Neural signal recording and processing in somatic neuroprosthetic applications.
Neurointerfaces have acquired major relevance as both rehabilitative and therapeutic tools for patients with spinal cord injury, limb amputations and other neural disorders. Bidirectional neural interfaces are a key component for the functional control of neuroprosthetic devices. The two main neurop...
| Autores: | , , , , , , |
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| Tipo de recurso: | artículo |
| Fecha de publicación: | 2020 |
| País: | España |
| Institución: | Universitat Autònoma de Barcelona |
| Repositorio: | Dipòsit Digital de Documents de la UAB |
| Idioma: | inglés |
| OAI Identifier: | oai:ddd.uab.cat:225693 |
| Acceso en línea: | https://ddd.uab.cat/record/225693 https://dx.doi.org/urn:doi:10.1016/j.jneumeth.2020.108653 |
| Access Level: | acceso abierto |
| Palabra clave: | Peripheral nerve Neural interfaces Signal processing Neuroprosthesis Neural decoding |
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Neural signal recording and processing in somatic neuroprosthetic applications.A reviewRaspopovic, StanisaCimolato, AndreaPanarese, AlessandroVallone, FabioValle, Jaume delMicera, Silvestro|||0000-0003-4396-8217Navarro, X. (Xavier)|||0000-0001-9849-902XPeripheral nerveNeural interfacesSignal processingNeuroprosthesisNeural decodingNeurointerfaces have acquired major relevance as both rehabilitative and therapeutic tools for patients with spinal cord injury, limb amputations and other neural disorders. Bidirectional neural interfaces are a key component for the functional control of neuroprosthetic devices. The two main neuroprosthetic applications of interfaces with the peripheral nervous system (PNS) are: the refined control of artificial prostheses with sensory neural feedback, and functional electrical stimulation (FES) systems attempting to generate motor or visceral responses in paralyzed organs. The results obtained in experimental and clinical studies with both, extraneural and intraneural electrodes are very promising in terms of the achieved functionality for the neural stimulation mode. However, the results of neural recordings with peripheral nerve interfaces are more limited. In this paper we review the different existing approaches for PNS signals recording, denoising, processing and classification, enabling their use for bidirectional interfaces. PNS recordings can provide three types of signals: i) population activity signals recorded by using extraneural electrodes placed on the outer surface of the nerve, which carry information about cumulative nerve activity; ii) spike activity signals recorded with intraneural electrodes placed inside the nerve, which carry information about the electrical activity of a set of individual nerve fibers; and iii) hybrid signals, which contain both spiking and cumulative signals. Finally, we also point out some of the main limitations, which are hampering clinical translation of neural decoding, and indicate possible solutions for improvement. 22020-01-0120202020-01-01Article de revisióhttp://purl.org/coar/resource_type/c_dcae04bcSMURhttp://purl.org/coar/version/c_71e4c1898caa6e32info:eu-repo/semantics/articleapplication/pdfhttps://ddd.uab.cat/record/225693https://dx.doi.org/urn:doi:10.1016/j.jneumeth.2020.108653reponame:Dipòsit Digital de Documents de la UABinstname:Universitat Autònoma de BarcelonaInglésengopen accesshttp://purl.org/coar/access_right/c_abf2Aquest material està protegit per drets d'autor i/o drets afins. Podeu utilitzar aquest material en funció del que permet la legislació de drets d'autor i drets afins d'aplicació al vostre cas. Per a d'altres usos heu d'obtenir permís del(s) titular(s) de drets.https://rightsstatements.org/vocab/InC/1.0/info:eu-repo/semantics/openAccessoai:ddd.uab.cat:2256932026-06-06T12:50:31Z |
| dc.title.none.fl_str_mv |
Neural signal recording and processing in somatic neuroprosthetic applications. A review |
| title |
Neural signal recording and processing in somatic neuroprosthetic applications. |
| spellingShingle |
Neural signal recording and processing in somatic neuroprosthetic applications. Raspopovic, Stanisa Peripheral nerve Neural interfaces Signal processing Neuroprosthesis Neural decoding |
| title_short |
Neural signal recording and processing in somatic neuroprosthetic applications. |
| title_full |
Neural signal recording and processing in somatic neuroprosthetic applications. |
| title_fullStr |
Neural signal recording and processing in somatic neuroprosthetic applications. |
| title_full_unstemmed |
Neural signal recording and processing in somatic neuroprosthetic applications. |
| title_sort |
Neural signal recording and processing in somatic neuroprosthetic applications. |
| dc.creator.none.fl_str_mv |
Raspopovic, Stanisa Cimolato, Andrea Panarese, Alessandro Vallone, Fabio Valle, Jaume del Micera, Silvestro|||0000-0003-4396-8217 Navarro, X. (Xavier)|||0000-0001-9849-902X |
| author |
Raspopovic, Stanisa |
| author_facet |
Raspopovic, Stanisa Cimolato, Andrea Panarese, Alessandro Vallone, Fabio Valle, Jaume del Micera, Silvestro|||0000-0003-4396-8217 Navarro, X. (Xavier)|||0000-0001-9849-902X |
| author_role |
author |
| author2 |
Cimolato, Andrea Panarese, Alessandro Vallone, Fabio Valle, Jaume del Micera, Silvestro|||0000-0003-4396-8217 Navarro, X. (Xavier)|||0000-0001-9849-902X |
| author2_role |
author author author author author author |
| dc.subject.none.fl_str_mv |
Peripheral nerve Neural interfaces Signal processing Neuroprosthesis Neural decoding |
| topic |
Peripheral nerve Neural interfaces Signal processing Neuroprosthesis Neural decoding |
| description |
Neurointerfaces have acquired major relevance as both rehabilitative and therapeutic tools for patients with spinal cord injury, limb amputations and other neural disorders. Bidirectional neural interfaces are a key component for the functional control of neuroprosthetic devices. The two main neuroprosthetic applications of interfaces with the peripheral nervous system (PNS) are: the refined control of artificial prostheses with sensory neural feedback, and functional electrical stimulation (FES) systems attempting to generate motor or visceral responses in paralyzed organs. The results obtained in experimental and clinical studies with both, extraneural and intraneural electrodes are very promising in terms of the achieved functionality for the neural stimulation mode. However, the results of neural recordings with peripheral nerve interfaces are more limited. In this paper we review the different existing approaches for PNS signals recording, denoising, processing and classification, enabling their use for bidirectional interfaces. PNS recordings can provide three types of signals: i) population activity signals recorded by using extraneural electrodes placed on the outer surface of the nerve, which carry information about cumulative nerve activity; ii) spike activity signals recorded with intraneural electrodes placed inside the nerve, which carry information about the electrical activity of a set of individual nerve fibers; and iii) hybrid signals, which contain both spiking and cumulative signals. Finally, we also point out some of the main limitations, which are hampering clinical translation of neural decoding, and indicate possible solutions for improvement. |
| publishDate |
2020 |
| dc.date.none.fl_str_mv |
2 2020-01-01 2020 2020-01-01 |
| dc.type.none.fl_str_mv |
Article de revisió http://purl.org/coar/resource_type/c_dcae04bc SMUR http://purl.org/coar/version/c_71e4c1898caa6e32 |
| dc.type.openaire.fl_str_mv |
info:eu-repo/semantics/article |
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article |
| dc.identifier.none.fl_str_mv |
https://ddd.uab.cat/record/225693 https://dx.doi.org/urn:doi:10.1016/j.jneumeth.2020.108653 |
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https://ddd.uab.cat/record/225693 https://dx.doi.org/urn:doi:10.1016/j.jneumeth.2020.108653 |
| dc.language.none.fl_str_mv |
Inglés eng |
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Inglés |
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eng |
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open access http://purl.org/coar/access_right/c_abf2 https://rightsstatements.org/vocab/InC/1.0/ |
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open access http://purl.org/coar/access_right/c_abf2 https://rightsstatements.org/vocab/InC/1.0/ |
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application/pdf |
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reponame:Dipòsit Digital de Documents de la UAB instname:Universitat Autònoma de Barcelona |
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