• 제목/요약/키워드: concept model

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KG_VCR: 지식 그래프를 이용하는 영상 기반 상식 추론 모델 (KG_VCR: A Visual Commonsense Reasoning Model Using Knowledge Graph)

  • 이재윤;김인철
    • 정보처리학회논문지:소프트웨어 및 데이터공학
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    • 제9권3호
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    • pp.91-100
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    • 2020
  • 기존의 영상 기반 질문-응답(VQA) 문제들과는 달리, 새로운 영상 기반 상식 추론(VCR) 문제들은 영상에 포함된 사물들 간의 관계 파악과 답변 근거 제시 등과 같이 추가적인 심층 상식 추론을 요구한다. 본 논문에서는 영상 기반 상식 추론 문제들을 위한 새로운 심층 신경망 모델인 KG_VCR을 제안한다. KG_VCR 모델은 입력 데이터(영상, 자연어 질문, 응답 리스트 등)에서 추출하는 사물들 간의 관계와 맥락 정보들을 이용할 뿐만 아니라, 외부 지식 베이스인 ConceptNet으로부터 구해내는 상식 임베딩을 함께 활용한다. 특히 제안 모델은 ConceptNet으로부터 검색해낸 연관 지식 그래프를 효과적으로 임베딩하기 위해 그래프 합성곱 신경망(GCN) 모듈을 채용한다. VCR 벤치마크 데이터 집합을 이용한 다양한 실험들을 통해, 본 논문에서는 제안 모델인 KG_VCR이 기존의 VQA 최고 모델과 R2C VCR 모델보다 더 높은 성능을 보인다는 것을 입증한다.

Integrated Model of the Higher Education Financing Under the Quadruple Helix Concept

  • Kholiavko, Nataliia;Zhavoronok, Artur;Shaposhnykov, Kostiantyn;Krylov, Denys;Morozova, Liudmyla;Babiak, Nataliia
    • International Journal of Computer Science & Network Security
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    • 제21권7호
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    • pp.125-132
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    • 2021
  • Rapid growth of the higher education role in ensuring the socio-economic and innovative development of the national economy in the context of the development of the information society and the knowledge economy is observed. Achieving positive synergistic effects of the higher education development requires proper funding for university education and research. The existing funding models for national higher education systems in a number of developing countries need modernization in accordance with the modern challenges of economic and innovative development. The purpose of the article is to formulate theoretical - methodological and applied foundations for the development and implementation of the integrated model of the higher education financing under the Quadruple Helix concept. At the center of the developed model are the areas of interaction identified by the authors, namely: Personnel, Science, Management, Innovation, Social area. This made it possible to specify the interests of all stakeholders and orient the activities of higher education institutions to the satisfaction of these interests. Effective implementation of the integrated Model of the higher education financing requires increasing the level of investment attractiveness and practical value of university research; activation of innovative development of enterprises; state stimulation of business participation in university research and education; harmonization of current legislation with EU standards. Implementation of the Model will diversify sources of funding for universities, increase their level of economic security and achieve integrated synergies from the interaction of universities, business, government and the public (as the main stakeholders within the Quadruple Helix concept).

전투 시뮬레이션에서 정보효과 분석을 위한 정보처리 개념 모델링 (A Modeling of Information Process Concept for Analyzing Information Effect in Combat Simulation)

  • 노현일;이영우;이태식
    • 한국군사과학기술학회지
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    • 제19권6호
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    • pp.730-743
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    • 2016
  • Network-Centric Warfare is a forthcoming military revolution paradigm for maximizing combat effectiveness in terms of information superiority. However, quantitative assessment of information effect is a challenging issue. Among the many approaches, war-game is a well known method to evaluate combat effectiveness. However, previous researches and current models have a limited function or logic to simulate information process, which is core concept of NCW. So this research suggests a concept of simulation modeling method to describe the information process as defining of combat information process based on probability decision model. In addition, we suggest a simple scenario to represent proposed concept modelling method. This results can be used in designing war-game analysis model for enhanced information effectiveness.

Conditional Random Fields를 이용한 영역 행위 분류 모델 (A Domain Action Classification Model Using Conditional Random Fields)

  • 김학수
    • 인지과학
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    • 제18권1호
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    • pp.1-14
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    • 2007
  • 목적 지향 대화에서 사용자의 의도는 화행과 개념열의 쌍으로 구성된 영역 행위로 표현될 수 있다. 그러므로 지능적인 대화 시스템을 구성하기 위해서는 영역 행위를 정확히 파악하는 것이 매우 중요하다. 본 논문에서는 CRFs (Conditional Random Fields)를 이용하여 화행과 개념열을 동시에 결정하는 통계 모델을 제안한다. 편향 학습 문제를 피하기 위하여 제안한 모델은 어휘와 품사 같은 낮은 수준의 언어 자질을 입력 자질로 사용하며, 카이 제곱 통계량을 이용하여 불필요한 자질들을 제거한다. 일정 관리 영역에서 실험을 수행한 결과, 제안한 모델은 화행 분류 정착률에서 93.0%, 개념열 분류 정확률에서 90.2%의 좋은 성능을 보였다.

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아버지의 양육행동과 의사소통, 중학생의 자아관이 중학생의 삶의 만족도에 미치는 영향 (The Influences of Fathers' Parenting Behavior, Communication with Fathers, and the Self-Concept of Middle School Students on their Life Satisfaction)

  • 채진영
    • 가정과삶의질연구
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    • 제31권1호
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    • pp.39-48
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    • 2013
  • This study examined the variables that influence middle school students' level of life satisfaction and tested a hypothetical structural equation model relating the variables to middle school students' level of life satisfaction. The subjects were 2,829 (1,411 boys and 1,418 girls) pupils who participated in the Korean Survey on the Familial Consciousness of Youth and Parents (KSYC-Familial Consciousness) in 2010. Data were analyzed through frequency, percentages, Pearson's correlations using SPSS 18.0 and structural equation modeling with AMOS 7.0. The findings are as follows. The proposed model, as revised, demonstrated the effectiveness of an analysis of the structural equation model and illustrated that all three variables (fathers' parenting behavior, communication with fathers, self-concept) indicated a direct or indirect influence on middle school students' level of life satisfaction. Fathers' parenting behavior had the greatest total effect on middle school students' life satisfaction. Fathers' parenting behavior, communication with fathers and self-concept explained 59% of the total variance of middle school students' life satisfaction. The implications for future studies are also discussed.

혼종모형을 이용한 신규간호사의 현실충격에 대한 개념분석 (A Concept Analysis on Reality Shock in Newly Graduated Nurses Using the Hybrid Model)

  • 신경미;김은영
    • 한국직업건강간호학회지
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    • 제26권1호
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    • pp.19-29
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    • 2017
  • Purpose: The purpose of this study was to define and clarify the concept of reality shock in new graduated nurses. Methods: The hybrid model was used to develop the concept of reality shock. The model included a field study. The participants were 9 newly graduated nurses with a nursing career spanning less than a year. Results: The reality shock in newly graduated nurses was identified to have three dimensions and seven attributes. Specifically: 1) the dimension of performance included two attributes (conflict between theory and practice, and being overwhelmed by the workload), 2) the dimension of relationship included three attributes (loss of support, embarrassment from interference, and relational withdrawal), 3) the dimension of expectations included two attributes(value confusions and incongruity in personal life). Conclusion: Newly graduated nurses' reality shock was defined as a state of incongruence in their entire life that the new nurses experienced owing to value confusions that occurred due to the conflicts between theory and practice in an unfamiliar work environment, getting overwhelmed by the workload, and withdrawing establishing relationships with others due to the loss of support and excessive interference. These findings could help develop intervention strategies to decrease reality shock in newly graduated nurses.

혼종 모형을 이용한 간호 학습전이의 개념 분석 (A Concept Analysis on Learning Transfer in Nursing Using the Hybrid Model)

  • 손해경;김효진;김동희
    • 한국직업건강간호학회지
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    • 제29권4호
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    • pp.354-362
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    • 2020
  • Purpose: This study aimed to define and clarify learning transfer in nursing. Methods: This study used a hybrid model to analyze the concept of learning transfer in nursing through three phases. For the theoretical phase, learning transfer attributes were identified through a scoping literature review. In the fieldwork phase, in-depth focus group interviews were conducted to develop attributes. Purposive sampling was performed with ten participants(five nursing students, two nurses, three nursing faculty members). In the analysis phase, the attributes and final analysis of learning transfer in nursing were extracted and integrated from the previous two phases. Results: According to the analysis, learning transfer was represented in two dimensions with eight attributes. The development of competency dimension had three attributes: 1) theory acquisition, nursing skills, professional attitude, 2) integration, and 3) analysis competency. The competency change dimension had five attributes: 1) appropriateness in patient care, 2) proficiency in patient care, 3) satisfaction, 4) achievement, and 5) confidence. Conclusion: The concept analysis might provide a basic understanding of learning transfer, a development framework toward a measurement of nursing learning transfer and effective educational nursing strategies.

ON THE TREATMENT OF DUCTILE FRACTURE BY THE LOCAL APPROACH CONCEPT IN CONTINUUM DAMAGE MECHANICS : THEORY AND EXAMPLE

  • Kim, Seoung-Jo;Kim, Jin-Hee;Kim, Wie-Dae
    • Journal of Theoretical and Applied Mechanics
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    • 제2권1호
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    • pp.31-50
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    • 1996
  • In this paper, a finite element analysis based on the local approach concept to fracture in the continuum damage mechanics is performed to analyze ductile fracture in two dimensional quasi-static state. First an isotropic damage model based on the generalized concept of effective stress is proposed for structural materials in the context of large deformation. In this model, the stiffness degradation is taken as a measure of damage and so, the fracture phenomenon can be explained as the critical deterioration of stiffness at a material point. The modified Riks' continuation technique is used to solve incremental iterative equations. Crack propagation is achieved by removing critically damaged elements. The mesh size sensitivity analysis and the simulation of the well known shearing mode failure in plane strain state are carried out to verify the present formulation. As numerical examples, an edge cracked plate and the specimen with a circular hole under plane stress are taken. Load-displacement curves and successively fractured shapes are shown. From the results, it can be concluded that the proposed model based on the local approach concept in the continuum damage mechanics may be stated as a reasonable tool to explain ductile fracture initiation and crack propagation.

Numerical Modeling of Combustion Processes and Pollutant Formations in Direct-Injection Diesel Engines

  • Kim, Yong-Mo;Lee, Joon-Kyu;Ahn, Jae-Hyun;Kim, Seong-Ku
    • Journal of Mechanical Science and Technology
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    • 제16권7호
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    • pp.1009-1018
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    • 2002
  • The Representative Interactive Flamelet (RIF) concept has been applied to numerically simulate the combustion processes and pollutant formation in the direct injection diesel engine. Due to the ability for interactively describing the transient behaviors of local flame structures with CFD solver, the RIF concept has the capabilities to predict the auto-ignition and subsequent flame propagation in the diesel engine combustion chamber as well as to effectively account for the detailed mechanisms of soot formation, NOx formation including thermal NO path, prompt and nitrous 70x formation, and reburning process. Special emphasis is given to the turbulent combustion model which properly accounts for vaporization effects on the mixture fraction fluctuations and the pdf model. The results of numerical modeling using the RIF concept are compared with experimental data and with numerical results of the commonly applied procedure which the low-temperature and high-temperature oxidation processes are represented by the Shell ignition model and the eddy dissipation model, respectively. Numerical results indicate that the RIF approach including the vaporization effect on turbulent spray combustion process successfully predicts the ignition delay time and location as well as the pollutant formation.

수학적 개념 해를 적용한 미고결 암석의 Creep거동 해석 (Creep Behavior of Unconsolidated Rock with Mathematical Concept Solution)

  • 장명환
    • 터널과지하공간
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    • 제28권1호
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    • pp.25-37
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    • 2018
  • 미고결 암석에 대한 Creep 특성을 분석하고자 Burger 모델을 이용하였다. Burger 모델은 자료쌍 D(u,t)으로부터 4개의 역학적 매개변수를 결정 하여야 한다. 본 연구에서는 수학적 개념 해를 적용하여 매개변수를 결정 하였다. 미고결 암석에 대한 Burger 모델의 결정된 매개변수를 이용하여 Creep을 3년간 가속시켰다. 그 결과 Creep 거동은 수렴이 되지 않고 지속적인 변형거동을 보였다. 따라서 본 광산에서는 Roofbolt 보다 U-Beam 적용이 안정성 측면에서 더 적합 할 것으로 분석 되었다.