Evento
Autonomic modulation during a cognitive task using a wearable device
Bonomini, Maria Paula
; Val Calvo, Mikel; Díaz Morcillo, Alejandro; Ferrández Vicente, José Manuel; Fernández Jover, Eduardo
Colaboradores:
Ferrández Vicente, José Manuel; Álvarez Sánchez, José Ramón; de la Paz López, Félix; Toledo Moreo, Javier; Adeli, Hojjat
Tipo del evento:
Conferencia
Nombre del evento:
9th International Work-Conference on the Interplay Between Natural and Artificial Computation
Fecha del evento:
03/06/2019
Institución Organizadora:
Universidad de La Laguna;
Universidad Nacional de Educación a Distancia;
Universidad Politécnica de Cartagena;
Hispania Viajes;
Título del Libro:
Understanding the Brain Function and Emotions
Editorial:
Springer Verlag Berlín
ISBN:
978-3-030-19590-8
Idioma:
Inglés
Clasificación temática:
Resumen
Heart-brain interaction is by nature bidirectional, and then, it is sensible to expect the heart, via the autonomic nervous system (ANS), to induce changes in the brain. Respiration can originate differentiated ANS states reflected by HRV. In this work, we measured the changes in performance during a cognitive task due to four autonomic states originated by breath control: at normal breathing (NB), fast breathing (FB), slow breathing (SB) and control phases. ANS states were characterized by temporal (SDNN) and spectral (LF and HF power) HRV markers. Cognitive performance was measured by the response time (RT) and the success rate (SR). HRV parameters were acquired with the wristband Empatica E4. Classification was accomplished, firstly, to find the best ANS variables that discriminated the breathing phases (BPH) and secondly, to find whether ANS parameters were associated to changes in RT and SR. In order to compensate for possible bias of the test sets, 1000 classification iterations were run. The ANS parameters that better separated the four BPH were LF and HF power, with changes about 300% from controls and an average classification rate of 59.9%, a 34.9% more than random. LF and HF explained RT separation for every BPH pair, and so was HF for SR separation. The best RT classification was 63.88% at NB vs SB phases, while SR provided a 73.39% at SB vs NB phases. Results suggest that breath control could show a relation with the efficiency of certain cognitive tasks. For this goal the Empatica wristband together with the proposed methodology could help to clarify this hypothesis.
Palabras clave:
ANS
,
HRV
,
RESPONSE TIME
,
COGNITION
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Eventos(IAM)
Eventos de INST.ARG.DE MATEMATICAS "ALBERTO CALDERON"
Eventos de INST.ARG.DE MATEMATICAS "ALBERTO CALDERON"
Citación
Autonomic modulation during a cognitive task using a wearable device; 9th International Work-Conference on the Interplay Between Natural and Artificial Computation; Almería; España; 2019; 69-77
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