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1.
IEEE Trans Biomed Eng ; 65(8): 1748-1758, 2018 08.
Artigo em Inglês | MEDLINE | ID: mdl-29989933

RESUMO

OBJECTIVE: The objectives of this paper are to develop and test the ability of a wearable physiological sensors system, based on ECG, EDA, and EEG, to capture human stress and to assess whether the detected changes in physiological signals correlate with changes in salivary cortisol level, which is a reliable, objective biomarker of stress. METHODS: 15 healthy participants, eight males and seven females, mean age 40.8 ± 9.5 years, wore a set of three commercial sensors to record physiological signals during the Maastricht Acute Stress Test, an experimental protocol known to elicit robust physical and mental stress in humans. Salivary samples were collected throughout the different phases of the test. Statistical analysis was performed using a support vector machine (SVM) classification algorithm. A correlation analysis between extracted physiological features and salivary cortisol levels was also performed. RESULTS: 15 features extracted from heart rate variability, electrodermal, and electroencephalography signals showed a high degree of significance in disentangling stress from a relaxed state. The classification algorithm, based on significant features, provided satisfactory outcomes with 86% accuracy. Furthermore, correlation analysis showed that the observed changes in physiological features were consistent with the trend of salivary cortisol levels (R2 = 0.714). CONCLUSION: The tested set of wearable sensors was able to successfully capture human stress and quantify stress level. SIGNIFICANCE: The results of this pilot study may be useful in designing portable and remote control systems, such as medical devices used to turn on interventions and prevent stress consequences.


Assuntos
Monitorização Ambulatorial/métodos , Processamento de Sinais Assistido por Computador , Estresse Psicológico/diagnóstico , Dispositivos Eletrônicos Vestíveis , Adulto , Biomarcadores/análise , Eletroencefalografia/instrumentação , Desenho de Equipamento , Feminino , Frequência Cardíaca/fisiologia , Humanos , Hidrocortisona/análise , Masculino , Pessoa de Meia-Idade , Monitorização Ambulatorial/instrumentação , Saliva/química , Estresse Psicológico/fisiopatologia , Máquina de Vetores de Suporte
2.
Sensors (Basel) ; 17(6)2017 Jun 11.
Artigo em Inglês | MEDLINE | ID: mdl-28604609

RESUMO

This paper introduces HighChest, an innovative smart freezer designed to promote energy efficient behavior and the responsible use of food. Introducing a novel human-machine interface (HMI) design developed through assessment phases and a user involvement stage, HighChest is state of the art, featuring smart services that exploit embedded sensors and Internet of things functionalities, which enhance the local capabilities of the appliance. The industrial design thinking approach followed for the advanced HMI is intended to maximize the social impact of the food management service, enhancing both the user experience of the product and the user's willingness to adopt eco- and energy-friendly behaviors. The sensor equipment realizes automatic recognition of food by learning from the users, as well as automatic localization inside the deposit space. Moreover, it provides monitoring of the appliance's usage, avoiding temperature and humidity issues related to improper use. Experimental tests were conducted to evaluate the localization system, and the results showed 100% accuracy for weights greater or equal to 0.5 kg. Drifts due to the lid opening and prolonged usage time were also measured, to implement automatic reset corrections.


Assuntos
Alimentos , Temperatura Baixa , Ecossistema , Internet
3.
Sensors (Basel) ; 14(10): 18096-113, 2014 Sep 29.
Artigo em Inglês | MEDLINE | ID: mdl-25268912

RESUMO

Pectus Excavatum is an anatomical deformation characterized by a depression of the anterior chest wall. Nuss technique (representing the current clinical golden standard) consists in the introduction of a corrective metal bar, in order to raise the sternum in its anatomic natural position. Nowadays, the bar plays purely a mechanical/corrective action and is kept implanted for about three years, supporting up to a maximum force of 250 N. Our study aims at optimizing the procedure of correction, in terms of monitoring the bar effect, minimizing the body response, and facilitating the bar removal. The sensorized Nuss bar prototype inserted in a platform for telemedicine described in this article is able to monitor in vitro pressure data variations, with more than 150 discrete measurements during the operating period. This behavior is promising for future clinical applications, in which the device could be exploited to monitor the forces at work, thus, providing a customized therapeutic protocol, which in turn may optimize the period of implant. The sensorized bar was also provided with a polymeric coating, able to influence human dermal fibroblast behavior in vitro. This highlights the possibility to minimize, in future in vivo applications, tissue fibrotic responses.


Assuntos
Tórax em Funil/cirurgia , Próteses e Implantes , Telemedicina , Parede Torácica/cirurgia , Tórax em Funil/patologia , Humanos , Complicações Pós-Operatórias , Parede Torácica/patologia
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