TY - JOUR
T1 - Validity and reliability of a wearable insole pressure system for measuring gait parameters to identify safety hazards in construction
AU - Antwi-Afari, Maxwell Fordjour
AU - Li, Heng
AU - Seo, Joon Oh
AU - Anwer, Shahnawaz
AU - Yevu, Sitsofe Kwame
AU - Wu, Zezhou
N1 - Funding Information:
We are thankful for the financial support of the following two grants from Research Grants Council of Hong Kong: 1) “Proactive monitoring of work-related MSD risk factors and fall risks of construction workers using wearable insoles” (PolyU 152099/18E); and 2) In search of a suitable tool for proactive physical fatigue assessment: an invasive to noninvasive approach. (PolyU 15204719/18E). Special thanks are given to Mr Wong Chun Fai for assisting the experimental set-up and all our participants involved in this study.Data availability statement: All data generated or analyzed that support the findings of this study are available from the corresponding author upon request.
Publisher Copyright:
© 2020, Emerald Publishing Limited.
PY - 2020
Y1 - 2020
N2 - Purpose: Construction workers are frequently exposed to safety hazards on sites. Wearable sensing systems (e.g. wearable inertial measurement units (WIMUs), wearable insole pressure system (WIPS)) have been used to collect workers' gait patterns for distinguishing safety hazards. However, the performance of measuring WIPS-based gait parameters for identifying safety hazards as compared to a reference system (i.e. WIMUs) has not been studied. Therefore, this study examined the validity and reliability of measuring WIPS-based gait parameters as compared to WIMU-based gait parameters for distinguishing safety hazards in construction. Design/methodology/approach: Five fall-risk events were conducted in a laboratory setting, and the performance of the proposed approach was assessed by calculating the mean difference (MD), mean absolute error (MAE), mean absolute percentage error (MAPE), root mean square error (RMSE) and intraclass correlation coefficient (ICC) of five gait parameters. Findings: Comparable results of MD, MAE, MAPE and RMSE were found between WIPS-based gait parameters and the reference system. Furthermore, all measured gait parameters had validity (ICC = 0.751) and test-retest reliability (ICC = 0.910) closer to 1, indicating a good performance of measuring WIPS-based gait parameters for distinguishing safety hazards. Research limitations/implications: Overall, this study supports the relevance of developing a WIPS as a noninvasive wearable sensing system for identifying safety hazards on construction sites, thus highlighting the usefulness of its applications for construction safety research. Originality/value: This is the first study to examine the performance of a wearable insole pressure system for identifying safety hazards in construction.
AB - Purpose: Construction workers are frequently exposed to safety hazards on sites. Wearable sensing systems (e.g. wearable inertial measurement units (WIMUs), wearable insole pressure system (WIPS)) have been used to collect workers' gait patterns for distinguishing safety hazards. However, the performance of measuring WIPS-based gait parameters for identifying safety hazards as compared to a reference system (i.e. WIMUs) has not been studied. Therefore, this study examined the validity and reliability of measuring WIPS-based gait parameters as compared to WIMU-based gait parameters for distinguishing safety hazards in construction. Design/methodology/approach: Five fall-risk events were conducted in a laboratory setting, and the performance of the proposed approach was assessed by calculating the mean difference (MD), mean absolute error (MAE), mean absolute percentage error (MAPE), root mean square error (RMSE) and intraclass correlation coefficient (ICC) of five gait parameters. Findings: Comparable results of MD, MAE, MAPE and RMSE were found between WIPS-based gait parameters and the reference system. Furthermore, all measured gait parameters had validity (ICC = 0.751) and test-retest reliability (ICC = 0.910) closer to 1, indicating a good performance of measuring WIPS-based gait parameters for distinguishing safety hazards. Research limitations/implications: Overall, this study supports the relevance of developing a WIPS as a noninvasive wearable sensing system for identifying safety hazards on construction sites, thus highlighting the usefulness of its applications for construction safety research. Originality/value: This is the first study to examine the performance of a wearable insole pressure system for identifying safety hazards in construction.
KW - Gait parameters
KW - Non-fatal fall injuries
KW - Safety hazards
KW - Wearable inertial measurement unit
KW - Wearable insole pressure system
UR - http://www.scopus.com/inward/record.url?scp=85090960332&partnerID=8YFLogxK
U2 - 10.1108/ECAM-05-2020-0330
DO - 10.1108/ECAM-05-2020-0330
M3 - Journal article
AN - SCOPUS:85090960332
SN - 0969-9988
JO - Engineering, Construction and Architectural Management
JF - Engineering, Construction and Architectural Management
ER -