaiolli, Raymundo Cassani, David M. A. Mehler & Tiago H. Falk. (2021) Neurofeedback and the Aging Brain: A Systematic Review of Training Protocols for Dementia and Mild Cognitive Impairment. Frontiers in Aging Neuroscience 13.
Crossref
Yue Zhang, Shane Q. Xie, He Wang & Zhiqiang Zhang. (2021) Data Analytics in Steady-State Visual Evoked Potential-Based Brain–Computer Interface: A Review. IEEE Sensors Journal 21:2, pages 1124-1138.
Crossref
P. K. Parthasarathy, Archana Mantri, Amit Mittal & Praveen Kumar. 2021. Congress on Intelligent Systems. Congress on Intelligent Systems 241 252 .
Stephen H. Fairclough & Fabien Lotte. (2020) Grand Challenges in Neurotechnology and System Neuroergonomics. Frontiers in Neuroergonomics 1.
Crossref
Mamunur Rashid, Norizam Sulaiman, Anwar P. P. Abdul Majeed, Rabiu Muazu Musa, Ahmad Fakhri Ab. Nasir, Bifta Sama Bari & Sabira Khatun. (2020) Current Status, Challenges, and Possible Solutions of EEG-Based Brain-Computer Interface: A Comprehensive Review. Frontiers in Neurorobotics 14.
Crossref
Taikyeong Jeong. (2020) Time-Series Data Classification and Analysis Associated With Machine Learning Algorithms for Cognitive Perception and Phenomenon. IEEE Access 8, pages 222417-222428.
Crossref
Matthew Sample, Marjorie Aunos, Stefanie Blain-Moraes, Christoph Bublitz, Jennifer A Chandler, Tiago H Falk, Orsolya Friedrich, Deanna Groetzinger, Ralf J Jox, Johannes Koegel, Dennis McFarland, Valerie Neufield, David Rodriguez-Arias, Sebastian Sattler, Fernando Vidal, Gregor Wolbring, Andreas Wolkenstein & Eric Racine. (2019) Brain–computer interfaces and personhood: interdisciplinary deliberations on neural technology. Journal of Neural Engineering 16:6, pages 063001.
Crossref
Pooja Verma, Alexander Heilinger, Patrick Reitner, Johannes Grunwald, Christoph Guger & David Franklin. (2019) Performance Investigation of Brain-Computer Interfaces that Combine EEG and fNIRS for Motor Imagery Tasks. Performance Investigation of Brain-Computer Interfaces that Combine EEG and fNIRS for Motor Imagery Tasks.
Margaret C. Thompson. (2018) Critiquing the Concept of BCI Illiteracy. Science and Engineering Ethics 25:4, pages 1217-1233.
Crossref
Qiang Li, Guangyuan Liu, Guangjie Yuan, Gaoyuan Wang, Zonghui Wu & Xingcong Zhao. (2019) DC Shifts-fMRI: A Supplement to Event-Related fMRI. Frontiers in Computational Neuroscience 13.
Crossref
Reza Abiri, Soheil Borhani, Eric W Sellers, Yang Jiang & Xiaopeng Zhao. (2019) A comprehensive review of EEG-based brain–computer interface paradigms. Journal of Neural Engineering 16:1, pages 011001.
Crossref
E. Y. Veslin, M. S. Dutra, L. Bevilacqua, L. S. C. Raptopoulos, W. S. Andrade, A. S. Pereira, M. Fiorani & J. G. M. Soares. (2019) Lower gamma band in the classification of left and right elbow movement in real and imaginary tasks. Journal of the Brazilian Society of Mechanical Sciences and Engineering 41:2.
Crossref
Richard Lamb, Brian Hand & Sae Yeol Yoon. 2019. Theorizing the Future of Science Education Research. Theorizing the Future of Science Education Research 63 82 .
Richard Lamb, Pavlo Antonenko, Elisabeth Etopio & Amanda Seccia. (2018) Comparison of virtual reality and hands on activities in science education via functional near infrared spectroscopy. Computers & Education 124, pages 14-26.
Crossref
Elise Labonte-Lemoyne, François Courtemanche, Victoire Louis, Marc Fredette, Sylvain Sénécal & Pierre-Majorique Léger. (2018) Dynamic Threshold Selection for a Biocybernetic Loop in an Adaptive Video Game Context. Frontiers in Human Neuroscience 12.
Crossref
Keum-Shik Hong, M. Jawad Khan & Melissa J. Hong. (2018) Feature Extraction and Classification Methods for Hybrid fNIRS-EEG Brain-Computer Interfaces. Frontiers in Human Neuroscience 12.
Crossref
Bojan Kerous, Filip Skola & Fotis Liarokapis. (2017) EEG-based BCI and video games: a progress report. Virtual Reality 22:2, pages 119-135.
Crossref
Qunjian Wu, Ying Zeng, Chi Zhang, Li Tong & Bin Yan. (2018) An EEG-Based Person Authentication System with Open-Set Capability Combining Eye Blinking Signals. Sensors 18:2, pages 335.
Crossref
Lucas R. Trambaiolli & Tiago H. Falk. 2018. Smart Wheelchairs and Brain-Computer Interfaces. Smart Wheelchairs and Brain-Computer Interfaces 229 256 .
Iretiayo Akinola, Boyuan Chen, Jonathan Koss, Aalhad Patankar, Jake Varley & Peter Allen. (2017) Task level hierarchical system for BCI-enabled shared autonomy. Task level hierarchical system for BCI-enabled shared autonomy.
Tim Maloney, Golnar Kalantar & Arash Mohammadi. (2017) Progressive fusion of multi-rate motor imagery classification for brain computer interfaces. Progressive fusion of multi-rate motor imagery classification for brain computer interfaces.
Keum-Shik Hong & Muhammad Jawad Khan. (2017) Hybrid Brain–Computer Interface Techniques for Improved Classification Accuracy and Increased Number of Commands: A Review. Frontiers in Neurorobotics 11.
Crossref
Hubert Banville, Rishabh Gupta & Tiago H. Falk. (2017) Mental Task Evaluation for Hybrid NIRS-EEG Brain-Computer Interfaces. Computational Intelligence and Neuroscience 2017, pages 1-24.
Crossref
Sergei L. Shishkin, Yuri O. Nuzhdin, Evgeny P. Svirin, Alexander G. Trofimov, Anastasia A. Fedorova, Bogdan L. Kozyrskiy & Boris M. Velichkovsky. (2016) EEG Negativity in Fixations Used for Gaze-Based Control: Toward Converting Intentions into Actions with an Eye-Brain-Computer Interface. Frontiers in Neuroscience 10.
Crossref

Reprints and Corporate Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

To request a reprint or corporate permissions for this article, please click on the relevant link below:

Academic Permissions

Please note: Selecting permissions does not provide access to the full text of the article, please see our help page How do I view content?

Obtain permissions instantly via Rightslink by clicking on the button below:

If you are unable to obtain permissions via Rightslink, please complete and submit this Permissions form. For more information, please visit our Permissions help page.