• 제목/요약/키워드: Construction of Knowledge

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LLM과 RAG 기반 BIM 지식 전문가 에이전트 연구 (BIM Knowledge Expert Agent Research Based on LLM and RAG)

  • 강태욱;박승화
    • 한국BIM학회 논문집
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    • 제14권3호
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    • pp.22-30
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    • 2024
  • Recently, LLM (Large Language Model), a rapidly developing generative AI technology, is receiving much attention in the smart construction field. This study proposes a methodology for implementing an knowledge expert system by linking BIM (Building Information Modeling), which supports data hub functions in the smart construction domain with LLM. In order to effectively utilize LLM in a BIM expert system, excessive model learning costs, BIM big data processing, and hallucination problems must be solved. This study proposes an LLM-based BIM expert system architecture that considers these problems. This study focuses on the RAG (Retrieval-Augmented Generation) document generation method and search algorithm for effective BIM data retrieval, with the goal of implementing an LLM-based BIM expert system within a small GPU resource. For performance comparison and analysis, a prototype of the designed system is developed, and implications to be considered when developing an LLM-based BIM expert system are derived.

Local Knowledge on Trees Utilization and Their Existing Threats in Rashad District of Nuba Mountains, Sudan

  • Adam, Yahia Omar
    • Journal of Forest and Environmental Science
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    • 제30권4호
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    • pp.342-350
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    • 2014
  • Rural people of Sudan are endowed with a deep knowledge concerning the utilization of different tree species. However research on the local knowledge related to tree species utilization still lacks adequate attention. The study objectives were to identify the existing local knowledge related to the utilization of the tree species and the existing threats to the availability of the trees. A total of 300 respondents were selected randomly from Rashad district in Nuba Mountains in 2011. Semi-structured interview, direct observation, group discussion, preference ranking and direct matrix ranking were used to collect the data. The study results revealed that people of Nuba Mountains utilize different tree species for food, medicinal purposes, fodder, firewood, construction and cultural ceremonies. The study results also indicated that the availability of trees is negatively influenced by firewood collection, agricultural expansion, drought, overgrazing and charcoal production. The study concluded that local knowledge has crucial role in tree species utilization in Nuba Mountains. Further researches to document and substantiate the local knowledge on useful tree species are highly recommended.

MEASURING AND COMPARING PROFIT PATTERNS OF TRADITIONAL CONSTRUCTION COMPANIES EXTENDING TO HIGH-TECH CONSTRUCTION

  • Jieh-Haur Chen;Chung-Fah Huang;S. C. Hsu
    • 국제학술발표논문집
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    • The 1th International Conference on Construction Engineering and Project Management
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    • pp.360-365
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    • 2005
  • The need of constructing high-tech facilities is one of the important issues concerning the competitiveness by the high-tech companies. It, simultaneously, offers a magnificent opportunity for construction participants. Nevertheless, the high-tech construction is experience-based, resulting in little related construction knowledge that has been statistically analyzed and documented. This study measures and confers with the profit patterns causing the disparity between the traditional and high-tech construction. The database was the result of collecting detailed information of 65 construction projects from eight construction companies, including detailed records of over 20 main construction operations in each project. All of these were performed during the recent 10 years and encompassed in the project types of the high-tech construction, residential building, and commercial building. Rendering suggestions regarding profit management and expecting to economize cost of learning from inexperience while extending to the high-tech construction were both presented.

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창업 온톨로지 구축을 위한 벤처창업 연구의 지식구조 분석 (An Analysis of the Intellectual Structure of Venture-Creation Studies to build an Entrepreneurship Ontology)

  • 심재후;최명길
    • 지식경영연구
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    • 제14권4호
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    • pp.75-86
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    • 2013
  • The deeping interests and research toward Entrepreneurship, which is considered as an potential alternative for solving the continuing economic recession in the $21^{st}$ century, have grown. The process and methodology of the research could not be systematically arranged and the results of the research lack in efforts on the application of increasing suceess ratio in starting new business. This study adopted corpus methodology, through which we try to analyzes the knowledge structure in entrepreneurship research, derive essential concepts and the consisting domains in venture research. Based on the results of analysis, this study constructs the knowledge structure of venture research in a form of knowledge ontology. The results of the study could be a ground for entrepreneurship research and utilized as implication for a creation of construction for the entrepreneurship knowledge ontology.

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공사 착공 전 단계의 공정리스크 대응방안 (Scheduling Risk Management at the Preconstruction Phase)

  • 박지훈;김선국;한충희
    • 한국건설관리학회:학술대회논문집
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    • 한국건설관리학회 2004년도 제5회 정기학술발표대회 논문집
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    • pp.457-461
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    • 2004
  • 착공 전 단계의 부족한 공정리스크 관리는 시공단계의 공정리스크로 발생하여 프로젝트의 공기연장과 원가상승 등의 부정적인 영향을 미치게 된다. 따라서 착공 전 단계의 공정리스크 관리는 프로젝트 성공의 중요한 요소이자 건설기업의 경쟁력으로 대두되고 있다. 이러한 관점에서 본 연구는 공사 착공 전 단계의 공정리스크 관리를 위한 대상 공종별 리스크 요인 도출 및 대응방안을 제시하고자 한다. 대상 공종은 토공사, 철근콘크리트공사, 철골공사, 커튼월공사로 한정하였고 방법론은 지식관리시스템(Knowledge Management System)을 적용하여 공종별 전문가에 의한 업무 플로우를 작성하였다. 업무 플로우 분석을 통하여 업무 단계별 공정리스크 인자를 도출하였고, 리스크 인자의 중요도에 따른 리스크 요인별 대응방안과 담당자, 수행시점, 요구정보 등과 같은 세부대책을 제시하였다.

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시선추적기술을 활용한 건설분야 육안점검 고도화 기술 개발을 위한 기초연구 (A Preliminary Study for Development of the Advanced Eye Inspection Method Using Eye-tracking Technology)

  • 남지현;임종록;박찬영;윤성민
    • 한국건축시공학회:학술대회논문집
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    • 한국건축시공학회 2021년도 봄 학술논문 발표대회
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    • pp.275-276
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    • 2021
  • In the construction industry, many of the inspection activities have been conducted by experts' eyes. The inspection performance of this kind of method is highly influenced by experience and knowledge of the expert. The experts who have fluent experience may show better inspection performance than the novice. The problem is the deficiency of experts in the near future due to the acceleration of retirement of the aging expert. Eye-tracking technology can be a solution to effectively educate the novice through transferring the knowledge of an expert and to advance the inspection activities using experts' eyes. This study, as an initial step to suggest the solution, (1) figured out the state of the art of eye-tracking technology, (2) reviewed the previous research to improve the inspection in construction using experts' eye, (3) explored the potential of the application area of eye-tracking technology, and (4) established the framework to develop the advanced inspection method in two application area which are construction site safety management and infrastructure performance measurement.

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Korean Engineering Firms' Competitiveness Change for the Last Decade

  • Jung, Mincheol;Kim, Handon;Choi, Seeun;Cho, Hyunsang;Oh, Donggeun;Kim, Jimin;Jang, Hyounseung
    • 국제학술발표논문집
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    • The 9th International Conference on Construction Engineering and Project Management
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    • pp.599-607
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    • 2022
  • Recently, there has been a steady decrease in the proportion of the construction sector among Korean engineering firms. Thus it is essential for Korean engineering firms in the construction sector, which lack experience in overseas ventures, to identify and improve their competitiveness for successful overseas expansion. Therefore, in this study, changes in Korean engineering firms' capabilities for the last decade were analyzed to promote entry into overseas road and water resource engineering markets. Competency factors that require urgent improvement were derived based on Importance-Performance Analysis (IPA) as a tool for quantitative measurement. As a result, the factor that shows low performance compared to the importance is an overall understanding of the target country in the road and water resource areas. Knowledge of regulatory issues on design, the ability of time management software, and knowledge of the regulatory problems on construction safety are also insufficient. This study can be used as a research methodology to identify competitiveness that Korean engineering firms have to strengthen when they advance into overseas markets in roads, water resources, and other areas.

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조작적 구성주의와 사회적 구성주의에서 구성의 의미와 과정 (The Meaning and Mechanism of the 'Construction' in the Operational Constructivism and the Social Constructivism)

  • 임재훈;홍진곤
    • 대한수학교육학회지:수학교육학연구
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    • 제8권1호
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    • pp.299-312
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    • 1998
  • In this study, we have investigated the meaning and mechanism of the 'construction' in the operational constructivism and the social constructivism. According to Piaget, a mathematical concept is the operational sch me, which is constructed through the reflective abstraction from a general coordination of activities and operations. The process of the reflective abstraction consists of 'reflechissement'and 'reflexion'. The reflechissement starting from 'intriorisation' concludes with 'thematisation', and the reflexion consists in the 'equilibration' of the result of reflechissement. The 'construction' in the social constructivism includes two process. One is the process from the individual, subjective knowledge of mathematics to the social, objective knowledge of mathematics, and the other is vice versa. The emphases is placed on the 'social interaction' and the 'representation' in this two processes. In this context, if we want to apply the social constructivism, we should clarify the meaning of 'society', and consider the difference between the society of mathematicians and the society of students.

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시스템 제어를 위한 지식베이스의 구축 (A Construction of the Knowledge Base for System Regulation)

  • 김도성;이명호
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 1989년도 하계종합학술대회 논문집
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    • pp.106-108
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    • 1989
  • In this paper,an algorithm is implemented to retrieve the control knowledge from the plant being controlled. And this knowledge is stored to the knowledge base and is continuously modified. A control system which realizes this algorithm generates control knowledge automatically and modifies the knowledge base, which was previously generated, in accordance with the experience of input-output relations. And this kind of system can manipulate knowledge by symbolic descriptions. So this system can be used to implement the heuristic procedure which was difficult to realize through conventional procedural computer languages or numerical techniques.

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IFC-BIM 연계 지식정보기반 마감공사 개산견적 프레임워크 (Schematic Estimate Framework of Finishing Works based on IFC-BIM Knowledge)

  • 박상헌;박형진;구교진
    • 한국산학기술학회논문지
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    • 제16권6호
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    • pp.4176-4184
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    • 2015
  • 건설사업 전 생애주기 중 설계단계에서의 대안별 비용 예측은 사업의 수익성 및 타당성 분석을 위한 판단기준이 된다. 설계도서가 완성되지 않은 초기 설계단계에서 과거의 유사자료를 바탕으로 개산견적이 실시되고 있다. 견적자의 경험과 산정방법에 따라 물량이 상이하고 누락되는 경우가 발생한다. 최근 IT기술 발전으로 BIM 기술이 주목을 받으면서 건설 전반에 걸쳐 기획, 설계, 시공, 유지관리 기술의 패러다임을 변화 시키고 있다. BIM을 활용한 다양한 연구가 시도되고 있지만, 활용 효과는 건설 사업의 기대에 미치지 못하고 있다. 본 연구에서는 국제 표준 IFC와 견적 관련 지식정보를 연계한 개산견적 프레임워크를 제안한다. 그 결과, 초기 설계단계에서 의사결정을 위한 공사비 예측을 수행하며, 그리고 선행연구의 한계점을 일부분 극복이 가능할 것으로 기대된다. 또한, 개산견적 프레임워크는 프로세스 일부를 자동화하였기 때문에 변경에 대한 능동적인 대처가 가능하다.