• Title/Summary/Keyword: 리스크 정량화 모델

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A Basic Study on the Qualitative Risk Assessment Model for Building Construction Sites Based on Claim Payouts (건설공사 위험 정량화 모델 개발을 위한 기초 연구)

  • Yu, Yeong-Jin;Son, Kiyoung;Kim, Ji-Myong
    • Journal of the Korea Institute of Building Construction
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    • v.16 no.6
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    • pp.487-495
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    • 2016
  • The losses of accidents in the construction industry was significantly increased during the past decades. Therefore, the study of risk management measures in the domestic construction has become very important, and the inherent risk factors need to derive and analyze them based on the quantified method. However, most studies on the construction risk are conducted finding on the qualitative way. This study analysis the accident records from actual construction sites as a quantities study. A correlation analysis and regression analysis are adopted to identify the risk factors and develop a model. The results of this study are expected to be evolve through the accumulated effect and verification of data in the future through continuous feedback.

Risk Factors Analysis and Quantitative Risk Assessment Model for Tunnel Construction Project (터널 건설 프로젝트 리스크 분석 및 리스크 정량화 모델 개발에 관한 연구)

  • Jeong, Seung-A;Ahn, Sungjin
    • Proceedings of the Korean Institute of Building Construction Conference
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    • 2023.05a
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    • pp.363-364
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    • 2023
  • The tunnel construction projects is demanded more efficient risk management measures and loss forecasts to prepare for risk losses from an increase in the trend of tunnel construction. This study aims to analyze the risk factors that caused the loss of material in actual tunnel construction and to develop a quantified predictive loss model, based on the past loss record of tunnel construction projects.

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Effects of the ANP Models on the Comparison Indicators of Electric Power Systems (ANP 모델이 전력 시스템의 비교 지표에 미치는 영향)

  • Kim Seong-Ho;Kim Kil-Yoo;Kim Tae-Woon
    • Proceedings of the Korea Society for Energy Engineering kosee Conference
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    • 2006.05a
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    • pp.371-376
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    • 2006
  • 서로 갈등적인 관계에 있는 다중 기준 하에서 다양한 국가 전력 시스템을 정량적으로 비교하는 데에는 전력 시스템의 비교 지표가 필요하다. 이러한 비교 지표를 산출하기 위하여 해석적 망형 과정(Analytic Network Process; ANP) 모델 가운데 상호 의존도 수중이 낮은 되먹임 모델 및 상호 의존도가 없는 독립성 모델이 개발되었다. 이러한 ANP 모델은 구성요소로 교점들(nodes)과 상호작용 관계를 표현하는 가지들(arcs)을 포함하고 있다. 의사결정 목표 교점에는 세 가지 유형의 리스크 성향이 포함되었다. 이러한 리스크 성향은 원자력 발전소 같은 위험 설비에 대한 전문가(그룹)의 리스크 성향이며, 더 구체적으로 말하면, 리스크 감수 성향, 리스크 혐오 성향, 리스크 중립 성향 등이다. 여기서 수행된 연구의 주요 목적은 ANP 모델을 구성하는 교점들 가운데 하나인 평가 기준 교점에서의 변화가 전력 시스템의 비교 지표에 미치는 영향을 해석하려는 것이다. 이러한 모델 변이가 비교 지표에 미치는 영향을 알아보기 위한 사례 연구에서 각 발전원의 특성을 비교할 평가 기준은 기준 사례와 비교 사례 각각에 대하여 상이하게 선정되었다: 기준 사례의 경우에는 보건성을 대표하는 생명 단축 [yr/TWh], 환경성을 대표하는 지구 온난화 [$g\;CO_{2}-eq./kWh$], 사회성을 대표하는 지속가능 정도[-], 경제성을 대표하는 발전 단가 [\/kWh] 등이 선정되었다; 반면에, 비교 사례의 경우에서는 보건성을 대표하는 사고 사망 [death/GWh]만이 다르고 나머지는 동일하게 선정되었다. 이러한 보건성을 대표하는 생명 단축 또는 사고 사망의 선정은 다음과 같은 비교 지표에 영향을 미친다는 것이 발견되었다: (1) 되먹임 모델에서는 성향 가중치 및 기준 등급에 영향을 준다. (2) 되먹임 모델과 독립성 모델에서는 시스템 등급에 영향을 준다. 향후에는 더욱 더 다양한 상호의존 모델들이 정량화될 필요성이 있다고 본다.

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Quantification of Schedule Delay Risk of Rain via Text Mining of a Construction Log (공사일지의 텍스트 마이닝을 통한 우천 공기지연 리스크 정량화)

  • Park, Jongho;Cho, Mingeon;Eom, Sae Ho;Park, Sun-Kyu
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.43 no.1
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    • pp.109-117
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    • 2023
  • Schedule delays present a major risk factor, as they can adversely affect construction projects, such as through increasing construction costs, claims from a client, and/or a decrease in construction quality due to trims to stages to catch up on lost time. Risk management has been conducted according to the importance and priority of schedule delay risk, but quantification of risk on the depth of schedule delay tends to be inadequate due to limitations in data collection. Therefore, this research used the BERT (Bidirectional Encoder Representations from Transformers) language model to convert the contents of aconstruction log, which comprised unstructured data, into WBS (Work Breakdown Structure)-based structured data, and to form a model of classification and quantification of risk. A process was applied to eight highway construction sites, and 75 cases of rain schedule delay risk were obtained from 8 out of 39 detailed work kinds. Through a K-S test, a significant probability distribution was derived for fourkinds of work, and the risk impact was compared. The process presented in this study can be used to derive various schedule delay risks in construction projects and to quantify their depth.

Risk Factors Analysis and Quantitative Risk Assessment Model for Plant Construction Project (플랜트 건설 리스크 분석 및 리스크 정량화 모델 개발에 관한 연구)

  • Ahn, Sung-Jin;Kim, Tae-Hui;Nam, Kyung-Yong;Kim, Ji-Myong
    • Journal of the Korea Institute of Building Construction
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    • v.19 no.1
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    • pp.77-86
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    • 2019
  • Due to the increasing demand for and complexity of plant construction projects, unpredictable risk factors are on the consequent increase. For that reason, the quantitative risk analysis is being called for, in order for the development of a risk assessment model using risk indicators for the plant construction projects. This study used the claim payout data collected at a global insurance company to reflect the actual financial losses in plant construction projects as dependent variables in the risk assessment model. In terms of independent variables, the geographic information, i. e., landform, and the construction information including test-run, schedule rate, total cost and duration are adopted. In addition, this study suggests that the regression model containing such independent variables that are statistically significant can be applied to as a foundational guideline for the plant construction project risk analysis during the phase of construction and commissioning.

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.

Risk-based Decision Model to Estimate the Contingency for Large Construction Projects (리스크 분석에 기초한 대형건설공사의 예비비 산정에 관한 연구)

  • Kim Du-Yon;Han Goo-Soo;Han Seung-Hun
    • Proceedings of the Korean Institute Of Construction Engineering and Management
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    • autumn
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    • pp.485-490
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    • 2003
  • Nowadays the rapid change in construction environment getting more globalized and complicated has caused lots of unexpected risks from inside and out of the country, so more sophisticated construction management strategies are being strongly needed. This paper suggests a risk management model with which we can estimate the appropriate contingency by quantifying the amount of probable risks immanent in large construction projects, which have a high degree of uncertainty in the anticipation of the total construction cost. To develop the model, the risk factors that make cost variations are elicited based on the real data of the contingencies assigned to the past projects. Furthermore, the influential relationship of risk factors is structured by applying the CRM(Cost Risk Model) which is the synthetic model of Monte Carlo Simulation, Influence Diagram and Decision Tree. The ultimate outcome of this research can by validated by tile case study with a large construction project performed.

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A Risk Quantification Study for Accident Causes on Building Construction Site by Applying Probabilistic Forecast Concept (확률론적 추정 개념을 적용한 건설 공사 현장의 사고원인별 리스크 정량화 연구)

  • Yu, Yeong-Jin;Son, Kiyoung;Kim, Taehui;Kim, Ji-Myong
    • Journal of the Korea Institute of Building Construction
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    • v.17 no.3
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    • pp.287-294
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    • 2017
  • Recently the construction project is becoming large-sized, complicated, and modernize. This has increased the uncertainty of construction risk. Therefore, studies should be followed regarding scientifically identifying the risk factors, quantifying the frequency and severity of risk factors in order to develop a model that can quantitatively evaluate and manage the risk for response the increased risk in construction. To address the problem, this study analyze the probability distribution of risk causes, the probability of occurrence and frequency of the specific risk level through Monte Carlo simulation method based on the accident data caused at construction sites. In the end, this study derives quantitative analysis by analyzing the amount of risk and probability distributions of accident causes. The results of this study will be a basis for future quantitative risk management models and risk management research.

Development of a Risk Management Procedure Model for the Construction Project Using Construction Risk Management System (CRMS를 활용한 건설공사의 리스크관리 절차모형 개발)

  • Kim, Chang Hak;Kang, Leen Seok;Park, Hong Tae
    • KSCE Journal of Civil and Environmental Engineering Research
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    • v.30 no.4D
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    • pp.423-432
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    • 2010
  • This study suggested CRMS (construction risk management system) which is a new risk analysis model after analyzing existing risk management process for to guarantee a successful performance at the construction planning and work phase. CRMS is risk management procedures in order that the contractor identify, analyze and administrate the risk during performing construction project. This model may give much help to quantify and be ready the right managing methods about identified risk by the contractor. Especially, the most important and difficult things of all risk management may be to identify risk in the project. This study make more focusing on the developing a procedure that can identify risk more easily in the construction project. The risk is divided into global risk and local risk of a project. Also, this study suggests methods which are using the RBS (risk breakdown structure) related with WBS. This result will be useful as basic materials for developing computerizing system for risk management.

Design on Fixed Quantity Analytical Model for Information System Audit (정보시스템 감리의 정량화 분석 모델 설계)

  • Kim, Hee-Wan;Lee, Hae-Man;Kim, Dong-Soo
    • The Journal of the Korea Contents Association
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    • v.11 no.2
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    • pp.88-100
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    • 2011
  • This thesis suggests fixed quantity model and detailed performance procedures of an information system audit. In addition, an identification of the check-items with high operating risk and factors that might lead to serious effects on the business are made. Then, this thesis proposes the information system audit model that can grant priorities. By using this model, the orderer can evaluate objectively with digitized mark. The model can improve the effectiveness, reliability, and objectivity of the audit by minimizing the discrepancies of different opinions about audit evaluation results between auditee and the orderer. The proposed model is adapted to an application system and audit projects of the database construction. As a result, the model has received an equal mark from the result of the general reviews, thus the propriety of the proposed model was verified.