Literature DB >> 33327531

Feasibility of Heart Rate and Respiratory Rate Estimation by Inertial Sensors Embedded in a Virtual Reality Headset.

Claudia Floris1, Sarah Solbiati1, Federica Landreani1, Gianfranco Damato2, Bruno Lenzi2, Valentino Megale2, Enrico Gianluca Caiani1,3.   

Abstract

Virtual reality (VR) headsets, with embedded micro-electromechanical systems, have the potential to assess the mechanical heart's functionality and respiratory activity in a non-intrusive way and without additional sensors by utilizing the ballistocardiographic principle. To test the feasibility of this approach for opportunistic physiological monitoring, thirty healthy volunteers were studied at rest in different body postures (sitting (SIT), standing (STAND) and supine (SUP)) while accelerometric and gyroscope data were recorded for 30 s using a VR headset (Oculus Go, Oculus, Microsoft, USA) simultaneously with a 1-lead electrocardiogram (ECG) signal for mean heart rate (HR) estimation. In addition, longer VR acquisitions (50 s) were performed under controlled breathing in the same three postures to estimate the respiratory rate (RESP). Three frequency-based methods were evaluated to extract from the power spectral density the corresponding frequency. By the obtained results, the gyroscope outperformed the accelerometer in terms of accuracy with the gold standard. As regards HR estimation, the best results were obtained in SIT, with Rs2 (95% confidence interval) = 0.91 (0.81-0.96) and bias (95% Limits of Agreement) -1.6 (5.4) bpm, followed by STAND, with Rs2= 0.81 (0.64-0.91) and -1.7 (11.6) bpm, and SUP, with Rs2 = 0.44 (0.15-0.68) and 0.2 (19.4) bpm. For RESP rate estimation, SUP showed the best feasibility (98%) to obtain a reliable value from each gyroscope axis, leading to the identification of the transversal direction as the one containing the largest breathing information. These results provided evidence of the feasibility of the proposed approach with a degree of performance and feasibility dependent on the posture of the subject, under the conditions of keeping the head still, setting the grounds for future studies in real-world applications of HR and RESP rate measurement through VR headsets.

Entities:  

Keywords:  accelerometer; ballistocardiography; gyroscope; heart rate; respiratory rate; virtual reality headsets

Mesh:

Year:  2020        PMID: 33327531      PMCID: PMC7765057          DOI: 10.3390/s20247168

Source DB:  PubMed          Journal:  Sensors (Basel)        ISSN: 1424-8220            Impact factor:   3.576


  18 in total

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Authors:  J Martin Bland; Douglas G Altman
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Authors:  Javier Hernandez; Daniel McDuff; Karen Quigley; Pattie Maes; Rosalind W Picard
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Review 6.  Smartphone accelerometers for the detection of heart rate.

Authors:  Federica Landreani; Enrico Gianluca Caiani
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7.  The Application of Virtual Reality in Patient Education.

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Journal:  Ann Vasc Surg       Date:  2019-04-19       Impact factor: 1.466

Review 8.  Virtual Reality-Enhanced Extinction of Phobias and Post-Traumatic Stress.

Authors:  Jessica L Maples-Keller; Carly Yasinski; Nicole Manjin; Barbara Olasov Rothbaum
Journal:  Neurotherapeutics       Date:  2017-07       Impact factor: 7.620

9.  Virtual reality distraction for pain control during periodontal scaling and root planing procedures.

Authors:  Elena Furman; T Roma Jasinevicius; Nabil F Bissada; Kristin Z Victoroff; Robert Skillicorn; Marc Buchner
Journal:  J Am Dent Assoc       Date:  2009-12       Impact factor: 3.634

10.  Performance Analysis of Gyroscope and Accelerometer Sensors for Seismocardiography-Based Wearable Pre-Ejection Period Estimation.

Authors:  Md Mobashir Hasan Shandhi; Beren Semiz; Sinan Hersek; Nazli Goller; Farrokh Ayazi; Omer T Inan
Journal:  IEEE J Biomed Health Inform       Date:  2019-01-28       Impact factor: 5.772

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