• 제목/요약/키워드: Integration patterns

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SAC 강화 학습을 통한 스마트 그리드 효율성 향상: CityLearn 환경에서 재생 에너지 통합 및 최적 수요 반응 (Enhancing Smart Grid Efficiency through SAC Reinforcement Learning: Renewable Energy Integration and Optimal Demand Response in the CityLearn Environment)

  • 이자노브 알리벡 러스타모비치;성승제;임창균
    • 한국전자통신학회논문지
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    • 제19권1호
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    • pp.93-104
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    • 2024
  • 수요 반응은 전력망의 신뢰성을 높이고 비용을 최소화하기 위해 수요가 가장 많은 시간대에 고객이 소비패턴을 조정하도록 유도한다. 재생 에너지원을 스마트 그리드에 통합하는 것은 간헐적이고 예측할 수 없는 특성으로 인해 상당한 도전 과제를 안고 있다. 강화 학습 기법과 결합된 수요 대응 전략은 이러한 문제를 해결하고 기존 방식에서는 이러한 종류의 복잡한 요구 사항을 충족하지 못하는 경우 그리드 운영을 최적화할 수 있는 접근 방식으로 부상하고 있다. 본 연구는 재생 에너지 통합을 위한 수요 반응에 강화 학습 알고리즘을 적용하는 방법을 찾아 적용하는데 중점을 둔다. 연구의 핵심 목표는 수요 측 유연성을 최적화하고 재생 에너지 활용도를 개선할 뿐 아니라 그리드 안정성을 강화하고자 한다. 연구 결과는 강화 학습을 기반으로 한 수요 반응 전략이 그리드 유연성을 향상시키고 재생 에너지 통합을 촉진하는 데 효과적이라것을 보여준다.

Comparisons on Clustering Methods: Use of LMS Log Variables on Academic Courses

  • Jo, Il-Hyun;PARK, Yeonjeong;SONG, Jongwoo
    • Educational Technology International
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    • 제18권2호
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    • pp.159-191
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    • 2017
  • Academic analytics guides university decision-makers to assign limited resources more effectively. Especially, diverse academic courses clustered by the usage patterns and levels on Learning Management System(LMS) help understanding instructors' pedagogical approach and the integration level of technologies. Further, the clustering results can contribute deciding proper range and levels of financial and technical supports. However, in spite of diverse analytic methodologies, clustering analysis methods often provide different results. The purpose of this study is to present implications by using three different clustering analysis including Gaussian Mixture Model, K-Means clustering, and Hierarchical clustering. As a case, we have clustered academic courses based on the usage levels and patterns of LMS in higher education using those three clustering techniques. In this study, 2,639 courses opened during 2013 fall semester in a large private university located in South Korea were analyzed with 13 observation variables that represent the characteristics of academic courses. The results of analysis show that the strengths and weakness of each clustering analysis and suggest that academic leaders and university staff should look into the usage levels and patterns of LMS with more elaborated view and take an integrated approach with different analytic methods for their strategic decision on development of LMS.

멀티플렉스 상영관 운영 중단에 따른 관람 행태 영향 : 춘천 CGV 휴관을 중심으로 (The Effect of the Watching Behavior in Multiplex Screening Interruption : In Centering of Chuncheon CGV Closing)

  • 서정수
    • 만화애니메이션 연구
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    • 통권21호
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    • pp.71-84
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    • 2010
  • 현재 국내 영화 산업의 배급 구조는 멀티플렉스 체인으로 시장 대부분을 구성하고 있다. 이로 인해 대부분의 중소 영세 상영관들은 시장에서 퇴출되고 있으며, 멀티플렉스 체인은 수직결합 구조의 독점화로 시장 형성을 하고 있다. 춘천에서는 1개월간의 멀티플렉스 상영관의 상영 중단은 수직결합 구조의 문제를 발생시켰고, 이 문제현상으로 인해 많은 영향을 발생시켰다. 특히 문화적 욕구에 대한 영향이 나타났으며, 불법 콘텐츠로의 접근 문제를 야기하였다. 이 연구에서는 국내 수직결합 구조의 멀티플렉스 극장이 시장을 점유해 나가는 과정과 함께 병행되었던 중소 영세 상영관의 몰락이 진행되는 과정을 살펴보고, 이로 인해 수직결합 구조의 상영관이 수평결합 구조의 상영관을 시장에서 퇴출시키는 과정이 완성된 춘천 지역에서, 2008년 9월 27일부터 2008년 10월 30일까지 춘천CGV가 상영 중단되는 현상을 통해 발생되었던 영향을 설문을 통해 파악하여 수직결합 구조가 문제가 생기면 발생하는 영향을 알아보았다. 영화 산업의 주요 소비자인 20대 계층은, 멀티플렉스 휴관으로 인하여 개봉 영화에 대해 접근성이 약화되면, 불법 콘텐츠로의 접근 충동을 느끼는 영향을 받고 있다. 개봉 시기에 관람을 놓친 영화에 대해서는 상영관 방문보다는 불법 콘텐츠나 기록매체로 출시되는 영화를 선호하고 있다. 또한, 영화가 개봉되는 시기에 관람을 해야 하는 시기 적절성에 대한 영향을 받고 있었다. 즉, 개봉 영화에 대한 불법적 접근 방식, 기록매체를 활용한 상시 접근성, 개봉에 대한 시기 적절성이 관람 행태에 영향을 미치고 있다.

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GLIBP: Gradual Locality Integration of Binary Patterns for Scene Images Retrieval

  • Bougueroua, Salah;Boucheham, Bachir
    • Journal of Information Processing Systems
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    • 제14권2호
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    • pp.469-486
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    • 2018
  • We propose an enhanced version of the local binary pattern (LBP) operator for texture extraction in images in the context of image retrieval. The novelty of our proposal is based on the observation that the LBP exploits only the lowest kind of local information through the global histogram. However, such global Histograms reflect only the statistical distribution of the various LBP codes in the image. The block based LBP, which uses local histograms of the LBP, was one of few tentative to catch higher level textural information. We believe that important local and useful information in between the two levels is just ignored by the two schemas. The newly developed method: gradual locality integration of binary patterns (GLIBP) is a novel attempt to catch as much local information as possible, in a gradual fashion. Indeed, GLIBP aggregates the texture features present in grayscale images extracted by LBP through a complex structure. The used framework is comprised of a multitude of ellipse-shaped regions that are arranged in circular-concentric forms of increasing size. The framework of ellipses is in fact derived from a simple parameterized generator. In addition, the elliptic forms allow targeting texture directionality, which is a very useful property in texture characterization. In addition, the general framework of ellipses allows for taking into account the spatial information (specifically rotation). The effectiveness of GLIBP was investigated on the Corel-1K (Wang) dataset. It was also compared to published works including the very effective DLEP. Results show significant higher or comparable performance of GLIBP with regard to the other methods, which qualifies it as a good tool for scene images retrieval.

입자와 스프링-댐퍼 메쉬를 이용한 2차원 패턴 변형 분석 (2D Pattern Deformation Analysis using Particle and Spring-Damper Mesh)

  • 신봉기
    • 한국정보과학회논문지:소프트웨어및응용
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    • 제32권8호
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    • pp.769-780
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    • 2005
  • 본 논문에서는 스프링-댐퍼 메쉬를 2차원 영상 패턴의 변형을 모델링 및 분석하는 데 응용하는 방법을 제안한다. 기존의 메쉬와 다르게 새롭게 제안된 메쉬 모형은 메쉬 노드와 영상 픽셀을 하전입자로 표현하고 둘 사이의 상호작용에 의하여 변형되는 메쉬를 다양한 기준함수에 의하여 분석하는 것이다. 메쉬의 변형 과정은 하전입자 사이의 상호작용에 의한 스트레스 완화 과정으로써 널리 알려진 간단한 수치적분법을 사용한다. 변형 메쉬평가함수로 네 가지를 제안하고 각각의 성능을 분석하였다. 훈련 메쉬로는 샘플 영상의 평균 패턴을 구하여 메쉬로 직접 변환한 것을 사용하였다. 실험 결과 각 함수는 국소 변형을 모두 제대로 평가하는 측도로서는 아직 부족하지만 앞으로 이에 대한 보완 또는 새로운 함수의 제안, 그리고 이완 과정의 개선이 뒤따른다면 보다 체계적인 분석 방법과 높은 성능을 제공할 것으로 판단된다.

사회통합적 계획 요소에 따른 예상 이웃관계에 관한 연구 (Expected Neighbor's Relation according to Socially Integrative Planning Elements)

  • 임의선;이연숙
    • 한국주거학회:학술대회논문집
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    • 한국주거학회 2009년도 추계학술발표대회 논문집
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    • pp.11-16
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    • 2009
  • Public rental apartment has suffered social exclusion problem, stemmed from its closed planing for a very specific range of the disadvantaged population. Thereby, it has been recognized as a disliked residential facility. To alleviate this problem, various approaches have been tried such as ownership-tenant mixture, and different unit size mixture. The purpose of this study is to grasp the expected social relation among neighboring residents according to socially integrative planing elements such as ownership, unit size and family life cycle match. Thirty eight graduate students in architecture and housing field responded to the questionnaire which was specifically made to identify relations of 28 neighboring situations based on $2{\times}2{\times}2$ variable composition. Frequency, percentage and MDS(multidimensional scaling) were used to analyze data. As a result, the order of preferred matchy were identified. The match between rental/small/children group and ownership/middle/children group was turned out to be the most desirable while the match between rental/small/children family group and rental/small/elderly group was found the least desirable. Spatial representations of the relationships among 8 household types were delineated. In conclusion, the definite patterns of the favorable and unfavorable match were found. This result is expected to be used as a reference in developing a strategic match to promote the rental apartments social integration in Korea.

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CDSS : 만성질환 환자들을 위한 사회적 상호작용과 지능 공간의 통합 (CDSS: Integration of Social Interaction and Smart Space for Chronic Disease Patients)

  • 이람 파티마;무하매드 파힘;이영구;이승룡
    • 한국정보과학회:학술대회논문집
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    • 한국정보과학회 2011년도 한국컴퓨터종합학술대회논문집 Vol.38 No.1(B)
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    • pp.114-115
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    • 2011
  • Chronic disease may leads to other life threatening health complications like heart disease, stroke, diabetes and peripheral vascular disease that diminished quality of life. This paper points out the importance of social interaction and smart space integration in existing CDSS for chronic diseases. Social interaction allows the patients to interact with system, through this continuous learning and digesting patient experience, our CDSS becomes intelligent and dynamically enhanced. Smart spaces automatically provide new knowledge and construct the behavioral profile by monitoring the daily life activities. Through these features, patients can get continuous relevant recommendations from the system, so they can get a chance to improve their health condition which in terms keeping on their quality of life. It also helps the health practitioners in better decision making about medication and living patterns.

유발전위신호(ERP)를 통한 시각과 촉각 통합작용의 신경생리적 특징 분석 (Event-related potentials reveal neural signatures of cross-modal interaction between visual and tactile stimulation)

  • 주유미;이경민
    • 한국인지과학회:학술대회논문집
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    • 한국인지과학회 2010년도 춘계학술대회
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    • pp.48-54
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    • 2010
  • INTRODUCTION Interaction between temporal events at the millisecond level is important for visual and tactile interaction. OBJECT The aim of the present study is to identify any neural signature, as reflected in event-related potentials (ERP), for the integrative processes when the two sensory modalities are stimulated in synchrony as opposed to when they are stimulated separately. METHOD The basic strategy was to compare ERP signals obtained with simultaneous visual and tactile stimulation with a linear summation of ERP patterns obtained with each modality stimulated separately. Condition were presented, paired with various stimulus-onset-asynchronies (SOA) ranging from - 300 ms (tactile-first) to 300 ms (visual-first), and in trials where only one modality was stimulated alone. RESULT A positive deviation was located in observed ERP at C4 electrode (contralateral to the stimulated hand) at 200-400 ms, in comparison to the predicted ERP. The deviation was present at all SOAs other than -300ms (tactile-first) and 300 ms (visual-first). There was also a positive deviation at occipital leads at the 50-ms SOA (visual-first) trials. DISCUSSION It suggested that neural signatures of cross-modal integration occur within a limited time-window. The deviations were specifically localized at the contralateral somatosensory and visual cortices, indicating that the integration happens at or before the level of the primary cortices.

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대학 캠퍼스 보행자 이동패턴과 보행네트워크간의 상호관련성 (The Relationship between the Pedestrian Movement Pattern and the Pedestrian Network at a University Campus)

  • 이유미;신행우
    • 교육시설 논문지
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    • 제21권2호
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    • pp.25-32
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    • 2014
  • Many Korean university campuses are located on hilly terrain where the hierarchy of the path system is unclear. Therefore, it is difficult to analyze the pedestrian network through space syntax, in which only horizontal direction changes are considered as depths of space. The purpose of this study is to compare pedestrian movement patterns and space syntax analysis in order to find their relevance to each other and the relationship between them. We conducted a survey regarding the most-visited buildings and pathways at S-University, which is located on a hilly area in Seoul. The survey results were compared with the Space Syntax integration map by regression analysis. For the segments where the relationship between pedestrian volume and integration was weak, field observations were conducted. As a result, topographical aspects, functional aspects, and location aspects were observed as the main influential factors. In addition, the research proposes that adding an extra axial line per vertical directional change can potentially compensate for the low relevance of stairs. This study suggests the possibility and the necessity of three-dimensional space syntax programs and emphasizes the importance of campus planning for the pedestrian environment.

A refined finite element for first-order plate and shell analysis

  • Han, Sung-Cheon;Kanok-Nukulchai, Worsak;Lee, Won-Hong
    • Structural Engineering and Mechanics
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    • 제40권2호
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    • pp.191-213
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    • 2011
  • This paper presents an improved 8-node shell element for the analysis of plates and shells. The finite element, based on a refined first-order shear deformation theory, is further improved by the combined use of assumed natural strain method. We analyze the influence of the shell element with the different patterns of sampling points for interpolating different components of strains. Using the assumed natural strain method with proper interpolation functions, the present shell element generates neither membrane nor shear locking behavior even when full integration is used in the formulation. Further, a refined first-order shear deformation theory, which results in parabolic through-thickness distribution of the transverse shear strains from the formulation based on the third-order shear deformation theory, is proposed. This formulation eliminates the need for shear correction factors in the first-order theory. Numerical examples demonstrate that the present element perform better in comparison with other shell elements.