Carlo Massaroni
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Articles (11)
Respiratory rate (fR) monitoring through wearable devices is crucial in several scenarios, providing insights into well-being and sports performance while minimizing interference with daily activities. Strain sensors embedded into garments stand out but require thorough investigation for optimal deployment. Optimal sensor positioning is often overlooked, and when addressed, the quality of the respiratory signal is neglected. Additionally, sensor metrological characterization after sensor integration is often omitted. In this study, we present the design, development, and feasibility assessment of a smart t-shirt embedded with two flexible sensors for fR monitoring. Guided by a motion capture system, optimal sensor design and position on the chest wall were defined, considering both signal magnitude and quality. The sensors were developed, embedded into the wearable system, and metrologically characterized, demonstrating a remarkable response to both static (sensitivity 9.4 Ω⋅%−1 and 9.1 Ω⋅%−1 for sensor A and sensor B, respectively) and cyclic loads (min. hysteresis span 20.4% at 36 bpm obtained for sensor A). The feasibility of the wearable system was assessed on healthy volunteers both under static and dynamic conditions (such as running, walking, and climbing stairs). A mean absolute error of 0.32 bpm was obtained by averaging all subjects and tests using the combination of the two sensors. This value was lower than that obtained using both sensor A (0.53 bpm) and sensor B (0.78 bpm) individually. Our study highlights the importance of signal amplitude and quality in optimal sensor placement evaluation, as well as the characterization of the embedded sensors for metrological assessment.
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2024
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2023
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2023
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2023
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2023
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2023
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2023
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2023
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2023
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2023
Collaborators (10)
Massimo Sacchetti
Professore ordinario / Full professor
Università degli Studi di Roma La Sapienza
Marco Bravi
Università Campus Bio-Medico di Roma
Emiliano Schena
Università Campus Bio-Medico di Roma
Andrea Nicolò
University of Rome Foro Italico
Daniela Lo Presti
Assistant Professor (RTDA)
Università Campus Bio-Medico di Roma
Sara CIMINI
Università Campus Bio-Medico
Sergio Silvestri
Full professor
Università Campus Bio-Medico di Roma
Daniele Bianchi
Assistant Professor
Università Campus Bio-Medico di Roma
stefano cinti
Associate Professor
University of Naples Federico II
Laura De Gara
full professor
Università Campus Bio-Medico di Roma
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