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Biometric Authentication Using the PPG: A Long-Term Feasibility Study

The photoplethysmogram (PPG) is a biomedical signal that can be used to estimate volumetric blood flow changes in the peripheral circulation. During the past few years, several works have been published in order to assess the potential for PPGs to be used in biometric authentication systems, but res...

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Detalles Bibliográficos
Autores principales: Sancho, Jorge, Alesanco, Álvaro, García, José
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5981424/
https://www.ncbi.nlm.nih.gov/pubmed/29751681
http://dx.doi.org/10.3390/s18051525
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author Sancho, Jorge
Alesanco, Álvaro
García, José
author_facet Sancho, Jorge
Alesanco, Álvaro
García, José
author_sort Sancho, Jorge
collection PubMed
description The photoplethysmogram (PPG) is a biomedical signal that can be used to estimate volumetric blood flow changes in the peripheral circulation. During the past few years, several works have been published in order to assess the potential for PPGs to be used in biometric authentication systems, but results are inconclusive. In this paper we perform an analysis of the feasibility of using the PPG as a realistic biometric alternative in the long term. Several feature extractors (based on the time domain and the Karhunen–Loève transform) and matching metrics (Manhattan and Euclidean distances) have been tested using four different PPG databases (PRRB, MIMIC-II, Berry, and Nonin). We show that the false match rate (FMR) and false non-match rate (FNMR) values remain constant in different time instances for a selected threshold, which is essential for using the PPG for biometric authentication purposes. On the other hand, obtained equal error rate (EER) values for signals recorded during the same session range from 1.0% for high-quality signals recorded in controlled conditions to 8% for those recorded in conditions closer to real-world scenarios. Moreover, in certain scenarios, EER values rise up to 23.2% for signals recorded over different days, signaling that performance degradation could take place with time.
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spelling pubmed-59814242018-06-05 Biometric Authentication Using the PPG: A Long-Term Feasibility Study Sancho, Jorge Alesanco, Álvaro García, José Sensors (Basel) Article The photoplethysmogram (PPG) is a biomedical signal that can be used to estimate volumetric blood flow changes in the peripheral circulation. During the past few years, several works have been published in order to assess the potential for PPGs to be used in biometric authentication systems, but results are inconclusive. In this paper we perform an analysis of the feasibility of using the PPG as a realistic biometric alternative in the long term. Several feature extractors (based on the time domain and the Karhunen–Loève transform) and matching metrics (Manhattan and Euclidean distances) have been tested using four different PPG databases (PRRB, MIMIC-II, Berry, and Nonin). We show that the false match rate (FMR) and false non-match rate (FNMR) values remain constant in different time instances for a selected threshold, which is essential for using the PPG for biometric authentication purposes. On the other hand, obtained equal error rate (EER) values for signals recorded during the same session range from 1.0% for high-quality signals recorded in controlled conditions to 8% for those recorded in conditions closer to real-world scenarios. Moreover, in certain scenarios, EER values rise up to 23.2% for signals recorded over different days, signaling that performance degradation could take place with time. MDPI 2018-05-11 /pmc/articles/PMC5981424/ /pubmed/29751681 http://dx.doi.org/10.3390/s18051525 Text en © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Sancho, Jorge
Alesanco, Álvaro
García, José
Biometric Authentication Using the PPG: A Long-Term Feasibility Study
title Biometric Authentication Using the PPG: A Long-Term Feasibility Study
title_full Biometric Authentication Using the PPG: A Long-Term Feasibility Study
title_fullStr Biometric Authentication Using the PPG: A Long-Term Feasibility Study
title_full_unstemmed Biometric Authentication Using the PPG: A Long-Term Feasibility Study
title_short Biometric Authentication Using the PPG: A Long-Term Feasibility Study
title_sort biometric authentication using the ppg: a long-term feasibility study
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5981424/
https://www.ncbi.nlm.nih.gov/pubmed/29751681
http://dx.doi.org/10.3390/s18051525
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