Cargando…

A Fuzzy Logic Prompting Mechanism Based on Pattern Recognition and Accumulated Activity Effective Index Using a Smartphone Embedded Sensor

Sufficient physical activity can reduce many adverse conditions and contribute to a healthy life. Nevertheless, inactivity is prevalent on an international scale. Improving physical activity is an essential concern for public health. Reminders that help people change their health behaviors are widel...

Descripción completa

Detalles Bibliográficos
Autores principales: Liu, Chung-Tse, Chan, Chia-Tai
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5017487/
https://www.ncbi.nlm.nih.gov/pubmed/27548184
http://dx.doi.org/10.3390/s16081322
_version_ 1782452759483645952
author Liu, Chung-Tse
Chan, Chia-Tai
author_facet Liu, Chung-Tse
Chan, Chia-Tai
author_sort Liu, Chung-Tse
collection PubMed
description Sufficient physical activity can reduce many adverse conditions and contribute to a healthy life. Nevertheless, inactivity is prevalent on an international scale. Improving physical activity is an essential concern for public health. Reminders that help people change their health behaviors are widely applied in health care services. However, timed-based reminders deliver periodic prompts suffer from flexibility and dependency issues which may decrease prompt effectiveness. We propose a fuzzy logic prompting mechanism, Accumulated Activity Effective Index Reminder (AAEIReminder), based on pattern recognition and activity effective analysis to manage physical activity. AAEIReminder recognizes activity levels using a smartphone-embedded sensor for pattern recognition and analyzing the amount of physical activity in activity effective analysis. AAEIReminder can infer activity situations such as the amount of physical activity and days spent exercising through fuzzy logic, and decides whether a prompt should be delivered to a user. This prompting system was implemented in smartphones and was used in a short-term real-world trial by seventeenth participants for validation. The results demonstrated that the AAEIReminder is feasible. The fuzzy logic prompting mechanism can deliver prompts automatically based on pattern recognition and activity effective analysis. AAEIReminder provides flexibility which may increase the prompts’ efficiency.
format Online
Article
Text
id pubmed-5017487
institution National Center for Biotechnology Information
language English
publishDate 2016
publisher MDPI
record_format MEDLINE/PubMed
spelling pubmed-50174872016-09-22 A Fuzzy Logic Prompting Mechanism Based on Pattern Recognition and Accumulated Activity Effective Index Using a Smartphone Embedded Sensor Liu, Chung-Tse Chan, Chia-Tai Sensors (Basel) Article Sufficient physical activity can reduce many adverse conditions and contribute to a healthy life. Nevertheless, inactivity is prevalent on an international scale. Improving physical activity is an essential concern for public health. Reminders that help people change their health behaviors are widely applied in health care services. However, timed-based reminders deliver periodic prompts suffer from flexibility and dependency issues which may decrease prompt effectiveness. We propose a fuzzy logic prompting mechanism, Accumulated Activity Effective Index Reminder (AAEIReminder), based on pattern recognition and activity effective analysis to manage physical activity. AAEIReminder recognizes activity levels using a smartphone-embedded sensor for pattern recognition and analyzing the amount of physical activity in activity effective analysis. AAEIReminder can infer activity situations such as the amount of physical activity and days spent exercising through fuzzy logic, and decides whether a prompt should be delivered to a user. This prompting system was implemented in smartphones and was used in a short-term real-world trial by seventeenth participants for validation. The results demonstrated that the AAEIReminder is feasible. The fuzzy logic prompting mechanism can deliver prompts automatically based on pattern recognition and activity effective analysis. AAEIReminder provides flexibility which may increase the prompts’ efficiency. MDPI 2016-08-19 /pmc/articles/PMC5017487/ /pubmed/27548184 http://dx.doi.org/10.3390/s16081322 Text en © 2016 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
Liu, Chung-Tse
Chan, Chia-Tai
A Fuzzy Logic Prompting Mechanism Based on Pattern Recognition and Accumulated Activity Effective Index Using a Smartphone Embedded Sensor
title A Fuzzy Logic Prompting Mechanism Based on Pattern Recognition and Accumulated Activity Effective Index Using a Smartphone Embedded Sensor
title_full A Fuzzy Logic Prompting Mechanism Based on Pattern Recognition and Accumulated Activity Effective Index Using a Smartphone Embedded Sensor
title_fullStr A Fuzzy Logic Prompting Mechanism Based on Pattern Recognition and Accumulated Activity Effective Index Using a Smartphone Embedded Sensor
title_full_unstemmed A Fuzzy Logic Prompting Mechanism Based on Pattern Recognition and Accumulated Activity Effective Index Using a Smartphone Embedded Sensor
title_short A Fuzzy Logic Prompting Mechanism Based on Pattern Recognition and Accumulated Activity Effective Index Using a Smartphone Embedded Sensor
title_sort fuzzy logic prompting mechanism based on pattern recognition and accumulated activity effective index using a smartphone embedded sensor
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5017487/
https://www.ncbi.nlm.nih.gov/pubmed/27548184
http://dx.doi.org/10.3390/s16081322
work_keys_str_mv AT liuchungtse afuzzylogicpromptingmechanismbasedonpatternrecognitionandaccumulatedactivityeffectiveindexusingasmartphoneembeddedsensor
AT chanchiatai afuzzylogicpromptingmechanismbasedonpatternrecognitionandaccumulatedactivityeffectiveindexusingasmartphoneembeddedsensor
AT liuchungtse fuzzylogicpromptingmechanismbasedonpatternrecognitionandaccumulatedactivityeffectiveindexusingasmartphoneembeddedsensor
AT chanchiatai fuzzylogicpromptingmechanismbasedonpatternrecognitionandaccumulatedactivityeffectiveindexusingasmartphoneembeddedsensor