• Title/Summary/Keyword: 비정형분석

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Analysis of similarity between industries based on unstructured data using topic modeling (토픽 모델링을 이용한 비정형 데이터 기반 산업간 유사도 분석)

  • Kim, Kyungwon;Park, Jongbin;Jung, Jongjin;Yoon, Kyoungro
    • Proceedings of the Korean Society of Broadcast Engineers Conference
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    • 2018.11a
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    • pp.180-182
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    • 2018
  • 최근 빠르게 변화하는 산업 환경에서 뉴스 기사와 같은 비정형 데이터를 기반으로 산업 트랜드를 분석하기 위한 연구가 진행되고 있다. 뉴스와 같은 비정형 데이터를 기반으로 산업별 트랜드를 분석하기 위해서는 분석 대상 산업에 대한 많은 양의 시계열 데이터가 요구된다. 하지만, 수집된 비정형 데이터를 분류하면 산업별/기간별 일정하지 않은 데이터 분포를 보이거나, 특정 산업에 대해서는 특정 기간에 데이터가 존재하지 않은 경우가 발생하여 산업별 시계열 분석이 어려운 경우가 발생할 수 있다. 이에, 본 논문에서는 산업별/기간별 균일하지 못한 비정형 데이터의 분포를 보정하기 위한 방법으로 비정형 데이터 기반 산업간 유사도를 분석 기법을 제안한다. 산업별 유사도 분석을 위해 각 산업별 주요 키워드를 도출하고 토픽 모델링 기법을 이용하여 산업간 유사도 분석을 통해 산업별/기간별 비정형 데이터 부족현상을 보완하는 방법을 제시한다.

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A Study on the User Behavior of Atypical Building Facilities and Spaces (비정형 건축시설물 및 공간에 대한 사용자 행동에 관한 연구)

  • Park, Hyo-Jeen;Park, Ji-Min;Lee, Hyang-Sun;Lee, Yun-Gil
    • Asia-pacific Journal of Multimedia Services Convergent with Art, Humanities, and Sociology
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    • v.9 no.9
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    • pp.1041-1048
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    • 2019
  • Recently, social demands on atypical buildings and building spaces are increasing, and examples of atypical buildings are easily seen in major cities around the world. This study investigates the user behaviors in the typical atypical buildings currently constructed and analyzes the characteristics of human behavior in the atypical building space. Ultimately, this study aims to develop human behavior simulation technology for reviewing residential performance of atypical building space design, and the results of this study can be used for user behavior modeling and simulation technology development. This is because it is difficult to find an investigation or analysis of what behavioral characteristics occur in the atypical building space in previous studies. This study derives the characteristics of human behavior in the atypical architectural space that has been overlooked in the existing human behavior simulation tools. In other words, the site visits and surveys typical atypical buildings to investigate user behaviors in typical spaces and other atypical buildings.

An Analysis and Improvement of Free Form Building's Construction Productivity - Focused on Exposed Concrete Work - (비정형 건축물 공사의 생산성 분석 및 향상방안 - 노출콘크리트 공사를 중심으로 -)

  • Lee, Eun-Young;Kim, Yea-Sang
    • Korean Journal of Construction Engineering and Management
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    • v.15 no.3
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    • pp.38-46
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    • 2014
  • The Global's top five Design Firms selected from BauNetz a German architectural magazine in 2007 designed free form building design which was 25% of the overall design by 2006-2010. Free form building is a landmark of the city and the country so its social and economic impacts are very large. In case of Korea, free form buildings such as Tribowl in Incheon, KINTEX Exhibition hall 2 and Dongdaemun Design Plaza have increased. However, those the increase in design trends and, the needs due to the lack of free form building design and construction management experience, free form building projects can't be expected to profitability and have a number of problems after completion. Especially, there are many excessive quality problems and the rising cost due to design changes frequently and lack of experience and data. Thus an initial plan regardless of considering of free form building's characteristics can be a huge risk because of the difference with the plan and actual projects, yet there aren't free form building project's performance data and case studies related to productivity. In this study, through selection of low-construction productivity works and an analysis of the work process and productivity data, hope to propose an actual field productivity of free form building and the ways to improve productivity.

Cost Performance Evaluation Framework through Analysis of Unstructured Construction Supervision Documents using Binomial Logistic Regression (비정형 공사감리문서 정보와 이항 로지스틱 회귀분석을 이용한 건축 현장 비용성과 평가 프레임워크 개발)

  • Kim, Chang-Won;Song, Taegeun;Lee, Kiseok;Yoo, Wi Sung
    • Journal of the Korea Institute of Building Construction
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    • v.24 no.1
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    • pp.121-131
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    • 2024
  • This research explores the potential of leveraging unstructured data from construction supervision documents, which contain detailed inspection insights from independent third-party monitors of building construction processes. With the evolution of analytical methodologies, such unstructured data has been recognized as a valuable source of information, offering diverse insights. The study introduces a framework designed to assess cost performance by applying advanced analytical methods to the unstructured data found in final construction supervision reports. Specifically, key phrases were identified using text mining and social network analysis techniques, and these phrases were then analyzed through binomial logistic regression to assess cost performance. The study found that predictions of cost performance based on unstructured data from supervision documents achieved an accuracy rate of approximately 73%. The findings of this research are anticipated to serve as a foundational resource for analyzing various forms of unstructured data generated within the construction sector in future projects.

Digital Technologies for Freeform Building in Korea (국내 비정형건축의 디지털 기술적용에 관한 연구)

  • Ryu, Jeong-Won
    • Journal of the Korea Academia-Industrial cooperation Society
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    • v.13 no.9
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    • pp.4259-4265
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    • 2012
  • Digital technologies and raising problems in freeform building design and construction in Korea were examined in this paper. Three Korean building cases were researched by having interviews with experts and documentary survey for this purpose. The following problems and important points were drawn from this research. The necessity of panel optimization, significance of the secure file conversion, difficulties in securing constructability of freeform building and using of 3D data for manufacturing panels.

Dynamic Characteristics of a 3-dimensional Irregular Setback Structure (3차원 비정형 Setback 구조물의 동적 특성)

  • 문성권
    • Computational Structural Engineering
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    • v.11 no.4
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    • pp.287-294
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    • 1998
  • 입면의 형태가 임의의 층에서 큰 차이를 보이는 3차원 비정형 setback 구조물의 동적 거동 특성과 이들 구조물의 동적 거동에 미치는 바닥 슬래브의 면내 변형 효과를 분석하였다. 비정형 setback 구조물의 전반적인 동적 거동특성을 분석하기 위하여 베이스 부분의 평면적과 타워 부분의 평면적 비(R?), setback 발생위치(L?)등을 매개 변수로 사용하였다. 48개의 비정형 setback 구조물들에 대한 해석 수행 결과 setback 구조물은 정형 구조물에 비해 횡방향 1차 모드의 유효 모드 중량(effective modal weight)이 작게 나타나는 경향을 보이기 때문에 setback 구조물의 동적 거동을 파악하기 위해서는 등가 정적 해석법 대신에 동적 해석을 수행할 필요가 있음을 알 수 있었다. 바닥슬래브의 면내 변형은 보다 긴 구조물의 고유 진동 주기값을 가져오며 모드 순서 및 모드 형상에도 변화를 준다. 이러한 사실은 바닥슬래브의 면내 변형으로 인하여 횡방향 저항 요소들간의 전단력 분포와 층 변위가 영향을 받을 수 있다는 것을 의미한다. 이러한 현상은 횡방향 저항 요소들간의 강성 차가 심한 프레임-전단벽 시스템에서 두드러지게 나타난다.

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Development of the Preliminary Cost Estimate Method for the Free-Form Building Facade Trade in Conjunction with the Panel Optimization Algorithm Process (곡면 최적화 알고리즘을 활용한 비정형 건축물 외장공사비 개산견적에 관한 연구)

  • Lim, Jang Sik;Ock, Jong Ho
    • Korean Journal of Construction Engineering and Management
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    • v.15 no.4
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    • pp.95-106
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    • 2014
  • The outer surfaces of free form buildings contain panels with two-directional curvatures. To construct these panels, complex geometric surfaces should be divided into forms and sizes that can be manufactured and constructed efficiently. Because the bigger the curvatures of these panel, the more expensive the construction costs, these complex curvatures should go through optimal process of reinterpretation to minimize the curved surfaces with complex two-directional curvatures, which is called panel optimization. Small construction and design companies have trouble in calculating even rough estimate and cannot adjust expected construction cost of the panels based on comparison of design alternatives in conjunction with panel optimization process due to lack of knowledge and experience. This study conducts the research that can support designers' cost decision-making in the design stage of the free form buildings with respect to the panel optimization process. A 3D commercial application specialized to modeling free form shapes is used for the purpose.

A Study on the Characteristics of Formal Expression of Atypical Buildings (비정형 건축물의 형태 표현특징에 관한 연구)

  • Jiang, Bo;Hong, Kwan-Seon
    • The Journal of the Korea Contents Association
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    • v.21 no.4
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    • pp.795-814
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    • 2021
  • With the development of science and technology in recent years, various types of unstructured buildings have begun to be implemented by combining traditional architectural styles with digital tools, which are significantly different from conventional formal buildings. Designers will use various methods or digital tools to complete the unstructured and freer architectural forms when building an unstructured building. Based on this background, the need for research on the criteria for evaluating the characteristics of unstructured architectural forms is raised. First, the text was reconstructed by considering and integrating the elements of the unstructured exterior form based on prior research, with the external form of the unstructured building as the main research object. Second, the purpose of this study was to classify various types of unstructured forms and to provide important basic data for designing digital processes of unstructured architectural forms.Third, from 2000 to 2020, the text focused on the study of unstructured buildings and conducted in-depth analysis of the characteristics of their form expressions. While providing a case basis for the study of related fields, distribution laws and presence values related to the characteristics of unstructured buildings were sought. In addition, the analysis was conducted in combination with the distribution of functional use of buildings, and this study is differentiated from the existing research in that the atypical form is applied to the buildings by use, and the application trend of this type is understood to enhance understanding of the atypical form of buildings.

Unstructured Data Analysis using Equipment Check Ledger: A Case Study in Telecom Domain (장비점검 일지의 비정형 데이터분석을 통한 고장 대응 효율화 사례 연구)

  • Ju, Yeonjin;Kim, Yoosin;Jeong, Seung Ryul
    • Journal of Internet Computing and Services
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    • v.21 no.1
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    • pp.127-135
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    • 2020
  • As the importance of the use and analysis of big data is emerging, there is a growing interest in natural language processing techniques for unstructured data such as news articles and comments. Particularly, as the collection of big data becomes possible, data mining techniques capable of pre-processing and analyzing data are emerging. In this case study with a telecom company, we propose a methodology how to formalize unstructured data using text mining. The domain is determined as equipment failure and the data is about 2.2 million equipment check ledger data. Data on equipment failures by 800,000 per year is accumulated in the equipment check ledger. The equipment check ledger coexist with both formal and unstructured data. Although formal data can be easily used for analysis, unstructured data is difficult to be used immediately for analysis. However, in unstructured data, there is a high possibility that important information. Because it can be contained that is not written in a formal. Therefore, in this study, we study to develop digital transformation method for unstructured data in equipment check ledger.

Digital Technologies for Structural System Design of Irregular Shaped Buildings (비정형 건축물 구조시스템 설계를 위한 디지털 요소기술)

  • Lee, Jae-Cheol
    • Proceedings of the Computational Structural Engineering Institute Conference
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    • 2009.04a
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    • pp.76-79
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    • 2009
  • 최근 계획되고 있는 초고층 건축물은 높이에 따른 기술경쟁력의 과시와 함께 비정형의 자유로운 건축적 형상을 통한 디자인 형태의 상징성을 강조하는 경향을 보이고 있다. 이러한 비정형 건축물의 구조시스템은 기술적, 경제적 문제로 인해 한정된 수의 가능성 있는 대안만이 고려되어 왔으나, 첨단 디지털 기술의 발전에 따라 비정형 건축물의 구조시스템에 대해 이전에는 적용이 불가능하였던 다수의 구조시스템 대안을 생성하고 동일한 컨셉을 가진 다양한 구조시스템 대안의 비교평가를 통해 검토안의 수를 최소화하는 것이 가능해졌다. 본 연구에서는 비정형 건축물 구조시스템 설계를 위한 디지털 요소기술에 대해 현재까지의 연구현황을 분석하고 앞으로의 연구방향과 과제를 제시하고자 한다.

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