• 제목/요약/키워드: Co-Classification Analysis

검색결과 309건 처리시간 0.033초

특허 동시분류분석과 텍스트마이닝을 활용한 사물인터넷 기술융합 분석 (Analyzing Technological Convergence for IoT Business Using Patent Co-classification Analysis and Text-mining)

  • 문진희;권의준;금영정
    • 기술혁신연구
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    • 제25권3호
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    • pp.1-24
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    • 2017
  • 최근 기술융합의 핵심현상으로 사물인터넷이 대두되면서 사물인터넷의 기술트렌드 및 기술융합에 관해 많은 연구들이 진행되고 있다. 그러나 기존 연구들의 대부분이 사물인터넷 기술 동향에 대한 정성적 연구에 그치고 있어 기술융합의 구체적 양상을 파악하기 어려운 실정이다. 따라서 본 연구에서는 특허 데이터를 기술의 대용데이터로 간주하고, 동시 분류분석과 텍스트마이닝을 바탕으로 사물인터넷 융합 네트워크를 구축하고 융합의 특성을 분석하였다. 본 연구에서는 먼저 문헌연구를 통해 사물인터넷의 융합을 일으키는 주요 기술군을 디바이스, 네트워크, 플랫폼, 서비스 네 가지로 정의한 후, "Internet of Things" 키워드를 중심으로 미국 특허청에서 수집된 923개 특허의 클래스를 네 가지 기술군에 할당하여 이들 간 관계를 파악하였다. 대부분의 클래스 및 키워드가 디바이스에 관련되어 있으므로, 본 연구에서는 융합 현상을 디바이스 융합과 전체 융합으로 나누어 기술융합 양상을 파악하였다. 디바이스 중심의 사물인터넷 기술을 분석한 결과 센서 디바이스를 비롯한 헬스케어 디바이스, 냉장 및 냉동 장치, 에너지관리 디바이스, 로봇, 임베디드 등이 주요 융합 그룹으로 도출되었다. 전체 기술을 대상으로 분석한 결과 사물인터넷 요소기술을 중심으로 스마트 헬스케어, 스마트 홈, 무인자동차 등 사물인터넷의 다양한 응용영역들이 기술융합을 이루고 있는 것으로 파악되었다. 본 연구 결과는 사물인터넷 기술융합 활성화를 위한 정책 및 전략 수립에 효과적으로 활용될 수 있을 것으로 기대된다.

드릴쉽 건조 중 문풀 구조 수정 작업 및 구조적 안정성 검토 (Repair Procedure and Structural Strength Analysis to Damage of Moon-Pool Structure for Drillship During Construction)

  • 유인상;손상용;백승중;최용락;유해근;윤기정
    • 대한조선학회 특별논문집
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    • 대한조선학회 2011년도 특별논문집
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    • pp.12-16
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    • 2011
  • During the shipbuilding construction, the repair works will be occurred by various reasons such as the natural disaster, mistakes of engineers or workers, defect of material, and so on. The one of the engineer's responsibilities is to design considering every possibility and to prevent the repair works due to the mistakes during construction stages, but actually it is very difficult and impossible to avoid every mistake. However, it is also the responsibility of engineers to find the best solution for the unavoidable mistakes which is to maintain the capacity of vessel and guarantee the safety for the repair works considering the construction schedules and economic cost. In this paper, it will be introduced the brief of repair works to the structural damage of the moon-pool structure in drillship which is built in our shipyard. For the verification of the structural strength, the fatigue analysis has been carried out based on the guide of Classification society. Furthermore, the modifications of structure design and welding procedure have been applied to avoid the stress concentration in the moon-pool structure.

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Evaluation of DoP-CPD Classification Technique and Multi Looking Effects for RADARSAT-2 Images

  • Lee, Kyung-Yup;Oh, Yi-Sok;Kim, Youn-Soo
    • 대한원격탐사학회지
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    • 제28권3호
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    • pp.329-336
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    • 2012
  • This paper give further assessment on the original DoP-CPD classification scheme. This paper provides some additional comparative study on the DoP-CPD with H/A/alpha classifier in terms of multi look effects and classification performances. The statistics and multi looking effects of the DoP and CPD were analyzed with measured polarimetric SAR data. DoP-CPD is less sensitive to the number of averaging pixels than the entropy-alpha technique. A DoP-CPD diagram with appropriate boundaries between six different classes was then developed based on the data analysis. A polarimetric SAR image DoP-CPD classification technique is verified with C-band polarimetric RADARSAT-2 images.

An Approximation Method in Collaborative Optimization for Engine Selection coupled with Propulsion Performance Prediction

  • Jang, Beom-Seon;Yang, Young-Soon;Suh, Jung-Chun
    • Journal of Ship and Ocean Technology
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    • 제8권2호
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    • pp.41-60
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    • 2004
  • Ship design process requires lots of complicated analyses for determining a large number of design variables. Due to its complexity, the process is divided into several tractable designs or analysis problems. The interdependent relationship requires repetitive works. This paper employs collaborative optimization (CO), one of the multidisciplinary design optimization (MDO) techniques, for treating such complex relationship. CO guarantees disciplinary autonomy while maintaining interdisciplinary compatibility due to its bi-level optimization structure. However, the considerably increased computational time and the slow convergence have been reported as its drawbacks. This paper proposes the use of an approximation model in place of the disciplinary optimization in the system-level optimization. Neural network classification is employed as a classifier to determine whether a design point is feasible or not. Kriging is also combined with the classification to make up for the weakness that the classification cannot estimate the degree of infeasibility. For the purpose of enhancing the accuracy of a predicted optimum and reducing the required number of disciplinary optimizations, an approximation management framework is also employed in the system-level optimization.

REACH 물질 등록 시 분류에 영향을 주는 미량 유해 무기물질의 스크리닝·정량·해석을 위한 체계도 연구 (Study on scheme for screening, quantification and interpretation of trace amounts of hazardous inorganic substances influencing hazard classification of a substance in REACH registration)

  • 권현아;박광서;손승환;최은경;김상헌
    • 분석과학
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    • 제32권6호
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    • pp.233-242
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    • 2019
  • Substance identification is the first step of the REACH registration. It is essential in terms of Classification, Labelling and Packaging (CLP) regulation and because even trace amounts of impurities or additives can affect the classification. In this study, a scheme for the screening, quantification, and interpretation of trace amounts of hazardous inorganic substances is proposed to detect the presence of more than 0.1% hazardous inorganic substances that have been affecting the hazard classification. An exemplary list of hazardous inorganic substances was created from the substances of very high concern (SVHCs) in REACH. Among 201 SVHCs, there were 67 inorganic SVHCs containing at least one or ~2-3 heavy metals, such as As, Cd, Co, Cr, Pb, Sb, and Sn, in their molecular formula. The inorganic SVHCs are listed in excel format with a search function for these heavy metals so that the hazardous inorganic substances, including each heavy metal and the calculated ratio of its atomic weight to molecular weight of the hazardous inorganic substance containing it, can be searched. The case study was conducted to confirm the validity of the established scheme with zinc oxide (ZnO). In a substance that is made of ZnO, Pb was screened by XRF analysis and measured to be 0.04% (w/w) by ICP-OES analysis. After referring to the list, the presence of Pb was interpreted just as an impurity, but not as an impurity relevant for the classification. Future studies are needed to expand on this exemplary list of hazardous inorganic substances using proper regulatory data sources.

A Bibliometric Approach for Department-Level Disciplinary Analysis and Science Mapping of Research Output Using Multiple Classification Schemes

  • Gautam, Pitambar
    • Journal of Contemporary Eastern Asia
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    • 제18권1호
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    • pp.7-29
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    • 2019
  • This study describes an approach for comparative bibliometric analysis of scientific publications related to (i) individual or several departments comprising a university, and (ii) broader integrated subject areas using multiple disciplinary schemes. It uses a custom dataset of scientific publications (ca. 15,000 articles and reviews, published during 2009-2013, and recorded in the Web of Science Core Collections) with author affiliations to the research departments, dedicated to science, technology, engineering, mathematics, and medicine (STEMM), of a comprehensive university. The dataset was subjected, at first, to the department level and discipline level analyses using the newly available KAKEN-L3 classification (based on MEXT/JSPS Grants-in-Aid system), hierarchical clustering, correspondence analysis to decipher the major departmental and disciplinary clusters, and visualization of the department-discipline relationships using two-dimensional stacked bar diagrams. The next step involved the creation of subsets covering integrated subject areas and a comparative analysis of departmental contributions to a specific area (medical, health and life science) using several disciplinary schemes: Essential Science Indicators (ESI) 22 research fields, SCOPUS 27 subject areas, OECD Frascati 38 subordinate research fields, and KAKEN-L3 66 subject categories. To illustrate the effective use of the science mapping techniques, the same subset for medical, health and life science area was subjected to network analyses for co-occurrences of keywords, bibliographic coupling of the publication sources, and co-citation of sources in the reference lists. The science mapping approach demonstrates the ways to extract information on the prolific research themes, the most frequently used journals for publishing research findings, and the knowledge base underlying the research activities covered by the publications concerned.

국가직무능력 분석을 통한 4차산업 혁명의 교육방향 제안 (Suggestion of Education Direction of 4th Industrial Revolution through Analysis of the National Competency Standards)

  • 임성욱;윤성필;백창화
    • 품질경영학회지
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    • 제45권4호
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    • pp.709-716
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    • 2017
  • Purpose: NCS(National Competency Standards) is a systematic organization of knowledge, skills, and literacy required for performing tasks in industrial settings. This research aims to search for keywords that are important to us and to present key directions of education for the fourth industrial age in the future. Methods: The systematic classification system of NCS was investigated and the classification code structure was analyzed. Among them, the frame and structure analysis of the classification code of quality was analyzed using R-program. Results: This study grasped the quality classification situation of NCS and suggested improvement plan from the operational aspect of the fourth industrial revolution era. Conclusion: In conclusion, this study suggested the idea of education direction of SMEs(Small and Medium-sized Enterprises) in the era of the 4th industrial revolution by understanding NCS which reflects Korean characteristics.

Monitoring the Change of Technological Impacts of Technology Sectors Using Patent Information: the Case of Korea

  • Yoon, Janghyeok;Kim, Mujin;Kim, Doyeon;Kim, Jonghwa;Park, Hyunseok
    • Industrial Engineering and Management Systems
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    • 제14권1호
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    • pp.58-72
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    • 2015
  • A primary concern of national R&D plans is to encourage technological development in private firms and research institutes. For effective R&D planning and program support, it is necessary to assess technological impacts that may exist both directly and indirectly among technology areas within the whole technology system; however, previous studies analyze only direct impacts among technologies, failing to capture both direct and indirect impacts. Therefore, this study proposes an approach based on decision-making trial and evaluation laboratory (DEMATEL) to identifying specific characteristics of technology areas, such as technological impact and degree of cause or effect (DCE). The method employs patent co-classification analysis to construct a technological knowledge flow matrix. Next, to capture both direct and indirect effects among technology areas, it incorporates the modified DEMATEL process into patent analysis. The method helps analysts assess the technological impact and DCE of technology areas, and observe their evolving trajectories over time, thereby identifying relevant technological implications. This study presents a case study using Korean patents registered during 2003-2012. We expect our analysis results to be helpful input for R&D planning, as well as the suggested approach to be incorporated into processes for formulating national R&D plans.

반잠수식 시추선의 Shale Shaker Room 폭발 사고에 대한 위험도 기반 사고한계상태 평가 (Risk Based Accidental Limit State Evaluation on Explosion Accident at Shale Shaker Room of Semi-Submersible Drilling Rig)

  • 유승재;김한별;박진후;원선일;최병기
    • 대한조선학회 특별논문집
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    • 대한조선학회 2015년도 특별논문집
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    • pp.69-73
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    • 2015
  • An evaluation of the accidental limit state (ALS) for design of a semi-submersible drilling rig is one of the essential design requirements as well as ultimate limit state (ULS) and fatigue limit state (FLS). This paper describes the ALS evaluation on the explosion accident at shale shaker room of semi-submersible drilling rig. There are three steps for the ALS evaluation such as structural analysis at concept design, risk based safety design and structural analysis at detailed design. For the ALS evaluation at concept design, conceptual explosion overpressure from the Rule guided by the classification society was used in the structural analysis that was carried out using LS-DYNA. To set up the design accidental load (DAL), explosion analysis was carried out using FLACS taking safety barriers into consideration. Then, the structural analysis was carried out applying DAL for the ALS evaluation at detailed design. Through the ALS evaluation on the explosion at shale shaker room, the importance of the risk based safety design was described.

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해외 건설산업의 사례에 의한 국내 건설 업종 분류체계의 비교 분석 (Analysis of the Domestic Construction Industry Classification System through an Overseas Construction Industry Case Study)

  • 김정욱;김규용;최민수;남정수;이상수
    • 한국건축시공학회지
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    • 제22권5호
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    • pp.463-471
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    • 2022
  • 건설업은 타 업종에 비하여 정보비대칭 문제가 복잡하게 산재하고 있는 구조를 갖고 있으며, 현행 국내 건설업 등록과 관련된 건설업종 분류 체계는 신설, 통합, 폐지 등의 과정을 거치면서 종합건설업과 전문건설업으로 구분하여 통·폐합을 추진하고 있다. 건설업 업종분류체계는 건설시장에 진입하는데 지침이 되고, 건설수요자가 적정한 서비스를 제공할 수 있는 공급자를 선정하는데 기준이 될 수 있기 때문에 건설업등록제도의 운용 목적이나 취지로 판단할 때, 건설업종 분류 체계를 합리적으로 검토하여 설정되는 것이 매우 중요하다. 본 연구에서는 국내의 건설업 등록 업종 분류체계에 관한 리스크 요인을 고려하여 개선 가능성을 검토하고자 하는데 목적이 있다. 이를 위하여 일본, 미국, 호주 등의 해외의 건설업 면허나 등록제도에서 운영하고 있는 건설업종 분류 체계에 대한 사례 조사를 수행하여 이를 국내 업종 분류 체계와 비교하여 시사점 및 개선 방향에 대하여 검토하였다.