• Title/Summary/Keyword: Convergence engineering

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Mid-Term Energy Demand Forecasting Using Conditional Restricted Boltzmann Machine (조건적 제한된 볼츠만머신을 이용한 중기 전력 수요 예측)

  • Kim, Soo-Hyun;Sun, Young-Ghyu;Lee, Dong-gu;Sim, Is-sac;Hwang, Yu-Min;Kim, Hyun-Soo;Kim, Hyung-suk;Kim, Jin-Young
    • Journal of IKEEE
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    • v.23 no.1
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    • pp.127-133
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    • 2019
  • Electric power demand forecasting is one of the important research areas for future smart grid introduction. However, It is difficult to predict because it is affected by many external factors. Traditional methods of forecasting power demand have been limited in making accurate prediction because they use raw power data. In this paper, a probability-based CRBM is proposed to solve the problem of electric power demand prediction using raw power data. The stochastic model is suitable to capture the probabilistic characteristics of electric power data. In order to compare the mid-term power demand forecasting performance of the proposed model, we compared the performance with Recurrent Neural Network(RNN). Performance comparison using electric power data provided by the University of Massachusetts showed that the proposed algorithm results in better performance in mid-term energy demand forecasting.

Experimental Evaluation of PageRank/BFS Queries on Distributed Graph Processing Systems (최신 분산 그래프 처리 시스템에서의 PageRank/BFS 질의 처리 성능 평가)

  • Lee, Kyeong-Jun;Kim, Hyeonji;Lee, Yukyoung;Lee, Juneyoung;Kim, Kangsu;Han, Wook-Shin
    • Proceedings of the Korea Information Processing Society Conference
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    • 2017.04a
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    • pp.826-828
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    • 2017
  • 그래프는 객체와 객체 간의 관계를 표현하는 데에 있어 효과적인 데이터 표현 방법이다. 그래프 데이터는 웹 그래프, 사회 관계망 서비스, 신약 개발, 생명정보학 등의 다양한 분야에서 활용되고 있으며, 그래프 마이닝 응용에서 활용되기 위한 효율적인 처리 기술을 필요로 한다. 최근까지 그래프 데이터의 처리 및 분석을 위한 많은 시스템들이 개발되었다. 본 논문에서는 최신 분산 그래프 처리 시스템 중에서 대표적인 그래프 분석 질의인 페이지랭크(pagerank)와 너비 우선 탐색(breadth first search)를 수행하고 시스템의 성능을 평가한다.

Analysis on the Convergence for Knowledge Fusion in the Field of the Engineering, Science, Aesthetics, Humanities and Social Sciences (공학·과학·미학·인문학 및 사회과학 분야간 지식융합을 위한 수렴영역 분석)

  • Park, Sung-Mi
    • Journal of Fisheries and Marine Sciences Education
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    • v.25 no.5
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    • pp.1031-1045
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    • 2013
  • The purpose of this study was to analyze on the convergence for knowledge fusion in the filed of the engineering, science, aesthetics, humanities and social sciences. For the study, the related literatures were reviewed focusing on the convergence in the basis of the inter-disciplinary. In addition, interviews with 5 professors in the field of the engineering, science, aesthetics, humanities and social sciences were analyzed. The keys of analysis were perspective of academic disciplines. The findings of this study were as follows; most of professors recognized the inter-disciplinary of engineering, science, aesthetics, humanities and social sciences. But, there were some barriers engineering of professors in inter-disciplinary.

Negative Group Delay Circuit with Improved Signal Attenuation and Multiple Pole Characteristics

  • Chaudhary, Girdhari;Jeong, Junhyung;Kim, Phirun;Jeong, Yongchae
    • Journal of electromagnetic engineering and science
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    • v.15 no.2
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    • pp.76-81
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    • 2015
  • This paper presents a design of a transmission line negative group delay (NGD) circuit with multiple pole characteristics. By inserting an additional transmission line into a conventional NGD circuit, the proposed circuit provides further design parameters to obtain wideband group delay (GD) and to help reduce signal attenuation. As a result, the number of gain compensating amplifiers can be reduced, which can contribute to stable operation when integrated into RF systems. The multiple pole characteristics can provide wider NGD bandwidth and can be obtained by connecting resonators with slightly different center frequencies separated by quarter-wavelength transmission lines. For experimental validation, an NGD circuit with two poles GD characteristic is designed, simulated, and measured.

Understanding postal delivery areas in the Republic of Korea using multiple unsupervised learning approaches

  • Han, Keejun;Yu, Yeongwoong;Na, Dong-gil;Jung, Hoon;Heo, Younggyo;Jeong, Hyeoncheol;Yun, Sunguk;Kim, Jungeun
    • ETRI Journal
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    • v.44 no.2
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    • pp.232-243
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    • 2022
  • Changes in household composition and the residential environment have had a considerable impact on the features of postal delivery regions in recent years, resulting in a large increase in the overall workload of domestic postal delivery services. In this paper, we provide complex analysis results for postal delivery areas using various unsupervised learning approaches. First, we extract highly influential features using several feature-engineering methods. Then, using quantitative and qualitative cluster analyses, we find the distinctive traits and semantics of postal delivery zones. Unsupervised learning approaches are useful for successfully grouping postal service zones, according to our findings. Furthermore, by comparing a postal delivery region to other areas in the same group, workload balancing was achieved.

Structural and Electrical Properties of La0.7Sr0.3MnO3 Thin Films for Thermistor Applications (서미스터로의 응용을 위한 La0.7Sr0.3MnO3 박막의 구조적, 전기적 특성)

  • Lim, Jeong-Eun;Park, Byeong-Jun;Yi, Sam-Haeng;Lee, Myung-Gyu;Park, Joo-Seok;Kim, Byung-Cheul;Kim, Young-Gon;Lee, Sung-Gap
    • Journal of the Korean Institute of Electrical and Electronic Material Engineers
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    • v.35 no.5
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    • pp.499-503
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    • 2022
  • La0.7Sr0.3MnO3 precursor solution were prepared by a sol-gel method. La0.7Sr0.3MnO3 thin films were fabricated by a spin-coating method on a Pt/Ti/SiO2/Si substrate. Structural and electrical properties with the variation of sintering temperature were measured. All specimens exhibited a polycrystalline orthorhombic crystal structure, and the average thickness of the specimens coated 6 times decreased from about 427 nm to 383 nm as the sintering temperature increased from 740℃ to 830℃. Electrical resistance decreased as the sintering temperature increased. In the La0.7Sr0.3MnO3 thin films sintered at 830℃, electrical resistivity, TCR, B-value, and activation energy were 0.0374 mΩ·cm, 0.316%/℃, 296 K and 0.023 eV, respectively.

The Change in Interfacial and Mechanical Properties for Glass Fiber/p-DCPD Composites with Degree of Ruthenium Catalyst Activation (루테늄촉매 활성정도에 따른 유리섬유/폴리다이사이클로펜타다이엔 복합재료의 기계 및 계면물성 변화)

  • Shin, Pyeong-Su;Kim, Jong-Hyun;Baek, Yeong-Min;Park, Ha-Seung;Kwon, Dong-Jun;Park, Joung-Man
    • Journal of Adhesion and Interface
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    • v.19 no.1
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    • pp.13-18
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    • 2018
  • At ruthenium (Ru) catalyst was exposed from the atmosphere, the degree of catalyst activation decreased. The change of catalyst activity with the number of days of exposure to air for the Ru catalyst was confirmed using the surface tension method quantitatively. Mechanical properties and surfactant change after polymerization by DCPD using Ru catalyst for each air exposure day was evaluated. The Ru catalyst mixed with a dilution agent was exposed in the air and color was monitored for each day. Surface tension was measured using Wilhelmy and PTFE and associated with different catalyst activities. Heat was measured in real time during polymerizing DCPD with Ru catalyst. After polymerization, tensile strength was measured for p-DCPD and the change of material property was measured. Interfacial properties were also evaluated via microdroplet pull-out tests between glass fiber and p-DCPD. The surface tension was stable until the 4 days (33 dyne/cm) whereas the surface energy increased at the 10 days (34 dyne/cm), which could be correlated with oxidation of the catalyst. Tensile property and interfacial shear strength (IFSS) was also stable until the 4 days (tensile strength: 38 MPa and IFSS: 26 MPa) whereas the mechanical property decrease at 10 days (tensile strength: 15 MPa and IFSS: 3 MPa) dramatically.

An Evaluation Model for R&D in Mobile Convergence Era (이동통신 Convergence 시대에 있어 R&D 평가 모델)

  • Park, Bok-Nyong;Kim, Tae-Gue;Kwon, June-Hyuk
    • 한국정보통신설비학회:학술대회논문집
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    • 2008.08a
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    • pp.336-339
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    • 2008
  • Convergence services are very important to mobile operators in next generation mobile networks. However, mobile operators cannot deal with all convergence services because there are numerous convergence services. Thus, they should select and develop main technologies to provide convergence services which are areas to grow our business. In this paper, we introduce basic technologies to provide convergence services and then present some evaluation models to select an important area and technology.

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