• Title/Summary/Keyword: Risk Modeling

Search Result 766, Processing Time 0.026 seconds

An analysis of indoor environment research trends in Korea using topic modeling : Case study on abstracts from the journal of the Korean society for indoor environment (토픽모델링을 활용한 실내환경 분야 연구동향 파악 : 실내환경학회지 초록 사례연구)

  • Jeon, Hyung Jin;Kim, Do Youn;Han, Kook Jin;Kim, Dong Woo;Son, Seung Woo;Lee, Cheol Min
    • Journal of odor and indoor environment
    • /
    • v.17 no.4
    • /
    • pp.322-329
    • /
    • 2018
  • The objective of this study is to identify the research trend in the field of indoor environment in Korea. We collected 419 papers published in the Journal of the Korean Society for indoor environment between 2004 and 2018, and attempted to produce datasets using a topic modeling technique, Latent Dirichlet Allocation(LDA). The result of topic modeling showed that 8 topics ("VOCs investigation", "Subway environment", "Building thermal environment", "School health", "Building particulate matter", "Asbestos risk", "Radon risk", "Air cleaner and treatment") could be extracted using Gibbs sampling method. In terms of topic trends, investigation of volatile organic compounds, subway environment, school health, and building particulate matter showed a decreasing tendency, while the building thermal environment, asbestos risk, radon risk, air cleaners, and air treatment showed an increasing tendency. The results of this topic modeling could help us to understand current trends related indoor environment, and provide valuable information in developing future research and policy frameworks.

Development of Semantic Risk Breakdown Structure to Support Risk Identification for Bridge Projects

  • Isah, Muritala Adebayo;Jeon, Byung-Ju;Yang, Liu;Kim, Byung-Soo
    • International conference on construction engineering and project management
    • /
    • 2022.06a
    • /
    • pp.245-252
    • /
    • 2022
  • Risk identification for bridge projects is a knowledge-based and labor-intensive task involving several procedures and stakeholders. Presently, risk information of bridge projects is unstructured and stored in different sources and formats, hindering knowledge sharing, reuse, and automation of the risk identification process. Consequently, there is a need to develop structured and formalized risk information for bridge projects to aid effective risk identification and automation of the risk management processes to ensure project success. This study proposes a semantic risk breakdown structure (SRBS) to support risk identification for bridge projects. SRBS is a searchable hierarchical risk breakdown structure (RBS) developed with python programming language based on a semantic modeling approach. The proposed SRBS for risk identification of bridge projects consists of a 4-level tree structure with 11 categories of risks and 116 potential risks associated with bridge projects. The contributions of this paper are threefold. Firstly, this study fills the gap in knowledge by presenting a formalized risk breakdown structure that could enhance the risk identification of bridge projects. Secondly, the proposed SRBS can assist in the creation of a risk database to support the automation of the risk identification process for bridge projects to reduce manual efforts. Lastly, the proposed SRBS can be used as a risk ontology that could aid the development of an artificial intelligence-based integrated risk management system for construction projects.

  • PDF

Development of the Competency Model for Prevention of Adolescent Risk Behavior (청소년의 위험행동 예방을 위한 역량모델 개발)

  • Park, Hyun-Sook;Jung, Sun-Young
    • Journal of Korean Academy of Nursing
    • /
    • v.41 no.2
    • /
    • pp.204-213
    • /
    • 2011
  • Purpose: This study was done to identify fundamental data on competency reinforcement programs to prevent adolescent risk behavior by developing and examining a competency model. Methods: In this study, competences on prevention of adolescent risk behavior were identified through competency modeling, and a competency model was developed and tested for validity. Results: Competences for prevention of adolescent risk behavior defined by the competency model included the following: self-control, positive mutual understanding between parents and adolescents, and positive connectedness with peer group. Validation of the competency model showed the model to be appropriate. Conclusion: The competency model for prevention of adolescent risk behavior through competency modeling is expected to be the foundation of an integral approach to enhance competency in adolescents and prevent adolescent risk behavior. This kind of approach can be a school-centered, cost-efficient strategy, which not only reduces adolescent risk behavior but also improves quality of adolescent resources.

Predictive Modeling for Microbial Risk Assessment (MRA) from the Literature Experimental Data

  • Bahk, Gyung-Jin
    • Food Science and Biotechnology
    • /
    • v.18 no.1
    • /
    • pp.137-142
    • /
    • 2009
  • One of the most important aspects of conducting this microbial risk assessment (MRA) is determining the model in microbial behaviors in food systems. However, to fully these modeling, large expenditures or newly laboratory experiments will be spent to do it. To overcome these problems, it has to be considered to develop the new strategies that can be used data in the published literatures. This study is to show whether or not the data set from the published experimental data has more value for modeling for MRA. To illustrate this suggestion, as example of data set, 4 published Salmonella survival in Cheddar cheese reports were used. Finally, using the GInaFiT tool, survival was modeled by nonlinear polynomial regression model describing the effect of temperature on Weibull model parameters. This model used data in the literatures is useful in describing behavior of Salmonella during different time and temperature conditions of cheese ripening.

A New Techno-Economic Modeling for ATM Based High-Speed Networks (ATM 기반 초고속 정보통신망 기술경제성 평가 모형)

  • 이영호;김정헌;김영부;이순석;강국창
    • Journal of the Korean Operations Research and Management Science Society
    • /
    • v.28 no.1
    • /
    • pp.115-129
    • /
    • 2003
  • This paper Is concerned with a new techno-economic model Ing of ATM based h19h-speed networks. Coupled with advances of technology, the rapid development of new telecommunication services significantly increases the magnitude of risk in making an Investment decision. Naturally, the success of techno-economic modeling depends on how effectively we manage underlying risk factors such as cost and technology To deal with risk factors, we need to rely on modern decision and risk analysis while Implementing mathematical optimization for solving a complex capacity expansion problem of telecommunication systems during the planning period. We provide a case study that will enhance our understanding of the techno-economic analysis for emerging telecommunication systems.

A Study on Development of Interpretive Structure Modeling(ISM) for Potential Risk Factors in School Zone (ISM에 의한 어린이 보호구역의 잠재위험 요인 구조화 모형 구축)

  • Park, Yu Kyung;Chung, Hyun Jung;Kim, Young Ji;Kum, Ki Jung
    • International Journal of Highway Engineering
    • /
    • v.14 no.6
    • /
    • pp.93-101
    • /
    • 2012
  • PURPOSES : This study is to develop ISM for potential risk factor in School Zone. METHODS : Based on the literature review, the Analytic Hierarchy Process (AHP) has been used most widely. However, it is difficult to apply in practice because the AHP results have the characteristics of the independence between each element and the interlayer can not explain the interrelationship. The Network Analysis Process (ANP) is possible to analyze the relationship between the elements and the network through the feedback. But, the reliability of the analysis fall because of complicated pair of comparison, also it is difficult to solve the super matrix. In this study, the complicated relationship between each element is inquired through the Interpretive Structural Modeling (ISM). RESULTS : The methodology of ISM is developed to remove the children's potential risk factors in school zone. CONCLUSIONS : It is possible to remove the children's potential risk factors from low level to high level step by step and improve safety. Through this, risk factors can be removed from the low-level, and upper-level will automatically improve.

AN OVERVIEW OF RISK QUANTIFICATION ISSUES FOR DIGITALIZED NUCLEAR POWER PLANTS USING A STATIC FAULT TREE

  • Kang, Hyun-Gook;Kim, Man-Cheol;Lee, Seung-Jun;Lee, Ho-Jung;Eom, Heung-Seop;Choi, Jong-Gyun;Jang, Seung-Cheol
    • Nuclear Engineering and Technology
    • /
    • v.41 no.6
    • /
    • pp.849-858
    • /
    • 2009
  • Risk caused by safety-critical instrumentation and control (I&C) systems considerably affects overall plant risk. As digitalization of safety-critical systems in nuclear power plants progresses, a risk model of a digitalized safety system is required and must be included in a plant safety model in order to assess this risk effect on the plant. Unique features of a digital system cause some challenges in risk modeling. This article aims at providing an overview of the issues related to the development of a static fault-tree-based risk model. We categorize the complicated issues of digital system probabilistic risk assessment (PRA) into four groups based on their characteristics: hardware module issues, software issues, system issues, and safety function issues. Quantification of the effect of these issues dominates the quality of a developed risk model. Recent research activities for addressing various issues, such as the modeling framework of a software-based system, the software failure probability and the fault coverage of a self monitoring mechanism, are discussed. Although these issues are interrelated and affect each other, the categorized and systematic approach suggested here will provide a proper insight for analyzing risk from a digital system.

A study on the Structural Equation Modeling of Interpersonal problem, Stress coping strategy, Mental health of University students at risk of Smartphone addiction (스마트폰중독 위험군 대학생의 대인관계문제, 스트레스 대처방식, 정신건강의 구조모형분석)

  • Lee, Yu-ri;Park, Jeong-Sook
    • Journal of the Korea Convergence Society
    • /
    • v.10 no.2
    • /
    • pp.293-299
    • /
    • 2019
  • This study aimed to analyze the relationship between interpersonal problem, stress coping strategies and mental health for university students at risk of smartphone addiction using a structural equation modeling. Key results of the analysis were as follows. The interpersonal problem increased the severity of mental health. Stress coping strategies had partial mediating effects in the relationship between interpersonal problem and mental health. Passive coping strategy was risk factor and Active coping strategy was protective factor. Based on these results, various interventions for improving mental health for university students at risk of smartphone addiction were suggested.

A study on the cyber security assessment modeling of critical infrastructure (핵심기반시설 사이버 보안 평가 모델링 기법 연구)

  • Euom, Ieck-Chae
    • Journal of Digital Convergence
    • /
    • v.17 no.8
    • /
    • pp.105-113
    • /
    • 2019
  • The purpose of this study is to analyze cyber security risk modeling of critical infrastructure, draw out limitations and improvement measures. This paper analyzed cyber security risk modeling of national critical infrastructure like as electricity sector, nuclear power plant, SCADA. This paper analyzed the 26 precedent research cases of risk modeling in electricity sector, nuclear power plant, SCADA. The latest Critical Infrastructure is digitalized and has a windows operating system. Critical Infrastructure should be operated at all times, it is not possible to patch a vulnerability even though find vulnerability. This paper suggest the advanced cyber security modeling characteristic during the life cycle of the critical infrastructure and can be prevented.

A Study on Risk Analysis and Countermeasures of Electronic Financial Fraud (전자금융사기 위험 분석과 대응방안에 관한 연구)

  • Jeong, Dae Yong;Kim, Gibum;Lee, Sangjin
    • Journal of the Korea Institute of Information Security & Cryptology
    • /
    • v.27 no.1
    • /
    • pp.115-128
    • /
    • 2017
  • The methods of electronic financial fraud continue to evolve. Various research and countermeasures have been proposed to counter this problem, but it is difficult to eradicate it. The purpose of this study is to analyze the risk of electronic financial fraud through MS Threat Risk Modeling and to propose the countermeasures against the electronic financial fraud. As a result of the analysis, it is confirmed that despite the difference of authentication methods, there is a high risk of pharming, and it is difficult to prevent attack by using only additional authentication means, device security or user authentication based security system. Therefore, this study suggests the introduction of preventive measures such as readjustment of transaction limit by security means, account authentication, and additional physical security measures. It also suggests the establishment and implementation of a comprehensive electronic financial fraud prevention policy through linkage of electronic fraud prevention system and improvement of public relations and user awareness.