Lee, D; Khan, N and Park, C (2023) Rigorous analysis of safety rules for vision intelligence-based monitoring at construction jobsites. International Journal of Construction Management, 23(10), pp. 1768-1778. ISSN 1562-3599
Abstract
Construction safety rules play a vital role in mitigating accidents and fatalities at construction sites. Many researchers are currently devoted to monitoring the rule compliance using computer vision-based approaches; however, such systems are still not mature for application at construction job sites. A single autonomous source’s job-site safety control such as CCTV is a nontrivial task that requires a detailed analysis of safety rules for a work-stage based compact vision intelligence system. This paper proposes a grounded theory methodology (GTM) to systematically classify the safety rules for practical implementation using vision intelligence technology. The rules are classified into four groups employing open coding, axial coding, and selective coding approaches: (1) before work, (2) with intervals, (3) after work, and (4) during work. The proposed GTM-based model is further linked with scene-capturing sources, such as single-scene-capturing through smartphones for the required rules: (a) before work and (b) after work, (c) periodic scene-capturing using robots and drones for the required rules with intervals, and (d) CCTVs for the safety rules to continuously monitor safety. It is anticipated that this research will pave the new direction in computer vision intelligence-based construction safety management.
| Item Type: | Article |
|---|---|
| Uncontrolled Keywords: | computer vision; construction safety; machine vision; safety rules classification; work-stages based rule compliance |
| Index terms: | implementation, fatalities, monitoring, grounded theory, machine vision, construction safety, methodology, construction site, compliance, drone, computer vision |
| Subjects: | contractual arrangements, work location, control systems, environmental health, automation and robotics, computer vision, health safety and environment, health risk and incident analysis, theoretical framing, research methods |
| Topics: | Sustainability, Procurement, Research Practice, Health and Safety, Site Management, Digital Applications |
| Descriptive scope: | 4 PCTA |
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