Real-time alarming, monitoring, and locating for non-hard-hat use in construction

Zhang, H; Yan, X; Li, H; Jin, R and Fu, H (2019) Real-time alarming, monitoring, and locating for non-hard-hat use in construction. Journal of Construction Engineering and Management, 145(3): 04019006, ISSN 0733-9364

Abstract

Non-hard-hat use (NHU) is related to many construction accidents, so NHU inspection is crucial to safety management, in which automatic NHU monitoring plays an essential role. Existing computer vision-based NHU inspection methods lack capabilities in identifying workers and helping take real-time action. Previous sensor-based NHU inspection methods require direct skin contact, which would be uncomfortable for workers. In addition, previous sensor-based methods could be deceived by objects other than human heads and could not achieve real-time alarms. This study aims to address these problems by implementing real-time alarming, monitoring, and locating for NHU in construction based on sensor, mobile, web, and cloud techniques. A smart hard-hat system is developed using an Internet of Things (IoT)-based architecture including (1) a hard hat with an infrared beam detector and thermal infrared sensor for nonintrusive NHU detection; (2) radio-frequency identification (RFID) triggers for locating NHU with an average detection error of less than 10 cm; (3) a smartphone application for personalized warnings; (4) a web application for data visualization and alarms for managers; and (5) a cloud sever for data storage and retrieval. The proposed system enables both workers and managers to take timely actions against NHU. The system performance is evaluated in a laboratory test and validated in a field application. It is indicated that the proposed system is accurate and reliable, showing potential to promote safety inspection and supervision in construction.

Item Type: Article
Uncontrolled Keywords: cloud server; infrared beam detector; internet of things; non-hard-hat use; radio-frequency identification; safety inspection; thermal infrared sensor; web and smartphone application
Index terms: monitoring, internet, data storage, beam, inspection, safety management, manager, construction accident, computer vision, laboratory, supervision, data visualization, safety inspection
Subjects: occupational health and safety management, control systems, quality assurance, research management, computing systems, computer vision, practitioner, data science, data management, structural engineering
Topics: Engineering Principles, Project Management, Quality Management, Roles and Professions, Research Practice, Site Management, Digital Applications, Health and Safety
Descriptive scope: 2 PC

N.B. Descriptive scope is a count of how many of the five facets of empirical research are indicated by the words used in title, abstract and keywords. It is not intended as a judgement on the research; merely a count of the kind of word we would expect to indicate Phenomenon, Concepts, Theoretical framing, Empirical techniques, Analytical techniques. If all five are present, then a code of “5 PCTEA” will indicate this. If you feel the coding for this record is questionable, we welcome discussion around the terms we matched or the way we categorized them. The facet you would expect may not be coded, or a facet may be coded inappropriately. This can also bear on a larger question, of which facets should be treated as defining in construction management research. Please get in touch, and we will look at it. More details here