A lowpower recording system for intracortical signal acquisition based on design specification relaxation and lower bandwidth filtering

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In this thesis, we designed and evaluated a circuit model at the transistor level of a low-resolution and low bandwidth ADC (analog-to-digital converter) with level-crossing architecture (LCADC), used as part of the acquisition chain of a BCI (brain-to-computer interface) device. The aim is to obtai...

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Detalles Bibliográficos
Autor: Vitón Zorrilla, Luighi Anthony
Formato: tesis de maestría
Fecha de Publicación:2023
Institución:Pontificia Universidad Católica del Perú
Repositorio:PUCP-Tesis
Lenguaje:inglés
OAI Identifier:oai:tesis.pucp.edu.pe:20.500.12404/26838
Enlace del recurso:http://hdl.handle.net/20.500.12404/26838
Nivel de acceso:acceso abierto
Materia:Interfaces de usuarios (Computación)
Procesamiento de señales biomédicas
Redes neuronales (Computación)
https://purl.org/pe-repo/ocde/ford#2.00.00
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dc.title.es_ES.fl_str_mv A lowpower recording system for intracortical signal acquisition based on design specification relaxation and lower bandwidth filtering
title A lowpower recording system for intracortical signal acquisition based on design specification relaxation and lower bandwidth filtering
spellingShingle A lowpower recording system for intracortical signal acquisition based on design specification relaxation and lower bandwidth filtering
Vitón Zorrilla, Luighi Anthony
Interfaces de usuarios (Computación)
Procesamiento de señales biomédicas
Redes neuronales (Computación)
https://purl.org/pe-repo/ocde/ford#2.00.00
title_short A lowpower recording system for intracortical signal acquisition based on design specification relaxation and lower bandwidth filtering
title_full A lowpower recording system for intracortical signal acquisition based on design specification relaxation and lower bandwidth filtering
title_fullStr A lowpower recording system for intracortical signal acquisition based on design specification relaxation and lower bandwidth filtering
title_full_unstemmed A lowpower recording system for intracortical signal acquisition based on design specification relaxation and lower bandwidth filtering
title_sort A lowpower recording system for intracortical signal acquisition based on design specification relaxation and lower bandwidth filtering
author Vitón Zorrilla, Luighi Anthony
author_facet Vitón Zorrilla, Luighi Anthony
author_role author
dc.contributor.advisor.fl_str_mv Saldaña Pumarica, Julio César
dc.contributor.author.fl_str_mv Vitón Zorrilla, Luighi Anthony
dc.subject.es_ES.fl_str_mv Interfaces de usuarios (Computación)
Procesamiento de señales biomédicas
Redes neuronales (Computación)
topic Interfaces de usuarios (Computación)
Procesamiento de señales biomédicas
Redes neuronales (Computación)
https://purl.org/pe-repo/ocde/ford#2.00.00
dc.subject.ocde.es_ES.fl_str_mv https://purl.org/pe-repo/ocde/ford#2.00.00
description In this thesis, we designed and evaluated a circuit model at the transistor level of a low-resolution and low bandwidth ADC (analog-to-digital converter) with level-crossing architecture (LCADC), used as part of the acquisition chain of a BCI (brain-to-computer interface) device. The aim is to obtain minimal specifications that could return adequate levels of accuracy at spike detection and reduce power dissipation. In addition, we included a NEO preprocessor in the test to help in the detection accuracy. To achieve the objectives proposed, we started developing a software model for the preprocessor and the ADCs to evaluate the different variations of resolution, bandwidth, noise level, and NEO window. After finding the desired minimum values, we continued with the hardware development of the ADC. We designed the level crossing architecture and a conventional SAR to have a reference against which we compare the LCADC performance. After that, we developed a NEO circuit and applied synthesized neural recordings to evaluate power consumption with the ADC. Additionally, we designed a conventional analog frontend to estimate the power for the band of interest. Also, we estimated the dissipation for wireless transmission by calculating the approximated data stream expected in the level-crossing sampling scheme. Summing them, we obtained the power consumption of the complete acquisition chain. In conclusion, although reducing the intrinsic power of the LCADC is challenging, the scheme helps reduce the total power consumption of the acquisition chain with adequate accuracy, making it competitive against currently reported BCI devices.
publishDate 2023
dc.date.created.none.fl_str_mv 2023
dc.date.accessioned.none.fl_str_mv 2024-01-19T15:54:55Z
dc.date.available.none.fl_str_mv 2024-01-19T15:54:55Z
dc.date.issued.fl_str_mv 2024-01-19
dc.type.es_ES.fl_str_mv info:eu-repo/semantics/masterThesis
format masterThesis
dc.identifier.uri.none.fl_str_mv http://hdl.handle.net/20.500.12404/26838
url http://hdl.handle.net/20.500.12404/26838
dc.language.iso.es_ES.fl_str_mv eng
language eng
dc.relation.ispartof.fl_str_mv SUNEDU
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dc.publisher.es_ES.fl_str_mv Pontificia Universidad Católica del Perú
dc.publisher.country.es_ES.fl_str_mv PE
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spelling Saldaña Pumarica, Julio CésarVitón Zorrilla, Luighi Anthony2024-01-19T15:54:55Z2024-01-19T15:54:55Z20232024-01-19http://hdl.handle.net/20.500.12404/26838In this thesis, we designed and evaluated a circuit model at the transistor level of a low-resolution and low bandwidth ADC (analog-to-digital converter) with level-crossing architecture (LCADC), used as part of the acquisition chain of a BCI (brain-to-computer interface) device. The aim is to obtain minimal specifications that could return adequate levels of accuracy at spike detection and reduce power dissipation. In addition, we included a NEO preprocessor in the test to help in the detection accuracy. To achieve the objectives proposed, we started developing a software model for the preprocessor and the ADCs to evaluate the different variations of resolution, bandwidth, noise level, and NEO window. After finding the desired minimum values, we continued with the hardware development of the ADC. We designed the level crossing architecture and a conventional SAR to have a reference against which we compare the LCADC performance. After that, we developed a NEO circuit and applied synthesized neural recordings to evaluate power consumption with the ADC. Additionally, we designed a conventional analog frontend to estimate the power for the band of interest. Also, we estimated the dissipation for wireless transmission by calculating the approximated data stream expected in the level-crossing sampling scheme. Summing them, we obtained the power consumption of the complete acquisition chain. In conclusion, although reducing the intrinsic power of the LCADC is challenging, the scheme helps reduce the total power consumption of the acquisition chain with adequate accuracy, making it competitive against currently reported BCI devices.En esta tesis se ha diseñado y evaluado un circuito a nivel de transistores de un ADC (conversor analógico-digital) de baja resolución y ancho de banda reducido con arquitectura de cruce de nivel (LCADC), utilizado como parte de la cadena de adquisición de un dispositivo BCI (interfaz cerebro-computadora). El objetivo es obtener especificaciones mínimas que puedan devolver niveles adecuados de precisión en la detección de picos y reducir la disipación de energía. Además, se incluyó un preprocesador NEO en la evaluación para ayudar en la precisión de la detección. Para lograr los objetivos propuestos, se desarrolló un modelo de software del preprocesador y los ADCs a fin de evaluar las diferentes variaciones de resolución, ancho de banda, nivel de ruido y ventana del NEO. Luego de encontrar los valores mínimos deseados, se continuó con el desarrollo de hardware del ADC. Se diseñó la arquitectura de cruce de nivel y un SAR convencional para tener una referencia con la cual comparar el rendimiento del LCADC. Después de eso, se desarrolló un circuito NEO y se aplicó las señales neuronales sintetizadas para evaluar el consumo de energía con el ADC. También, se diseñó una interfaz analógica convencional para estimar la potencia de la banda de interés. Así mismo, se estimó la disipación de la transmisión inalámbrica calculando el flujo de datos aproximado esperado en el esquema de muestreo de cruce de nivel. Finalmente, sumando los resultados se obtuvo el consumo de energía de la cadena de adquisición completa. A partir de estos, se concluye que aunque reducir la potencia intrínseca del LCADC es un desafío, el esquema ayuda a disminuir el consumo total de energía de la cadena de adquisición con una precisión adecuada; lo cual lo hace competitivo frente a otros dispositivos BCI reportados actualmente.engPontificia Universidad Católica del PerúPEinfo:eu-repo/semantics/openAccesshttp://creativecommons.org/licenses/by-sa/2.5/pe/Interfaces de usuarios (Computación)Procesamiento de señales biomédicasRedes neuronales (Computación)https://purl.org/pe-repo/ocde/ford#2.00.00A lowpower recording system for intracortical signal acquisition based on design specification relaxation and lower bandwidth filteringinfo:eu-repo/semantics/masterThesisreponame:PUCP-Tesisinstname:Pontificia Universidad Católica del Perúinstacron:PUCPSUNEDUMaestro en Ingeniería BiomédicaMaestríaPontificia Universidad Católica del Perú. Escuela de Posgrado.Ingeniería Biomédica10123705https://orcid.org/0000-0001-6834-643676538784919277Silva Cardenas, Carlos BernardinoSaldaña Pumarica, Julio CesarMonge Osorio, Manuel Alejandrohttps://purl.org/pe-repo/renati/level#maestrohttps://purl.org/pe-repo/renati/type#tesisORIGINALVITON_ZORRILLA_LUIGHI_LOW_POWER_RECORDING.pdfVITON_ZORRILLA_LUIGHI_LOW_POWER_RECORDING.pdfTexto completoapplication/pdf3431026https://tesis.pucp.edu.pe/bitstreams/1a11d4ef-596c-40fe-9ec2-1da039b7bc05/download31499e199145017e110223fc26d28441MD51trueAnonymousREADVITON_ZORRILLA_LUIGHI_ANTHONY_T.pdfVITON_ZORRILLA_LUIGHI_ANTHONY_T.pdfReporte de originalidadapplication/pdf33105051https://tesis.pucp.edu.pe/bitstreams/fb745131-5c29-4288-95bd-fc95bcbaf9a6/download3d23abf908b1019cdbac36a054ed0ed5MD52falseAnonymousREAD2500-01-01CC-LICENSElicense_rdflicense_rdfapplication/rdf+xml; charset=utf-81031https://tesis.pucp.edu.pe/bitstreams/341ad199-a4dd-48c0-83cf-43165728f926/downloadb7a36ada981bb81cbd668e3fd4618f2aMD53falseAnonymousREADLICENSElicense.txtlicense.txttext/plain; charset=utf-81748https://tesis.pucp.edu.pe/bitstreams/9d2ce138-0265-4904-9843-5f644bc87c2c/download8a4605be74aa9ea9d79846c1fba20a33MD54falseAnonymousREADTHUMBNAILVITON_ZORRILLA_LUIGHI_LOW_POWER_RECORDING.pdf.jpgVITON_ZORRILLA_LUIGHI_LOW_POWER_RECORDING.pdf.jpgIM Thumbnailimage/jpeg12486https://tesis.pucp.edu.pe/bitstreams/bba96d44-95a9-45fb-8cf6-598db0f60123/download87d2894542715427f6bff106d0a80fbfMD55falseAnonymousREADVITON_ZORRILLA_LUIGHI_ANTHONY_T.pdf.jpgVITON_ZORRILLA_LUIGHI_ANTHONY_T.pdf.jpgIM Thumbnailimage/jpeg8749https://tesis.pucp.edu.pe/bitstreams/6218ec4a-65b1-49fb-b56b-402d18b8f993/download6981e15e63679f181e886b13ae4bfb2bMD56falseAnonymousREAD2500-01-0120.500.12404/26838oai:tesis.pucp.edu.pe:20.500.12404/268382024-05-29 10:11:52.69http://creativecommons.org/licenses/by-sa/2.5/pe/info:eu-repo/semantics/openAccessopen.accesshttps://tesis.pucp.edu.peRepositorio de Tesis PUCPraul.sifuentes@pucp.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