• 제목/요약/키워드: size series

검색결과 1,515건 처리시간 0.036초

Analyzing performance of time series classification using STFT and time series imaging algorithms

  • Sung-Kyu Hong;Sang-Chul Kim
    • 한국컴퓨터정보학회논문지
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    • 제28권4호
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    • pp.1-11
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    • 2023
  • 본 논문은 순환 신경망 대신 합성곱 신경망을 사용하여 시계열 데이터 분류 성능을 분석한다. TSC(Time Series Community)에는 GAF(Gramian Angular Field), MTF(Markov Transition Field), RP(Recurrence Plot)와 같은 전통적인 시계열 데이터 이미지화 알고리즘들이 있다. 실험은 이미지화 알고리즘들에 필요한 하이퍼 파라미터들을 조정하면서 합성곱 신경망의 성능을 평가하는 방식으로 진행된다. UCR 아카이브의 GunPoint 데이터셋을 기준으로 성능을 평가했을 때, 본 논문에서 제안하는 STFT(Short Time Fourier Transform) 알고리즘이 최적화된 하이퍼 파라미터를 찾은 경우, 기존의 알고리즘들 대비 정확도가 높고, 동적으로 feature map 이미지의 크기도 조절가능하다는 장점이 있다. GAF 또한 98~99%의 높은 정확도를 보이지만, feature map 이미지의 크기를 동적으로 조절할 수 없어 크다는 단점이 존재한다.

원료의 계열성분 변화에 따른 NiCuZn Ferrite 물성연구 (Properties of NiCuZn Ferrite by Variation of Element Materials)

  • 김태형;고재귀
    • 한국자기학회지
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    • 제14권5호
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    • pp.180-185
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    • 2004
  • (Ni$_{0.2}$Cu$_{0.1}$Zn$_{0.2}$)$_{0.5}$(Fe$_2$O$_3$)$_{0.5}$의 기본조성으로 공침법에 의해 NiCuZn ferrite를 제조하였으며, ferrite 분말 제조시, SO$_4$, Cl과 NO$_3$ 각 계열별로 분말을 얻어 시편을 제조하였고, 시편을 각각 9$50^{\circ}C$, 11$50^{\circ}C$, 13$50^{\circ}C$에서 소결하여 자기적 특성 및 미세구조를 조사하였다. 9$50^{\circ}C$ 소결시 Cl계열과 NO$_3$계열 분말로 제조된 시편은 완전소결 되었지만 SO$_4$계열로 제조된 시편은 11$50^{\circ}C$에서 완전 소결 형태를 보였다. Cl계열 분말로 제조된 시편이 입도분석결과 다른 두 시편 보다 미분말 특성이 뛰어났으며, 비교적 높은 투자율과 자화값을 나타내었다.

상관성을 가진 시계열 자료의 경향성 분석에 관한 연구 (Trend Detection of Serially Correlated Hydrologic Series)

  • 오제승;김병식;김형수;서병하
    • 한국습지학회지
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    • 제6권4호
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    • pp.35-43
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    • 2004
  • 경향성을 분석하기 위한 여러 기법 가운데 비모수적 방법인 Mann-Kendall 검정(MK 검정)은 수문 시계열의 분석에서 널리 사용되어지고 있다. 이 검정 방법은 분석 대상 자료가 독립이라는 가정 하에 수행되며, 자료가 계열상관되어 있는 경우에는 그 상관성의 영향으로 경향성 존재의 유무를 정확하게 판단할 수 없게 된다. 따라서 MK 검정을 이용할 때 자료의 상관성으로 인해 받게 되는 영향을 소거시키기 위해 효과적인 자료의 크기(Effective Sample Size, ESS)를 이용하는 수정된 MK 검정 방법을 이용하고자 한다. 본 연구에서는 ESS가 얼마만큼 계열상관성을 제거할 수 있는지 Monte Carlo모의를 통해 검토하였다. MK 검정 결과 계열상관계수의 증가에 따라 자료가 경향성을 나타내는 비율이 높아 졌으나, ESS에 의해 수정된 MK 검정을 수행한 결과 계열상관계수의 영향이 제거되었음을 알 수 있었다. 또한 실측 자료의 적용을 통해 수정 MK검정이 경향성 분석에 매우 유용함을 확인 하였다.

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단분산 입자와 다분산 입자를 이용한 싸이클론 및 임팩터의 성능평가 (Performace of a Cyclone and an impactor Using Monodisperse and Polydisperse Particles)

  • Im Gyeong-Su;Lee Gyu-Won
    • 한국대기환경학회:학술대회논문집
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    • 한국대기환경학회 2001년도 추계학술대회 논문집
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    • pp.101-102
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    • 2001
  • Monodisperse aerosols containing spherical particles of known size, shape and density are the most widely used to calibrate particle-size measuring instruments and to determine the effects of particle size on the sampling device. However, these tests are time-consuming because monodisperse aerosols with different particle sizes are generated and tested in a series of experiments. Polydisperse aerosols may be used to determine the calibration or to simulate equipment under controlled laboratory condition. (omitted)

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Nonparametric test for cointegration rank using Cholesky factor bootstrap

  • Lee, Jin
    • Communications for Statistical Applications and Methods
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    • 제23권6호
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    • pp.587-592
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    • 2016
  • It is a long-standing issue to correctly determine the number of long-run relationships among time series processes. We revisit nonparametric test for cointegration rank and propose bootstrap refinements. Consistent with model-free nature of the tests, we make use of Cholesky factor bootstrap methods, which require weak conditions for data generating processes. Simulation studies show that the original Breitung's test have difficulty in obtaining the correct size due to dependence in cointegrated errors. Our proposed bootstrapped tests considerably mitigate size distortions and represent a complementary approach to other bootstrap refinements, including sieve methods.

전단철근비와 보의 단면크기에 따른 철근콘크리트 보의 전단강도 특성 연구 (A Characteristic Study on Shear Strength of Reinforced Concrete Beams according to Shear Reinforcement Ratio and Beam Section Size)

  • 노형진;유인근;이호경;백승민;김우석;곽윤근
    • 대한건축학회논문집:구조계
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    • 제35권6호
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    • pp.111-119
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    • 2019
  • The purpose of this study is to investigate the shear strength of reinforced concrete beam according to beam section size and shear reinforcement ratio. A total of nine specimens were tested and designed concrete compressive strength is 24 MPa. The main variables are shear reinforcement ratio and beam section size fixed with shear span to depth ratio (a/d = 2.5), the tensile reinforcement ratio (${\rho}=0.013$) and width to depth ratio (h/b = 1.5). The test specimens were divided into three series of S1 ($225{\times}338mm$), S2 ($270{\times}405mm$) and S3 ($315{\times}473mm$), respectively. The experimental results show that all specimens represent diagonal tensile failure. For $S^*-1$ specimens (d/s=0), the shear strength decreased by 33% and 46% with increasing the beam effective depth, 26% and 33% for $S^*-2$ specimens (d/s=1.5) and 16% and 20% for $S^*-3$ specimens (d/s=2.0) respectively. As the shear reinforcement ratio increases, the decrease range in shear strength decreases. In other words, this means that as the shear reinforcement ratio increases, the size effect of concrete decreases. In the S1 series, the shear strength increased by 39% and 41% as the shear reinforcement ratio increased, 54% and 76% in the S2 series and 66% and 100% in the S3 series, respectively. As the effective depth of beam increases, the increase range of shear strength increases. This means that the effect of shear reinforcement increases as the beam effective depth increases. As a result of comparing experimental values with theoretical values by standard equation and proposed equation, the ratio by Zsutty and Bazant's equation is 1.30 ~ 1.36 and the ratio by KBC1 and KBC2 is 1.55~.163, respectively. Therefore, Zsutty and Bazant's proposed equation is more likely to reflect the experimental data. The current standard for shear reinforcement ratio (i.e., $S_{max}=d/2$) is expected to be somewhat relaxed because the ratio of experimental values to theoretical values was found to be 1.01 ~ 1.44 for most specimens.

Series Compensated Step-down AC Voltage Regulator using AC Chopper with Transformer

  • Ryoo, H.J.;Kim, J.S.;Rim, G.H.
    • KIEE International Transaction on Electrical Machinery and Energy Conversion Systems
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    • 제5B권3호
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    • pp.277-282
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    • 2005
  • This paper describes a step-down AC voltage regulator using an AC chopper and auxiliary transformer, which is a series connected to the main input. The detail design of the AC regulator, logic and PWM pattern of the AC chopper is described and the three-phase AC regulator using two single­phase AC choppers with a three transformer configuration is proposed for three-phase application. The proposed three-phase system has the advantages of lower system cost due to reduced switch number and gate driver circuit as well as advantages of decreased size and weight because it uses a series compensated scheme. The proposed AC regulator has many benefits such as fast voltage control, high efficiency and simple control logic. Experimental results indicate that it can be used as a step-down AC voltage regulator for power saving purposes very efficiently.

2xxx Al 합금계 혼합분말의 소결온도에 따른 소결거동 (Sintering Behavior of 2xxx Series Al alloys with Variation of Sintering Temperature)

  • 민경호;김대건;장시영;임태환;김영도
    • 한국분말재료학회지
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    • 제10권1호
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    • pp.40-45
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    • 2003
  • Sintering behavior of 2xxx series Al alloy was investigated to obtain full densification and sound microstructure. The commercial 2xxx series Al alloy powder. AMB2712, was used as a starting powder. The mixing powder was characterized by using particle size analyzer, SEM and XRD. The optimum compacting pressure was 200 MPa, which was the starting point of the "homogeneous deformation" stage. The powder compacts were sintered at $550~630^{\circ}C$ after burn-off process at $400^{\circ}C$. Swelling phenomenon caused by transient liquid phase sintering was observed below $590^{\circ}C$ of sintering temperature. At $610^{\circ}C$, sintering density was increased by effect of remained liquid phase. Further densification was not observed above $610^{\circ}C$. Therefore, it was determined that the optimum sintering temperature of AMB2712 powder was $610^{\circ}C$.}C$.

A Modularized Two-Stage Charge Equalization Converter for Series Connected Lithium-Ion Battery Strings

  • Kim, Chol-Ho;Park, Hong-Sun;Moon, Gun-Woo
    • 전력전자학회:학술대회논문집
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    • 전력전자학회 2008년도 하계학술대회 논문집
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    • pp.535-537
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    • 2008
  • This paper proposes a modularized two-stage charge equalization converter for a series-connected lithium-ion battery string. In this paper, the series-connected battery sting is modularized into M modules, and each module has K cells in series. With this modularization, low voltage stress on the electronic devices can be achieved. A two-stage dc-dc converter with cell selection switches is employed. The first stage dc-dc converter steps down the high bus voltage to about 10 V. The second stage dc-dc converter integrated with selection switches equalizes the cell voltages. A prototype for 88 lithium-ion battery cells is optimally designed and implemented. Experimental results verify that the proposed equalization method has good cell balancing performance showing low voltage stress, small size, and low cost.

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0.5$\mu\textrm{m}$-GaAs MESFET을 이용한 X-밴드 모노리식 직렬 궤환 LNA의 설계 및 특성 (Design and Characteristics of X-band Monolitic Series Feedback LNA using 0.5$\mu\textrm{m}$GaAs MESFET)

  • 전영진;김진명;정윤하
    • 전자공학회논문지D
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    • 제34D권5호
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    • pp.7-13
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    • 1997
  • A X-band 3-stage monolithic LNA (low noise amplifier) with series feedback has been successfully desined and demonstrated by suign 0.5-$\mu\textrm{m}$ GaAs MESFET. In the design of the 3-stage LNA, the effects of series feedback to the noise figure, the gain, and the stability have been investigated ot find the optimal short stub length. As a result, the inductive series feedback topology which has 10degree short stub in the GaAs MESFET source lead, has been employed in the 1-st stage. The fabricated MMIC LNA's chip size is only 1mm$^{2}$/stage, which is smaller than the previously reported X-band MMIC input/output return losses are less than -10dB and -15dB, respectively. The noise figure (NF) is less than 2.6dB. The measured data show good agreement with the simulated values.

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