• Title/Summary/Keyword: Construction site accidents

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Skeleton Model-Based Unsafe Behaviors Detection at a Construction Site Scaffold

  • Nguyen, Truong Linh;Tran, Si Van-Tien;Bao, Quy Lan;Lee, Doyeob;Oh, Myoungho;Park, Chansik
    • International conference on construction engineering and project management
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    • 2022.06a
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    • pp.361-369
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    • 2022
  • Unsafe actions and behaviors of workers cause most accidents at construction sites. Nowadays, occupational safety is a top priority at construction sites. However, this problem often requires money and effort from investors or construction owners. Therefore, decreasing the accidents rates of workers and saving monitoring costs for contractors is necessary at construction sites. This study proposes an unsafe behavior detection method based on a skeleton model to classify three common unsafe behaviors on the scaffold: climbing, jumping, and running. First, the OpenPose method is used to obtain the workers' key points. Second, all skeleton datasets are aggregated from the temporary size. Third, the key point dataset becomes the input of the action classification model. The method is effective, with an accuracy rate of 89.6% precision and 90.5% recall of unsafe actions correctly detected in the experiment.

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Ensuring safety of temporary structures through on-site real-time structural analysis Construction Sites (가설구조물 구조검토의 실시간 현장 반영을 통한 안전성 확보)

  • Mo, Seung-Un;Moon, Seong Oh
    • Proceedings of the Korean Institute of Building Construction Conference
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    • 2022.11a
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    • pp.19-20
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    • 2022
  • Based on the survey analysis of safety accidents at construction sites that occur every year, most of them are caused by temporary structures. While analyzing in detail, it is confirmed that the main factors for such accidents are the quality problem of temporary equipment, unstable construction, and arbitrary change. As temporary structure is installed only for the construction of main structure, the reality is that no attention is paid to the construction of temporary structures.

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Wireless safety monitoring of a water pipeline construction site using LoRa communication

  • Lee, Sahyeon;Gil, Sang-Kyun;Cho, Soojin;Shin, Sung Woo;Sim, Sung-Han
    • Smart Structures and Systems
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    • v.30 no.5
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    • pp.433-446
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    • 2022
  • Despite efforts to reduce unexpected accidents at confined construction sites, choking accidents continue to occur. Because of the poorly ventilated atmosphere, particularly in long, confined underground spaces, workers are subject to dangerous working conditions despite the use of artificial ventilation. Moreover, the traditional monitoring methods of using portable gas detectors place safety inspectors in direct contact with hazardous conditions. In this study, a long-range (LoRa)-based wireless safety monitoring system that features the network organization, fault-tolerant, power management, and a graphical user interface (GUI) was developed for underground construction sites. The LoRa wireless data communication system was adopted to detect hazardous gases and oxygen deficiency within a confined underground space with adjustable communication range and low power consumption. Fault tolerance based on the mapping information of the entire wireless sensor network was particularly implemented to ensure the reliable operation of the monitoring system. Moreover, a sleep mode was implemented for the efficient power management. The GUI was also developed to control the entire safety-monitoring system and to manage the measured data. The developed safety-monitoring system was validated in an indoor testing and at two full-scale water pipeline construction sites.

Leveraging Visibility-Based Rewards in DRL-based Worker Travel Path Simulation for Improving the Learning Performance

  • Kim, Minguk;Kim, Tae Wan
    • Korean Journal of Construction Engineering and Management
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    • v.24 no.5
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    • pp.73-82
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    • 2023
  • Optimization of Construction Site Layout Planning (CSLP) heavily relies on workers' travel paths. However, traditional path generation approaches predominantly focus on the shortest path, often neglecting critical variables such as individual wayfinding tendencies, the spatial arrangement of site objects, and potential hazards. These oversights can lead to compromised path simulations, resulting in less reliable site layout plans. While Deep Reinforcement Learning (DRL) has been proposed as a potential alternative to address these issues, it has shown limitations. Despite presenting more realistic travel paths by considering these variables, DRL often struggles with efficiency in complex environments, leading to extended learning times and potential failures. To overcome these challenges, this study introduces a refined model that enhances spatial navigation capabilities and learning performance by integrating workers' visibility into the reward functions. The proposed model demonstrated a 12.47% increase in the pathfinding success rate and notable improvements in the other two performance measures compared to the existing DRL framework. The adoption of this model could greatly enhance the reliability of the results, ultimately improving site operational efficiency and safety management such as by reducing site congestion and accidents. Future research could expand this study by simulating travel paths in dynamic, multi-agent environments that represent different stages of construction.

A Study for Decrease Accident from Falls at the Construction Sites - Focused on Under 2nd Floor (건설현장의 추락재해 감소방안을 위한 연구 - 2개층 이하 높이 추락재해 감소 방안)

  • Park, Jun-Ky;Shin, Seung-Ha;Lee, Jung-Won;Kim, Kyung-Hwan
    • Proceedings of the Korean Institute Of Construction Engineering and Management
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    • 2008.11a
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    • pp.918-921
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    • 2008
  • There are various accident at the Construction site like fall, electric shock, roll over, clash, fire, body cutting. By the way, falls are the most causes accidents. So, the best way of decreasing Construction accidents is decreasing falls. Already, there are many studies about falls accidents, but those studies were pointed out unrealistic because falls accidents are increasing. For that reason, this study look for more concrete device. In this study, grasp the cause of falls accident from 2007 to 2008. 06. 30. And then, stand on this factor I set my face to look for the causes of falls accident. This access means will drive to remove core causes, and then that means will decrease the falls accidents. Moreover that means will contribute decreasing the hole construction accidents.

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A Study on the Safety System Improvement for Preventing Fall Accidents during Frame Construction in Apartment Sites (아파트 현장 골조공사 떨어짐 사고 예방을 위한 Safety System 개선에 관한 연구)

  • Chun, Byoung-Jo;Shin, Dongil Peter
    • Journal of the Korea Safety Management & Science
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    • v.23 no.1
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    • pp.39-48
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    • 2021
  • In the past, measures for the reduction of industrial accidents has led the safety and health policy of construction sites by the guidance, supervision and the regulation according to 「Occupation Safety and Health Act」 handled by Ministry of Employment and Labor (MOEL). Nowadays companies realize that due to the factors such as diversification of employment types, outsourcing of hazardous work, new construction method and complicated types of construction, etc., there is a limit on safety management for construction sites as far as it is passively led by the governmental safety management policy and regulation. In this study, in order to practice the autonomous safety management escaping from the government-led safety management, improvement plans are proposed and applied by analyzing the basic cause of the all kinds of fall accidents that could possibly occur in the apartment construction sites and by verifying the hazardous factors and risks by fields.

Quantification Model Development of Human Accidents on External Construction Site by Applying Probabilistic Method (확률론적 기법을 활용한 건설현장 외부 인명피해 정량화 모델 개발)

  • Ha, Sun-Geun;Kim, Tae-Hui;Son, Ki-Young;Kim, Ji-Myong;Son, Seung-Hyun
    • Journal of the Korea Institute of Building Construction
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    • v.18 no.6
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    • pp.611-619
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    • 2018
  • The researches have only conducted regarding construction safety management and risk on interior construction site(workers) and is insufficient about the exterior construction site(third party). As a result, ordinary people who were near construction sites have injured and hold a negative view when they think about the construction industry because construction industry have been exposed to them having a high accidents rate through media. In addition, the importance of industrial disaster prevention is emphasized at this point in time, the overall safety management system should be constructed with considering construction site external(third human) for improving the negative image of the construction industry among ordinary people. Therefore, the objective of this study is to develop the quantification model of human accident utilizing the insurance claim payout occurred construction site exterior(third party). In the future, it can be used as a reference for developing the safety management checklist in construction site interior exterior and development for forecasting control system of human accident.

A Study on the Construction Field-Based Safety Management Technique (건설현장위주 안전관리 기법적용에 관한 연구)

  • 갈원모;손기상;채준석
    • Proceedings of the Safety Management and Science Conference
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    • 2000.05a
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    • pp.325-337
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    • 2000
  • We have been suffered from a large-scaled accidents in construction fields so far, despite a fact that more effort has been made for accident decrease. But the most important factor not to prevent those from the site is that past management technique has not been based on its related site, up to now. Three projects have been selected for comparing the previous condition with the one which this proposed technique has been applicated for. Also, individual interview with 113 workers has been done simultaneously.

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Correlation Analysis between Integrated Stress Responses and EEG Signals of Construction Workers (건설근로자의 통합적 스트레스 반응과 뇌파신호의 상관관계 분석)

  • Lee, Su-Jin;Lim, Cha-Yeon;Park, Young-Jun
    • Journal of the Korea Institute of Building Construction
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    • v.20 no.1
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    • pp.93-102
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    • 2020
  • The purpose of this study is to find out how to measure the stress related to accidents at the construction site promptly and conveniently to prevent safety accidents of construction workers. Accordingly, we analyzed the correlations between the questionnaire tool index that measures the stress associated with complex psychology of humans by integrating emotion, cognition, physical and behavioral responses, and basic brain waves, SEF-90, concentration, stress index from brain wave. As a result, which had the highest correlation with the stress measured through the questionnaire, was the SEF-90, and the regression analysis between two independent variables yielded a specific regression equation. This suggests the possibility of measuring the integrated stress of construction workers through the EEG signal at the construction site, and it can be used for the safety management of the construction site in the future.

An Analysis on the Safety Networks in Construction Site and Its Improvement Measures (건설현장의 안전 네트워크 분석 및 개선방안)

  • Shin, WonSang;Son, ChangBaek
    • Korean Journal of Construction Engineering and Management
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    • v.19 no.5
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    • pp.101-110
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    • 2018
  • Safety-related accidents are continuously increasing in the construction field. In order to prevent or minimize such accidents, a systematic and active safety activities of on-site managers and workers are required. However, preexisting advance research is lacking on how the safety organization systems are built in construction sites varying in sizes, and how well-trained the related personnel are in safety knowledge and task performances. Especially, a research on the analysis of the formation of their safety knowledge sharing and safety performance cooperation and their visualization is virtually nonexistent. In this regard, this research was conducted with a purpose to study the generalized safety organization method of domestic construction sites, analyze the safety knowledge and cooperation system of the members based on the SNA method and ultimately provide a hands-on data that could be effectively utilized in building an effective safety management system in the future.