التفاصيل البيبلوغرافية
| العنوان: |
Heart rate variability and its association with second ventilatory threshold estimation in maximal exercise test |
| المؤلفون: |
Alikhani, I. (Iman), Noponen, K. (Kai), Tulppo, M. (Mikko), Peltonen, J. (Juha), Lehtonen, E. (Elias), Seppänen, T. (Tapio) |
| بيانات النشر: |
Institute of Electrical and Electronics Engineers |
| سنة النشر: |
2022 |
| المجموعة: |
Jultika - University of Oulu repository / Oulun yliopiston julkaisuarkisto |
| الوصف: |
During incremental exercise, two ventilatory thresholds (VT1, VT2) can normally be identified from gas exchange and ventilatory measurements, such as oxygen uptake, carbon dioxide production and ventilation. In this paper, we attempt to estimate the VT2 using HRV indices derived from a wearable electrocardiogram during a maximal exercise test. The exercise test is conducted on a treadmill that raises its speed by 0.5 km/h every minute. We have 42 measured exercise tests from 24 healthy male volunteers. Three experts determined the VT2 in each exercise test independently and we used principal component subspace reconstruction of their determinations to compute a collective VT2 for our machine learning model. The results demonstrate that the VT2 can be estimated from HRV using the proposed method with a reasonable performance during a maximal exercise test. In 28 out of 42 exercise tests, the HRV-derived threshold (HRVT) is within a minute (one phase) of the collective expert’s determination. |
| نوع الوثيقة: |
conference object |
| وصف الملف: |
application/pdf |
| اللغة: |
English |
| الاتاحة: |
http://urn.fi/urn:nbn:fi-fe2023032833479 |
| Rights: |
info:eu-repo/semantics/openAccess ; © 2022 IEEE. Personal use of this material is permitted. Permission from IEEE must be obtained for all other uses, in any current or future media, including reprinting/republishing this material for advertising or promotional purposes, creating new collective works, for resale or redistribution to servers or lists, or reuse of any copyrighted component of this work in other works. |
| رقم الانضمام: |
edsbas.E6F3125D |
| قاعدة البيانات: |
BASE |