Rehabilitation Treatment of Motor Dysfunction Patients Based on Deep Learning Brain-Computer Interface Technology

Frontiers in Neuroscience
Huihai WangFang Zhou

Abstract

In recent years, brain-computer interface (BCI) is expected to solve the physiological and psychological needs of patients with motor dysfunction with great individual differences. However, the classification method based on feature extraction requires a lot of prior knowledge when extracting data features and lacks a good measurement standard, which makes the development of BCI. In particular, the development of a multi-classification brain-computer interface is facing a bottleneck. To avoid the blindness and complexity of electroencephalogram (EEG) feature extraction, the deep learning method is applied to the automatic feature extraction of EEG signals. It is necessary to design a classification model with strong robustness and high accuracy for EEG signals. Based on the research and implementation of a BCI system based on a convolutional neural network, this article aims to design a brain-computer interface system that can automatically extract features of EEG signals and classify EEG signals accurately. It can avoid the blindness and time-consuming problems caused by the machine learning method based on feature extraction of EEG data due to the lack of a large amount of prior knowledge.

References

Jun 16, 2016·Journal of Health Psychology·M Graça PereiraSusana Pedras
Sep 14, 2016·Archives of Physical Medicine and Rehabilitation·Alejandro Ferragut-GarcíasÁngel Oliva-Pascual-Vaca
Feb 27, 2017·Strategies in Trauma and Limb Reconstruction·Srikanth MudigantyParag Jyoti Gogoi
Mar 28, 2017·British Journal of Sports Medicine·Kathryn J SchneiderMichael Makdissi
May 17, 2017·Restorative Neurology and Neuroscience·Elena L PavlovaJörgen Borg
Sep 8, 2017·IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·Yizhang JiangShitong Wang
Jul 1, 2018·Annals of Physical and Rehabilitation Medicine·Jonathan LevyDjamel Bensmail
Aug 28, 2018·International Journal of Mental Health and Addiction·Alexandra Torres-RodríguezXavier Carbonell
Sep 30, 2018·Archives of Physical Medicine and Rehabilitation·John WhyteMary Ferraro
Sep 30, 2018·Archives of Physical Medicine and Rehabilitation·Jarrad H Van StanChristine Chen
Dec 1, 2018·Voprosy kurortologii, fizioterapii, i lechebnoĭ fizicheskoĭ kultury·V O BelashE S Tregubova
Jan 27, 2019·Journal of Neuroengineering and Rehabilitation·Won-Seok KimNam-Jong Paik
Sep 5, 2019·Journal of Cancer Survivorship : Research and Practice·Sharon L BoberC J Recklitis
Sep 13, 2019·IEEE Transactions on Neural Systems and Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society·Xiaobin TianShitong Wang
Nov 21, 2019·Journal of Neuroengineering and Rehabilitation·Pablo Maceira-ElviraFriedhelm C Hummel
Jan 25, 2020·Annals of Neurosciences·Shirley TellesAkshay Anand
May 15, 2020·Disability and Rehabilitation·Julie ShulmanNavil F Sethna

❮ Previous
Next ❯

Citations


❮ Previous
Next ❯

Methods Mentioned

BETA
feature extraction
subsequent feature

Related Concepts

Trending Feeds

COVID-19

Coronaviruses encompass a large family of viruses that cause the common cold as well as more serious diseases, such as the ongoing outbreak of coronavirus disease 2019 (COVID-19; formally known as 2019-nCoV). Coronaviruses can spread from animals to humans; symptoms include fever, cough, shortness of breath, and breathing difficulties; in more severe cases, infection can lead to death. This feed covers recent research on COVID-19.

Blastomycosis

Blastomycosis fungal infections spread through inhaling Blastomyces dermatitidis spores. Discover the latest research on blastomycosis fungal infections here.

Nuclear Pore Complex in ALS/FTD

Alterations in nucleocytoplasmic transport, controlled by the nuclear pore complex, may be involved in the pathomechanism underlying multiple neurodegenerative diseases including Amyotrophic Lateral Sclerosis and Frontotemporal Dementia. Here is the latest research on the nuclear pore complex in ALS and FTD.

Applications of Molecular Barcoding

The concept of molecular barcoding is that each original DNA or RNA molecule is attached to a unique sequence barcode. Sequence reads having different barcodes represent different original molecules, while sequence reads having the same barcode are results of PCR duplication from one original molecule. Discover the latest research on molecular barcoding here.

Chronic Fatigue Syndrome

Chronic fatigue syndrome is a disease characterized by unexplained disabling fatigue; the pathology of which is incompletely understood. Discover the latest research on chronic fatigue syndrome here.

Evolution of Pluripotency

Pluripotency refers to the ability of a cell to develop into three primary germ cell layers of the embryo. This feed focuses on the mechanisms that underlie the evolution of pluripotency. Here is the latest research.

Position Effect Variegation

Position Effect Variagation occurs when a gene is inactivated due to its positioning near heterochromatic regions within a chromosome. Discover the latest research on Position Effect Variagation here.

STING Receptor Agonists

Stimulator of IFN genes (STING) are a group of transmembrane proteins that are involved in the induction of type I interferon that is important in the innate immune response. The stimulation of STING has been an active area of research in the treatment of cancer and infectious diseases. Here is the latest research on STING receptor agonists.

Microbicide

Microbicides are products that can be applied to vaginal or rectal mucosal surfaces with the goal of preventing, or at least significantly reducing, the transmission of sexually transmitted infections. Here is the latest research on microbicides.

Related Papers

IEEE Transactions on Rehabilitation Engineering : a Publication of the IEEE Engineering in Medicine and Biology Society
G PfurtschellerM Pregenzer
Journal of Medical Systems
Germán Rodríguez-Bermúdez, Pedro J García-Laencina
IEEE Transactions on Bio-medical Engineering
Quentin NoirhommeBenoĺt Macq
© 2021 Meta ULC. All rights reserved