| Literature DB >> 31963696 |
Daniela Lo Presti1, Arianna Carnevale1,2, Jessica D'Abbraccio3, Luca Massari3, Carlo Massaroni1, Riccardo Sabbadini1, Martina Zaltieri1, Joshua Di Tocco1, Marco Bravi4, Sandra Miccinilli4, Silvia Sterzi4, Umile G Longo2, Vincenzo Denaro2, Michele A Caponero5, Domenico Formica6, Calogero M Oddo2, Emiliano Schena1.
Abstract
Musculoskeletal disorders are the most common form of occupational ill-health. Neck pain is one of the most prevalent musculoskeletal disorders experienced by computer workers. Wrong postural habits and non-compliance of the workstation to ergonomics guidelines are the leading causes of neck pain. These factors may also alter respiratory functions. Health and safety interventions can reduce neck pain and, more generally, the symptoms of musculoskeletal disorders and reduce the consequent economic burden. In this work, a multi-parametric wearable system based on two fiber Bragg grating sensors is proposed for monitoring neck movements and breathing activity of computer workers. The sensing elements were positioned on the neck, in the frontal and sagittal planes, to monitor: (i) flexion-extension and axial rotation repetitions, and (ii) respiratory frequency. In this pilot study, five volunteers were enrolled and performed five repetitions of both flexion-extension and axial rotation, and ten breaths of both quite breathing and tachypnea. Results showed the good performances of the proposed system in monitoring the aforementioned parameters when compared to optical reference systems. The wearable system is able to well-match the trend in time of the neck movements (both flexion-extension and axial rotation) and to estimate mean and breath-by-breath respiratory frequency values with percentage errors ≤6.09% and ≤1.90%, during quiet breathing and tachypnea, respectively.Entities:
Keywords: breathing activity; fiber Bragg gratings; flexible sensors; neck movements; occupational health and safety interventions; respiratory frequency; wearable system
Year: 2020 PMID: 31963696 PMCID: PMC7014540 DOI: 10.3390/s20020536
Source DB: PubMed Journal: Sensors (Basel) ISSN: 1424-8220 Impact factor: 3.576
Figure 1Design and dimensions of the fiber Bragg grating (FBG)-based flexible sensor.
Figure 2(A) Sensors’ positions; (B) schematic representation of the FBG1 response to flexion-extension (FE) movements; (C) schematic representation of the FBG2 response to axial rotation (AR) movements.
Participants characteristics.
| Age (Years) | Height (cm) | Body Mass (kg) | Neck Circumference (cm) | |
|---|---|---|---|---|
| Volunteer 1 | 23 | 183 | 125 | 46 |
| Volunteer 2 | 28 | 171 | 61 | 32 |
| Volunteer 3 | 27 | 178 | 85 | 38 |
| Volunteer 4 | 31 | 163 | 60 | 38 |
| Volunteer 5 | 39 | 171 | 71 | 43 |
Figure 3(A) Experimental set-up to assess the feasibility of the proposed system for monitoring neck movement; (B) experimental protocol for monitoring FE and AR movements; (C) Experimental set-up to assess the feasibility of the proposed system for respiratory frequency monitoring; (D) experimental protocol for fR monitoring.
Figure 4(A) The αFE and (B) the θAR angles formed in the sagittal and transverse plane; (C) reference output changes over time during FE and (D) AR repetitions; (E) FBGs outputs changes over time during FE and (F) AR repetitions.
Figure 5(A) The peak detection during the first group 5 FE, (B) the second group 5 FE right, (C) right AR repetitions, (D) left AR repetitions.
Figure 6Signals collected by the flowmeter (blue trend) and by the FBGs (black trend) during both quiet breathing (light blue box) and tachypnea (red box).
Figure 7An example of signals processing performed for the fR estimation from data recorded by the flowmeter and the wearable systems, during quiet breathing. The power spectral density (PSD) spectra over frequency [Hz] and the peak detection over time [s] are shown for both the reference system and the proposed wearable system based on two flexible sensors (FBG1 and FBG2). The Sfn (t) signals are filtered and normalized.
Figure 8The output changes of both the wearable (black line) and the Motion Capture (MoCap) system (blue line) collected during FE and AR repetitions.
Figure 9(A) signals collected by the flowmeter (blue line) and the FBGs (black lines) for each volunteer during quiet breathing and (B) during tachypnea. All the signals are synchronized, filtered, and normalized. The detected peaks are highlighted by using red markers.
Mean fR values and percentage errors (eP).
|
| |||
|
|
|
|
|
| 1 | - | 15.37 | - |
| 2 | 14.47 | 14.63 | −1.09 |
| 3 | 14.36 | 14.14 | 1.53 |
| 4 | 22.36 | 22.09 | 1.22 |
| 5 | 15.15 | 15.22 | −0.45 |
|
|
|
| |
| 1 | 15.30 | 15.37 | −0.48 |
| 2 | 14.65 | 14.63 | 0.15 |
| 3 | 15.00 | 14.14 | 6.09 |
| 4 | 22.40 | 22.09 | 1.40 |
| 5 | 15.10 | 15.22 | −0.79 |
|
| |||
|
|
|
|
|
| 1 | - | 83.62 | - |
| 2 | 48.65 | 48.80 | −0.32 |
| 3 | 83.28 | 83.87 | −0.71 |
| 4 | 54.53 | 54.58 | −0.09 |
| 5 | 37.88 | 38.09 | −0.56 |
|
|
|
| |
| 1 | 82.02 | 83.62 | −1.90 |
| 2 | 48.46 | 48.80 | −0.72 |
| 3 | 82.98 | 83.87 | −1.05 |
| 4 | 54.99 | 54.58 | 0.75 |
| 5 | 38.01 | 38.09 | −0.19 |
Breath-by-breath absolute percentage errors, |ep|, and mean absolute percentage error (MAPE) values.
|
| ||||||||||
|
|
|
| ||||||||
| 1 | - | - | - | - | - | - | - | - | - | - |
| 2 | 10.40 | 0.34 | 0.28 | 0.19 | 0.58 | 1.91 | 2.24 | 2.93 | 3.22 | 2.45 |
| 3 | 16.66 | 10.88 | 2.28 | 4.97 | 10.26 | 7.75 | 13.7 | 5.62 | 8.17 | 8.92 |
| 4 | 12.32 | 7.11 | 14.04 | 13.51 | 10.17 | 28.65 | 1.24 | 15.56 | 13.21 | 12.87 |
| 5 | 0.21 | 8.24 | 4.48 | 5.92 | 0.91 | 3.56 | 6.58 | 4.71 | 1.04 | 1.47 |
|
|
| |||||||||
| 1 | 5.28 | 3.76 | 0.20 | 2.18 | 4.75 | 4.19 | 1.33 | 4.92 | 4.33 | 3.44 |
| 2 | 2.69 | 0.86 | 2.06 | 1.14 | 0.97 | 2.09 | 0.19 | 6.76 | 4.42 | 2.36 |
| 3 | 29.36 | 12.12 | 4.05 | 3.63 | 17.35 | 27.82 | 8.21 | 15.75 | 19.93 | 15.36 |
| 4 | 15.34 | 16.03 | 4.22 | 0.85 | 7.36 | 3.46 | 3.33 | 0.16 | 1.35 | 5.79 |
| 5 | 2.53 | 1.52 | 0.95 | 1.95 | ~0 | 0.41 | 2.31 | 2.89 | 1.23 | 1.53 |
|
| ||||||||||
|
|
|
| ||||||||
| 1 | - | - | - | - | - | - | - | - | - | - |
| 2 | 3.74 | 0.65 | 3.11 | 3.34 | 7.56 | 6.21 | 4.64 | 11.54 | 3.75 | 4.95 |
| 3 | 1.69 | 2.70 | 1.71 | 0.55 | 3.72 | 4.09 | ~0 | 5.82 | 1.16 | 2.38 |
| 4 | 2.95 | 9.77 | 4.48 | 18.86 | 0.37 | 1.46 | 1.44 | 5.35 | 8.10 | 5.86 |
| 5 | 0.52 | 1.06 | 0.77 | 1.84 | 0.50 | 0.73 | 0.24 | 1.31 | 2.11 | 1.01 |
|
|
| |||||||||
| 1 | 6.95 | 2.26 | 0.56 | 2.72 | 2.63 | 3.68 | 1.63 | 2.81 | 5.13 | 3.15 |
| 2 | 4.07 | 0.97 | 3.67 | 2.52 | 3.34 | 0.96 | 0.97 | 6.69 | 3.45 | 2.96 |
| 3 | 8.85 | 7.14 | 0.55 | ~0 | 1.12 | 1.14 | 0.55 | 1.11 | 7.41 | 3.10 |
| 4 | 6.41 | 2.47 | 9.92 | 5.24 | 5.43 | 2.11 | 6.23 | 6.29 | ~0 | 4.90 |
| 5 | 0.52 | 1.33 | 0.26 | 1.84 | 0.49 | ~0 | 1.72 | 1.02 | 0.72 | 0.88 |