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Relationship between mechanisms of blood pressure change and facial skin temperature distribution
- Source :
- Artificial Life and Robotics. 25:48-58
- Publication Year :
- 2019
- Publisher :
- Springer Science and Business Media LLC, 2019.
-
Abstract
- Hypertension causes cerebrovascular and cardiovascular diseases. To help prevent this, early detection requires continuous monitoring of blood pressure in daily life, which must be measured without contact. We previously proposed a noncontact technique for measuring blood pressure in which we evaluated the relationship between the variation in blood pressure caused by the cardiac-dominant pattern and facial skin temperature distribution using independent component analysis and multiple regression analysis. The mechanism of blood pressure change is roughly classified into cardiac-dominant patterns and vascular-dominant patterns. An elucidation of the relationship between these patterns and facial skin temperature distribution is the objective of this study. Two tests resulting in cardiac-dominant and vascular-dominant patterns were conducted. These common and different features related to each mechanism of BP change in each subject were then evaluated. The results of the tests show that similar features were extracted from the nasal region and contrasting feature quantities were extracted from the other facial regions. Hence, individual models were constructed for estimating blood pressure using the common features related to both mechanisms. A high coefficient of determination was obtained from these models, suggesting that models for estimating blood pressure caused by both mechanisms can be constructed using the proposed approach.
- Subjects :
- Coefficient of determination
Blood pressure change
0206 medical engineering
Regression analysis
02 engineering and technology
Biology
020601 biomedical engineering
Independent component analysis
General Biochemistry, Genetics and Molecular Biology
Facial skin
03 medical and health sciences
0302 clinical medicine
Blood pressure
Artificial Intelligence
Feature (computer vision)
Distribution (pharmacology)
Biological system
030217 neurology & neurosurgery
Subjects
Details
- ISSN :
- 16147456 and 14335298
- Volume :
- 25
- Database :
- OpenAIRE
- Journal :
- Artificial Life and Robotics
- Accession number :
- edsair.doi...........a1328df05f59ce2231a3709258da7dc8