Inicio  /  Buildings  /  Vol: 13 Par: 8 (2023)  /  Artículo
ARTÍCULO
TITULO

Construction Work-Stage-Based Rule Compliance Monitoring Framework Using Computer Vision (CV) Technology

Numan Khan    
Syed Farhan Alam Zaidi    
Jaehun Yang    
Chansik Park and Doyeop Lee    

Resumen

Noncompliance with safety rules is a major cause of unsatisfactory performance in construction safety worldwide. Although some research efforts have focused on using computer vision (CV) methods for safety rule inspection, these methods are still in their early stages and cannot be effectively applied on construction job sites. Therefore, it is necessary to present a feasible prototype and conduct a detailed analysis of safety rules to ensure compliance at the job site. This study aims to extend the validation of safety rule analysis through four case scenarios. The proposed structured classification of safety rules includes categorizing them based on project phases and work stages. The construction phase-related rules are divided into four groups: (1) before work, (2) with intervals, (3) during work, and (4) after work. To validate the proposed framework, this research developed prototypes for each group?s scenarios using deep learning algorithms, a storage database to record compliance with safety rules, and an Android application for edge computing, which is required in the ?before work? and ?after work? groups. The findings of this study could contribute to the development of a compact CV-based safety monitoring system to enhance the current safety management process in the construction industry.

 Artículos similares

       
 
Pawinee Iamtrakul, Sararad Chayphong, Emese Makó and Souvathone Phetoudom    
This study explores road users? behaviors and accident analyses on different travel modes in the Bangkok Metropolitan Region (BMR). The questionnaire survey was adopted and designed based on contributing factors related to risk behavior perceptions in di... ver más
Revista: Infrastructures

 
Xiayin Lou, Min Sun, Hanjun Yang and Shihao Yang    
The development of a cooperative pursuit strategy for capturing escaping criminals or dangerous animals in urban public safety emergencies is becoming increasingly in demand. An ideal strategy should consider both the encirclement needed to prevent crimi... ver más

 
Maram Bani Younes    
Road intersections are shared among several conflicted traffic flows. Stop signs are used to control competing traffic flows at road intersections safely. Then, driving rules are constructed to control the competing traffic flows at these stop sign road ... ver más
Revista: Future Internet

 
Zhixi Hu, Yi Zhu, Xiaoying Chen and Yu Zhao    
Autonomous driving is a safety-critical system, and the occupancy of its environmental resources affects the safety of autonomous driving. In view of the lack of safety verification of environmental resource occupation rules in autonomous driving, this p... ver más
Revista: Future Internet

 
Pavana Pradeep and Krishna Kant    
Internet of Things (IoT) systems are becoming ubiquitous in various cyber?physical infrastructures, including buildings, vehicular traffic, goods transport and delivery, manufacturing, health care, urban farming, etc. Often multiple such IoT subsystems a... ver más
Revista: IoT