• 제목/요약/키워드: Hyper performance

검색결과 249건 처리시간 0.026초

Kernel method for autoregressive data

  • Shim, Joo-Yong;Lee, Jang-Taek
    • Journal of the Korean Data and Information Science Society
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    • 제20권5호
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    • pp.949-954
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    • 2009
  • The autoregressive process is applied in this paper to kernel regression in order to infer nonlinear models for predicting responses. We propose a kernel method for the autoregressive data which estimates the mean function by kernel machines. We also present the model selection method which employs the cross validation techniques for choosing the hyper-parameters which affect the performance of kernel regression. Artificial and real examples are provided to indicate the usefulness of the proposed method for the estimation of mean function in the presence of autocorrelation between data.

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Mixed-effects LS-SVR for longitudinal dat

  • Cho, Dae-Hyeon
    • Journal of the Korean Data and Information Science Society
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    • 제21권2호
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    • pp.363-369
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    • 2010
  • In this paper we propose a mixed-effects least squares support vector regression (LS-SVR) for longitudinal data. We add a random-effect term in the optimization function of LS-SVR to take random effects into LS-SVR for analyzing longitudinal data. We also present the model selection method that employs generalized cross validation function for choosing the hyper-parameters which affect the performance of the mixed-effects LS-SVR. A simulated example is provided to indicate the usefulness of mixed-effect method for analyzing longitudinal data.

RFID 시스템을 위한 하이브리드 하이퍼 쿼리 트리 알고리즘 (A Hybrid Hyper Query Tree Algorithm for RFID System)

  • 김태희;이성준;안광선
    • 정보처리학회논문지A
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    • 제15A권5호
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    • pp.287-294
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    • 2008
  • RFID 시스템에서 리더와 태그는 단일 무선 공유 채널을 갖기 때문에 RFID 수동형 태그를 위한 태그 충돌 중재가 태그 인식을 위한 중요한 이슈이다. 본 논문에서는 태그 충돌 방지를 위한 하이브리드 하이퍼 쿼리 트리 알고리즘($H^{2}QT$, Hybrid Hyper Query Tree)을 제안한다. 제안된 알고리즘은 쿼리 트리를 기반으로 태그가 리더에게 ID를 전송하는 시점을 전송ID 상위 3비트 내의 '1'값을 이용하여 결정한다. 또한 전송 받은 Tag의 상위 3비트는 충돌이 발생하더라도 전송 슬롯에 따라 다르므로 제안한 알고리즘에서 예측이 가능하다. 시뮬레이션을 통한 성능 평가에서 다른 트리 기반 프로토콜에 비해 제안한 알고리즘이 쿼리 횟수에서 높은 성능을 갖는다는 것을 보여준다.

공기식 브레이크 밸브의 요소설계 (Simulation Study on the Design of Air Brake Valve for Automobile Applications)

  • 이동우;전민승;송정일
    • 한국정밀공학회지
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    • 제34권2호
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    • pp.145-150
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    • 2017
  • Air brake valves are widely used in automotive braking systems and the Korean automobile industry depends on importing them. Therefore, we should develop the technical expertise for their domestic production. In this study, air brake valves were analyzed that can be used in a variety of automobiles. Computational fluid dynamics analysis, static structural analysis, and hyper-elastic analysis were carried out. Before production of an air brake valve system, the performance of different parts has to be evaluated, for instance by using finite element analysis. The structural stability of the product can be determined using static dynamics. The compression behavior of the O-ring is predictable by nonlinear hyper elastic analysis, although errors are possible due to one-way loading. This simulation study can both save time and reduce costs compared to the development of experimental prototypes.

Stochastic Integrated Generation and Transmission Planning Incorporating Electric Vehicle Deployment

  • Moon, Guk-Hyun;Kong, Seong-Bae;Joo, Sung-Kwan;Ryu, Heon-Su;Kim, Tae-Hoon
    • Journal of Electrical Engineering and Technology
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    • 제8권1호
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    • pp.1-10
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    • 2013
  • The power industry is currently facing many challenges, due to the new environment created by the introduction of smart grid technologies. In particular, the large-scale deployment of electric vehicles (EVs) may have a significant impact on demand for electricity and, thereby, influence generation and transmission system planning. However, it is difficult to deal with uncertainties in EV charging loads using deterministic planning methods. This paper presents a two-stage stochastic decomposition method with Latin-hyper rectangle sampling (LHRS) to solve the integrated generation and transmission planning problem incorporating EV deployment. The probabilistic distribution of EV charging loads is estimated by Latin-hyper rectangle sampling (LHRS) to enhance the computational performance of the proposed method. Numerical results are presented to show the effectiveness of the proposed method.

Acme를 이용한 Hyper-torus Architecture 원격의료시스템의 성능평가 (Performance Evaluation of Hyper-torus Architecture based Telemedicine System Using Acme)

  • 최인화;조민주;방혜미;김명주;이병걸
    • 한국정보과학회:학술대회논문집
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    • 한국정보과학회 2006년도 한국컴퓨터종합학술대회 논문집 Vol.33 No.1 (C)
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    • pp.211-213
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    • 2006
  • 현재 개발되어 사용되고 있는 원격의료시스템은 3계층기반의 구조를 이루고 있는데 환자들이 집중적으로 몰리는 지역에서 심각한 bottleneck현상이 발생할 수 있다. 본 논문에서는 3계층기반 원격의료시스템의 성능을 분석하고 bottleneck 현상을 해결하기 위한 방안으로 hyper-torus 구조의 4계층 아키텍처를 제안하고 Architecture Description Language인 Acme를 이용하여 성능을 비교분석 한다.

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형식불역의 원리를 통한 고차원 도형의 탐구 (An investigation on the hyper-dimensional figure by the principle of the permanence of equivalent forms)

  • 송상헌
    • 대한수학교육학회지:수학교육학연구
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    • 제13권4호
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    • pp.495-506
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    • 2003
  • 본 논문에서는 형식불역의 원리를 적용하여 4차원 이상의 고차원 도형 중 특별한 몇 가지 도형의 기하학적 모델을 탐구해 보면서 이것이 기존의 일반적인 수학적 성질과 원리, 법칙에 모순됨이 없는지를 검증해 보았다. 정다면체는 5개뿐이라는 설명 방식에 형식불역의 원리를 적용하면 4차원 정다포체는 6개뿐임을 설명할 수 있다. 그리고 두 가지 정의(기둥형과 뿔형)에 의해 만들어진 볼록한 고차원 도형들은 다면체에서의 오일러 정리를 일반화한 오일러 특성수에 정확히 들어맞는다는 것을 확인할 수 있다. 특히, 뿔형의 경우는 그 도형의 꼭지점, 모서리, 면, 입체 등의 개수들이 파스칼의 삼각형 구조를 이루고 있으며 기둥형의 경우는 임의로 정한 수의 모든 약수들을 하세의 다이어그램을 통해 약수와 배수의 관계로 표현할 수 있다. 이러한 소재들은 영재 교수학습용 자료로도 활용할 수 있을 것이다.

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λ/64-spaced compact ESPAR antenna via analog RF switches for a single RF chain MIMO system

  • Lee, Jung-Nam;Lee, Yong-Ho;Lee, Kwang-Chun;Kim, Tae Joong
    • ETRI Journal
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    • 제41권4호
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    • pp.536-548
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    • 2019
  • In this study, an electronically steerable parasitic array radiator (ESPAR) antenna via analog radio frequency (RF) switches for a single RF chain MIMO system is presented. The proposed antenna elements are spaced at ${\lambda}/64$, and the antenna size is miniaturized via a dielectric radome. The optimum reactance load value is calculated via the beamforming load search algorithm. A switch simplifies the design and implementation of the reactance loads and does not require additional complex antenna matching circuits. The measured impedance bandwidth of the proposed ESPAR antenna is 1,500 MHz (1.75 GHz-3.25 GHz). The proposed antenna exhibits a beam pattern that is reconfigurable at 2.48 GHz due to changes in the reactance value, and the measured peak antenna gain is 4.8 dBi. The reception performance is measured by using a $4{\times}4$ BPSK signal. The measured average SNR is 17 dB when using the proposed ESPAR antenna as a transmitter, and the average SNR is 16.7 dB when using a four-conventional monopole antenna.

스마트그리드를 위한 하이퍼큐브 스패닝 트리 프로토콜 (A Hyper Cube Spanning Tree Protocol for Smart Grid)

  • 박문걸;조인휘
    • 한국정보처리학회:학술대회논문집
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    • 한국정보처리학회 2011년도 춘계학술발표대회
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    • pp.572-575
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    • 2011
  • It is well known that spanning tree protocol (STP) is the most commonly used protocol in switching networks for smart grid. STP selectively blocks redundancy links of the network to prevent layer 2 loops in network, and it also has a functionality of backing up links. As with the other protocols, STP has been updated with the continuing development of the network. STP is a broad concept and it does not just refer in particular to defined STP protocol in IEEE 802.1D standards, it refers to updated spanning tree protocol based on STP. Because of uneven distribution of communication traffic in root bridge, STP cannot satisfy fast converge nce while the failure occurs near the root bridge or on the root bridge in tree topologies of STP. In this paper, we propose a novel method --- Hyper Cube Spanning Tree Protocol (HCSTP) to solve uneven distribution of communication traffic. Theoretically, hyper cube in our protocol increases throughput and improves the utilization of communication. The simulation results show that HCSTP can achieve comparative and considerably higher performance than other STP protocols in terms of reconnection.

GACV for partially linear support vector regression

  • Shim, Jooyong;Seok, Kyungha
    • Journal of the Korean Data and Information Science Society
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    • 제24권2호
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    • pp.391-399
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    • 2013
  • Partially linear regression is capable of providing more complete description of the linear and nonlinear relationships among random variables. In support vector regression (SVR) the hyper-parameters are known to affect the performance of regression. In this paper we propose an iterative reweighted least squares (IRWLS) procedure to solve the quadratic problem of partially linear support vector regression with a modified loss function, which enables us to use the generalized approximate cross validation function to select the hyper-parameters. Experimental results are then presented which illustrate the performance of the partially linear SVR using IRWLS procedure.