• Title/Summary/Keyword: Model construction

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Analysis of Factors Behind Human Error in Fatal Construction Accidents using the m-SHEL Model (m-SHEL 모델에 의한 건설 중대 사고재해의 휴먼에러 배후 요인 분석)

  • An, Sung-Hoon
    • Journal of the Korea Institute of Building Construction
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    • v.22 no.4
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    • pp.415-423
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    • 2022
  • As human factors are the most important cause of construction accidents, it is important to reduce human error in construction work to reduce accidents. However, the error forcing context in organizational situations acts as a factor behind human error. Therefore, fatal construction accidents were analyzed using the m-SHEL model, which can identify the factors behind human errors. Through such analysis, it was found that there are differences in the detailed factors behind human errors according to the type of fatal accidents in construction, This study is meaningful in that it confirmed through accident cases that it is important to understand and respond to organizational situations in order to reduce human error in construction work.

Development of Machine Learning-based Construction Accident Prediction Model Using Structured and Unstructured Data of Construction Sites (건설현장 정형·비정형데이터를 활용한 기계학습 기반의 건설재해 예측 모델 개발)

  • Cho, Mingeon;Lee, Donghwan;Park, Jooyoung;Park, Seunghee
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.42 no.1
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    • pp.127-134
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    • 2022
  • Recently, policies and research to prevent increasing construction accidents have been actively conducted in the domestic construction industry. In previous studies, the prediction model developed to prevent construction accidents mainly used only structured data, so various characteristics of construction sites are not sufficiently considered. Therefore, in this study, we developed a machine learning-based construction accident prediction model that enables the characteristics of construction sites to be considered sufficiently by using both structured and text-type unstructured data. In this study, 6,826 cases of construction accident data were collected from the Construction Safety Management Integrated Information (CSI) for machine learning. The Decision forest algorithm and the BERT language model were used to train structured and unstructured data respectively. As a result of analysis using both types of data, it was confirmed that the prediction accuracy was 95.41 %, which is improved by about 20 % compared to the case of using only structured data. Conclusively, the performance of the predictive model was effectively improved by using the unstructured data together, and construction accidents can be expected to be reduced through more accurate prediction.

The Time Management Model focused on the Risk Management (위험관리 중심의 공정관리모텔)

  • Chu, Hae-Keum;Shin, Hyeng-John;Kim, Seon-Gyoo
    • Korean Journal of Construction Engineering and Management
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    • v.6 no.6 s.28
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    • pp.81-89
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    • 2005
  • Construction projects are characterized that exposed high risks so feel strongly necessity of actively risk management that manage the time of project. but recent generally time management tools are not satisfied sufficient supporting the risk identify and risk analysis. Therefore this study purposed development the time management model that in order to improve existing problem of time management model in construction project and developed model could perform practical risk management in construction field. The new time management model focused on the risk management will be able to conduct critical path management and risk critical path management simultaneously.

Critical Assessment of Programme-Based Conflict Resolution Model Applied to Multiple Stakeholders Within The Context of Industrialized Building Production and Life Cycle Supply Chain System

  • Tanaka, Koji
    • International conference on construction engineering and project management
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    • 2022.06a
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    • pp.551-562
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    • 2022
  • The building production system has been analysed by the dichotomy "employer-contractor" relationship, which failed to take into account of the role and function of multiple stakeholders within the life-cycle supply chain. This is further observed in the current conflict resolution model, which, in my argument, struggles to contribute to industrialize the building production and achieve better efficiency and effectiveness as expected. The purpose of this paper is to critically assess the issues of current programme-based conflict resolution model, and discuss alternative models how they can be modelled and applied to the construction projects. The conclusions of findings are; First, the current model is framed around the contracts and dispute resolutions based on the legal concept of "claimant and respondent" where one party(s) advances a claim once and the other(s) objects, as such it fails to reflect the nature of construction projects where multiple stakeholders are involved concurrently and for a long period of life-cycle of buildings. Second, an alternative is "Six-stakeholders model" which represents the multiple stakeholders and clarifies the flow of obligation-liability-monetary relationships among participants for a long period of life-cycle of buildings. Further, with reference to both historical and recent cases, a reflection and insight into pros and cons of programming method is added, especially as to why this method is considered to have become a mandate of the modern construction management, and how academics and practitioners should deal with it more cautiously and prudently.

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Construction Policymaking Based on the Simulation Model Approach;Focusing on the Productivity Policies of the Singaporean Government (시뮬레이션 모델을 이용한 건설정책 수립 방안;싱가포르 생산성 정책 사례를 중심으로)

  • Son, Bo-Sik;Park, Moon-Seo
    • Proceedings of the Korean Institute Of Construction Engineering and Management
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    • 2006.11a
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    • pp.74-79
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    • 2006
  • Generally, policymakers have a tendency to target achieving individual policy goals rarely considering their effects as a whole. In addition, the conventional policymaking practice lacks considerations on the various needs of industry participants and their response to public policies. To address this issue, a system dynamics model as a simulation model-based approach, which can examine the effectiveness of public policies in a systematic manner, is presented with an application example of the Singaporean government's policies to enhance construction productivity. Using this simulation model, the governmental policies are tested in a qualitative manner. Having obtained policy implications from the model structure and simulation results, suggestions and guidelines are provided to make the governmental policies more effective. Finally, based on the research findings it is concluded that the simulation model-based approach could be useful for construction policymaking.

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Application of Blockchain Technology to Verify Reliability of Life Cycle BIM Model for Civil Engineering Project (블록체인기술을 활용한 토목공사 생애주기 BIM 모델의 신뢰성 확보 방안)

  • Lee, Jaehee;Moon, Hyounseok;Kang, Leenseok
    • Korean Journal of Construction Engineering and Management
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    • v.22 no.1
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    • pp.116-124
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    • 2021
  • As the utilization of the BIM model increases in the design and construction stages of a construction project, the utilization of BIM in the maintenance stage can also increase. In the maintenance stage, BIM objects created in the design and construction stages that have already been completed are used. Therefore, it is necessary to verify the reliability of whether the used BIM object is a certified model created in the design stage. In particular, the reliability of the BIM model becomes more important in a project such as railway facilities composed of various construction activities with civil engineering, architecture, electricity, signal, and track work. This study proposes a methodology of using blockchain technology as a way to secure the reliability of the BIM model used in the maintenance phase, and constructs the block structure and detailed process for applying the blockchain technology to BIM. In addition, by applying this process to the BIM model of an actual facility to generate a block, it was confirmed that the blockchain technology can be used as a tool to secure the reliability of the BIM model.

Development of a Simulation Model for Supply Chain Management of Modular Construction based Steel Bridge (모듈러 공법 기반 강교 공급사슬 관리를 위한 시뮬레이션 모형 개발)

  • Lee, Jaeil;Jeong, Eunji;Kim, Sinam;Jeong, Keunchae
    • Korean Journal of Construction Engineering and Management
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    • v.23 no.2
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    • pp.3-15
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    • 2022
  • In this study, we develop a simulation model for Supply Chain Management (SCM) of modular construction based steel bridge. To this end, first, Factory Production/Site Construction system data for the steel bridge construction were collected, and supply chain, entities, resources, processes were defined based on the collected data. After that, a steel bridge supply chain simulation model was developed by creating data, flowchart, and animation modules using Arena software. Finally, verification and validation of the model were performed by using animation check, extreme condition check, average value test, Little' s law test, and actual case value test. As a result, the developed simulation model appropriately expressed the processes and characteristics of the steel bridge supply chain without any logical errors, and provided accurate performance evaluation values for the target system. In the future, we expect that the model will faithfully play a role as a performance evaluation platform in developing management techniques for optimally operating the steel bridge supply chain.

Survey on the Market of Modular Building Using ARIMA Model (ARIM모형을 활용한 모듈러 건축시장 현황 조사)

  • Park, Nam-Cheon;Kim, Kyoon-Tai;Lee, Yuril
    • Proceedings of the Korean Institute of Building Construction Conference
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    • 2014.05a
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    • pp.14-15
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    • 2014
  • The modular construction is as yet early stage of market in Korea. So It is have difficulty of market demand forecast of the modular building. Therefore, this study was done analysis for market trends of the modular building using ARIMA(Auto Regressive Integrated Moving Average) model by time series data.

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Development and Application of Failure-Based Learning Conceptual Model for Construction Education

  • Lee, Do-Yeop;Yoon, Cheol-Hwan;Park, Chan-Sik
    • Journal of Construction Engineering and Project Management
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    • v.1 no.2
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    • pp.11-17
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    • 2011
  • Recent demands from construction industry have emphasized the capability for graduates to have improved skills both technical and non-technical such as problem solving, interpersonal communication. To satisfy these demands, problem-based learning that is an instructional method characterized by the use of real world problem has been adopted and has proven its effectiveness various disciplines. However, in spite of the importance of field senses and dealing with real problem, construction engineering education has generally focused on traditional lecture-oriented course. In order to improve limitations of current construction education and to satisfy recent demands from construction industry, this paper proposes a new educational approach that is Failure-Based Learning for using combination of the procedural characteristics of the problem-based learning theory in construction technology education utilizing failure information that has the educational value in the construction area by reinterpreting characteristics of construction industry and construction failure information. The major results of this study are summarized as follows. 1) Educational effect of problem-based learning methodology and limitation of application in construction area 2) The educational value of the information on construction failure and limitation in application of the information in construction sector 3) Anticipated effect from application of the failure-based learning 4) Development and application of the failure-based learning conceptual model.

DEVELOPMENT AND APPLICATION OF FAILURE-BASED LEARNING MODEL FOR CONSTRUCTION TECHNOLOGY EDUCATION

  • Do-Yeop Lee;Cheol-Hwan Yoon;Chan-Sik Park
    • International conference on construction engineering and project management
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    • 2011.02a
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    • pp.99-106
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    • 2011
  • Recent demands from construction industry have emphasized the capability for graduates to have improved skills both technical and non-technical such as problem solving, interpersonal communication. To satisfy these demands, problem-based learning that is an instructional method characterized by the use of real world problem has been adopted and has proven its effectiveness various disciplines. However, in spite of the importance of field senses and dealing with real problem, construction engineering education has generally focused on traditional lecture-oriented course. In order to improve limitations of current construction education and to satisfy recent demands from construction industry, this paper proposes a new educational approach that is Failure-Based Learning for using combination of the procedural characteristics of the problem-based learning theory in construction technology education utilizing failure information that has the educational value in the construction area by reinterpreting characteristics of construction industry and construction failure information. The major results of this study are summarized as follows. 1) Educational effect of problem-based learning methodology and limitation of application in construction area 2) The educational value of the information on construction failure and limitation in application of the information in construction sector 3) Anticipated effect from application of the failure-based learning 4) Development and application of the failure-based learning model

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