• 제목/요약/키워드: structural topic model

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Bayesian structural damage detection of steel towers using measured modal parameters

  • Lam, Heung-Fai;Yang, Jiahua
    • Earthquakes and Structures
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    • 제8권4호
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    • pp.935-956
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    • 2015
  • Structural Health Monitoring (SHM) of steel towers has become a hot research topic. From the literature, it is impractical and impossible to develop a "general" method that can detect all kinds of damages for all types of structures. A practical method should make use of the characteristics of the type of structures and the kind of damages. This paper reports a feasibility study on the use of measured modal parameters for the detection of damaged braces of tower structures following the Bayesian probabilistic approach. A substructure-based structural model-updating scheme, which groups different parts of the target structure systematically and is specially designed for tower structures, is developed to identify the stiffness distributions of the target structure under the undamaged and possibly damaged conditions. By comparing the identified stiffness distributions, the damage locations and the corresponding damage extents can be detected. By following the Bayesian theory, the probability model of the uncertain parameters is derived. The most probable model of the steel tower can be obtained by maximizing the probability density function (PDF) of the model parameters. Experimental case studies were employed to verify the proposed method. The contributions of this paper are not only on the proposal of the substructure-based Bayesian model updating method but also on the verification of the proposed methodology through measured data from a scale model of transmission tower under laboratory conditions.

공유숙박업에서 고객 충성도에 영향을 미치는 요인: 구조 방정식 모형과 토픽 모델링 분석 (Antecedents of Customer Loyalty in the Context of Sharing Accommodation: Analysis of Structural Equation Modelling and Topic Modelling)

  • 김선주;김병수
    • 지식경영연구
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    • 제22권3호
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    • pp.55-73
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    • 2021
  • 공유 경제는 쓰지 않은 자원을 다른 사람들과 나누어 쓰는 협력적 소비로 인식되고 있다. 본 연구에서는 공유 숙박업 이용 고객들의 충성도에 영향을 미치는 요인들을 살펴보고자 하였다. 고객들이 공유 숙박업 경험에서 느낀 감정과 자아 이미지 일치성, 인지된 가치를 고객 충성도에 영향을 주는 선행요인으로 고려하였다. 그리고 진정한 경험, 숙소 시설, 가격 공정성을 공유 숙박업의 선택속성으로 고려하였다. Airbnb가 공유 숙박업에서 가장 큰 업체이기 때문에 설문 대상으로 선정하였다. 294명의 Airbnb 이용 고객 데이터를 바탕으로 구조 방정식 모형을 활용하여 요인들 간 관계를 분석하였다. 또한, Airbnb를 이용한 고객이 작성한 리뷰를 통해 고객이 어떤 사항을 중요하게 고려하였는지 살펴보았다. 이를 위해 네이버 블로그에서 Airbnb 리뷰를 수집하여 LDA기반 토픽모델링을 실시하였다. 본 연구 결과를 통해 공유 숙박업에 대한 고객들의 충성도에 영향을 미치는 요인들에 대한 이해를 바탕으로, 효과적인 마케팅 전략과 운영 관리 전략을 수립하는데 도움을 줄 수 있을 것으로 기대된다.

국가해양력시스템의 구조모델과 평가에 관한 연구(I) (A Study on the Structural Model and Evaluation of National Maritime Power System(I))

  • 임봉택;이철영
    • 한국항만학회지
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    • 제14권1호
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    • pp.57-64
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    • 2000
  • For composing the structure model of national maritime power system by system structural modeling, in this study, the 50 basic factors are selected by survey of the extensive and through literatures on maritime, sea, maritime power and sea power. And the basic factors are classified into 36 component factors by cluster method. The 9 attributes are extracted by the application of the principle component analysis method, one of the factor analysis method in system engineering, to component factors. In this study, we define the attributes composing the national maritime power system by integrating the result of this study and existed our studies relating to this topic. Which are showed in Table 2. and we show the structure model of national maritime power system in Fig. 3. In Table 2, the 9 attributes are as follows : the fundamental power of maritime, shipping and port power, naval power, fishing power, shipbuilding power, the power of ocean research and development, dependency on seaborne trade, the protection power of ocean environment and the will and inclination of govemment. Also, in the case of evaluating this system, we conform the importance of considering the interactions among the attributes which have strong interactions in structure model of national maritime power system.

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신제품 개발을 위한 통합 고객만족도 평가모델에 관한 실증적 연구 - 자동차 산업을 중심으로 - (An Empirical Study on the Integrated Customer Satisfaction Evaluation Model for New Product Development - Focused on Automobile Industry -)

  • 김동남;조재림
    • 품질경영학회지
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    • 제32권4호
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    • pp.113-124
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    • 2004
  • Customer satisfaction is becoming an increasingly salient topic in many firms and in academic research. One main rationale behind this interest is that customer satisfaction is believed to be associated with fruitful customer re-visit from the firm's point of view. Some country already had index models which can measure the degree of customer satisfaction. But, such models are ordinary models which used generally the scope of nation-wide /industry. Therefore, we needs some modifications to measure customer satisfaction for specific product & service and to provide the valuable feedback to specific firms. In this Perspectives, this study will evaluate the customer satisfaction index about automobile company and analyze it's result for valuable feedback. This study will present a model for an integrated customer satisfaction evaluation system which used structural equation modeling. Through this study, we anticipate that it will offer the measuring method about customer satisfaction and some guideline for product design process.

Theoretical Determination of Transfer Length in Pretensioned Members Using Thick Cylinder Theory

  • Oh, Byung-Hwan;Kim, Eui-Sung
    • KCI Concrete Journal
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    • 제12권2호
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    • pp.31-43
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    • 2000
  • The extensive usage of pretensioned prestressed concrete component in modem construe- tion as structural members mandates precise understanding of its mechanism. Especially, an adequate transfer of prestressing force from steel tendons to concrete around the end regions of the member is a critical issue. Due to the importance of the topic, several investigators have formulated equations modeling the transfer bond length based on various bonding mechanism between steel and concrete. However, the existing models are still inadequate in predicting the bond development in pretensioned prestressed concrete members. Therefore, this study presents a model of transfer bond length based on rational theory that can simulate experimental results. The model is developed into solid mechanics based structural analysis computer program. The program is validated by comparing the analysis results with experimental results of bond stress distribution, concrete strain profiles, and transfer length in pretensioned prestressed concrete members. The proposed analytical procedure in this study can be utilized as a useful tool for realistic evaluation of transfer length in pretensioned prestressed concrete members.

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뇌졸중 환자의 사회재적응 구조모형: Roy의 적응모형에 기반하여 (A Structural Equation Model on Social Re-Adjustment of Stroke Patients: Based on Roy's Adaptation Model)

  • 김정미;김화순
    • 대한간호학회지
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    • 제53권4호
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    • pp.480-495
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    • 2023
  • Purpose: This study aimed to develop and test a structural equation model on social re-adjustment of individuals with stroke based on a literature review and Roy's adaptation model. Methods: This study involved 321 participants who had a stroke and visited the outpatient department after discharge. The hypothetical model was developed based on Roy's adaptation model and a comprehensive review of previous literature on the topic. The model comprised four exogenous variables (neurological damage, gender [man], age, and social support) and five endogenous variables (activities of daily living, acceptance of disability, depression, rehabilitation motivation, and social re-adjustment). The data were analyzed using SPSS Windows software version 22.0 and AMOS 23.0. Results: Out of 28 research hypotheses, 18 were supported, and they indicated approximately 64% probability of social re-adjustment. Social re-adjustment is directly and significantly affected by age, social support, activities of daily living, and depression. Social re-adjustment is indirectly affected by neurological impairment, gender (men), age, social support, and rehabilitation motivation. Conclusion: Continuous assistance and care should be provided for individuals with disabilities caused by sudden neurological damage to facilitate gradual improvement in their social re-adjustment. To enhance social re-adjustment, especially among older adults, newly developed interventions should focus on improving their activities of daily living, preventing depression, and enhancing support from family and healthcare personnel.

국가해양력시스템의 구조모델화에 관한 연구 (A Study on the Structural Modelling of National Maritime Power System)

  • 임봉택;이철영
    • 한국항해항만학회:학술대회논문집
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    • 한국항해항만학회 1999년도 추계학술대회논문집
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    • pp.153-161
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    • 1999
  • For composing the structure model of national maritime power system by system structural modelling, in this study, the 50 basic factors are selected by survey of the extensive and thorough literatures on maritime, sea, maritime power and sea power. And the basic factors are classified into 36 component factors by cluster method. The 9 attributes are extracted by the application of the principle component analysis method, one of the factor analysis method in system engineering, to component factors. We defined the attributes composing the national maritime power system by integration the result of this study and existed our studies relate to this topic. Which are showed in table 8. and we showed the structure model of national maritime power system in figure 3. In table 8, the 9 attributes are as follows: the fundamental power of maritime, shipping and port power, naval power, fishing power, shipbuilding power, the power of ocean research and development, dependency on seaborne trade, the protection power of ocean environment and the will and inclination of government.

Structural damage detection based on MAC flexibility and frequency using moth-flame algorithm

  • Ghannadi, Parsa;Kourehli, Seyed Sina
    • Structural Engineering and Mechanics
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    • 제70권6호
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    • pp.649-659
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    • 2019
  • Vibration-based structural damage detection through optimization algorithms and minimization of objective function has recently become an interesting research topic. Application of various objective functions as well as optimization algorithms may affect damage diagnosis quality. This paper proposes a new damage identification method using Moth-Flame Optimization (MFO). MFO is a nature-inspired algorithm based on moth's ability to navigate in dark. Objective function consists of a term with modal assurance criterion flexibility and natural frequency. To show the performance of the said method, two numerical examples including truss and shear frame have been studied. Furthermore, Los Alamos National Laboratory test structure was used for validation purposes. Finite element model for both experimental and numerical examples was created by MATLAB software to extract modal properties of the structure. Mode shapes and natural frequencies were contaminated with noise in above mentioned numerical examples. In the meantime, one of the classical optimization algorithms called particle swarm optimization was compared with MFO. In short, results obtained from numerical and experimental examples showed that the presented method is efficient in damage identification.

디지털 인문학 분야의 국내외 연구 동향 분석 (An Analysis on Research Trends of Digital Humanities)

  • 정유경
    • 정보관리학회지
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    • 제37권2호
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    • pp.311-331
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    • 2020
  • 본 연구의 목적은 디지털 인문학 분야의 국내외 주요 연구의 동향을 살펴보고 비교 분석하는 데 있다. 기존의 디지털 인문학 동향에 관한 연구들은 해외의 주요 연구사례와 국가정책, 발전 방향 등을 검토하는 연구들로, 디지틸 인문학 분야의 세부 연구주제 및 하위 분야를 파악하는 것과는 거리가 있었다. 본 연구에서는 국내외 학술 문헌의 계량서지적 분석을 통해 디지털 인문학 분야의 지적 구조를 살펴보고자 한다. 이를 위해 Web of Science와 RISS로부터 2020년 3월까지 출판된 디지털 인문학 관련 국내외 학술 문헌을 수집하여 분석에 사용하였다. 이 자료들을 대상으로 구조적 토픽모델을 적용하여 세부 주제들을 살펴보았으며, 이 주제들의 시계열적 추이를 파악하였다. 분석결과, 국내외 공통적으로 인문학 기반의 융합 연구들이 수행되었으며, 주로 사료의 디지털화가 주된 연구의 관심사였다. 국내는 문화콘텐츠와 스토리텔링 관련된 연구주제가 두드러지게 나타났으며, 해외는 디지털화된 자료의 제공 측면에서 문헌정보학 관련 주제들이 주목을 받는 것으로 나타났다. 이를 통해 국내의 디지털 인문학 분야의 연구 공백을 파악하고 연구주제 확장이 가능한 영역들을 제안하였다.

키워드 네트워크 분석과 토픽모델링을 활용한 정보활용교육 연구 동향 분석 (Analysis of Research Trends in Information Literacy Education Using Keyword Network Analysis and Topic Modeling)

  • 임정훈
    • 정보관리학회지
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    • 제39권4호
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    • pp.23-48
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    • 2022
  • 본 연구는 키워드 네트워크 분석과 토픽모델링을 활용하여 국내 정보활용교육 연구의 흐름을 살펴보고 향후 정보활용교육의 방향성을 모색하는데 목적이 있다. 이를 위하여 국내 문헌정보학 분야의 학술지에 게재된 정보활용교육과 관련된 논문 306편을 선정하고, 논문의 초록을 대상으로 전처리 과정을 거쳐 전체 키워드 출현 빈도, 시기별 키워드 출현 빈도, 키워드 동시출현 빈도분석을 수행하였다. 이어서 키워드 네트워크 분석을 통해 키워드의 연결중심성과 매개중심성, 위세중심성을 분석하였다. 또한 구조적 토픽모델링 분석을 활용하여 15개의 토픽(교육과정, 정보활용교육 효과, 정보활용교육 내용, 학교도서관 교육, 정보매체활용, 정보활용능력 평가 지표, 도서관 불안, 공공도서관 프로그램, 대학도서관 이용자교육, 건강정보 활용능력, 정보격차, 도서관활 용수업 개선, 연구 동향, 정보활용교육 모델, 교사 역할)을 도출하고, 토픽별로 비중의 변화를 확인하기 위해 연도별 토픽 추이를 분석하였다. 이러한 결과를 바탕으로 정보활용교육의 방향성과 후속 연구에 대한 제언을 제시하였다.