• Title/Summary/Keyword: Input series

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Prediction of Electricity Sales by Time Series Modelling (시계열모형에 의한 전력판매량 예측)

  • Son, Young Sook
    • The Korean Journal of Applied Statistics
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    • v.27 no.3
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    • pp.419-430
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    • 2014
  • An accurate prediction of electricity supply and demand is important for daily life, industrial activities, and national management. In this paper electricity sales is predicted by time series modelling. Real data analysis shows the transfer function model with cooling and heating days as an input time series and a pulse function as an intervention variable outperforms other time series models for the root mean square error and the mean absolute percentage error.

Multiple Model Prediction System Based on Optimal TS Fuzzy Model and Its Applications to Time Series Forecasting (최적 TS 퍼지 모델 기반 다중 모델 예측 시스템의 구현과 시계열 예측 응용)

  • Bang, Young-Keun;Lee, Chul-Heui
    • Journal of Industrial Technology
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    • v.28 no.B
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    • pp.101-109
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    • 2008
  • In general, non-stationary or chaos time series forecasting is very difficult since there exists a drift and/or nonlinearities in them. To overcome this situation, we suggest a new prediction method based on multiple model TS fuzzy predictors combined with preprocessing of time series data, where, instead of time series data, the differences of them are applied to predictors as input. In preprocessing procedure, the candidates of optimal difference interval are determined by using con-elation analysis and corresponding difference data are generated. And then, for each of them, TS fuzzy predictor is constructed by using k-means clustering algorithm and least squares method. Finally, the best predictor which minimizes the performance index is selected and it works on hereafter for prediction. Computer simulation is performed to show the effectiveness and usefulness of our method.

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

  • 전영진;김진명;정윤하
    • Journal of the Korean Institute of Telematics and Electronics D
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    • v.34D no.5
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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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Analysis and Design of Half-Bridge Series Resonant Converter for Non-Contact Battery Charger (무접점 베터리 충전 장치용 Half-Bridge 직렬 공진 컨버터 분석 및 설계)

  • Kim, Chang-Gyun;You, Jung-Sik;Park, Jong-Hu;Cho, Bo-Hyung;Seo, Dong-Hyun
    • Proceedings of the KIEE Conference
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    • 1999.07f
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    • pp.2508-2511
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    • 1999
  • A non-contact battery charger which transfers energy using magnetic field without any electrical contacts is designed using half-bridge series resonant converter. This converter utilizes series resonance to reduce the undesirable effect of large leakage inductance of the non-contact transformer and ZVS operation can reduce switching losses. In this paper. analysis and design procedure of half-bridge series resonant converter with non-contact transformer is presented. Input voltage is 85VAC ${\sim}$ 270VAC, output voltage and current is 4.1V and 800mA, respectively. Furthermore, a method for calculating the secondary current of the transformer to control battery charging current in constant current charging mode which is required for litium-ion battery is proposed and the performance is verified from experiments.

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Grid-friendly Control Strategy with Dual Primary-Side Series-Connected Winding Transformers

  • Shang, Jing;Nian, Xiaohong;Chen, Tao;Ma, Zhenyu
    • Journal of Power Electronics
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    • v.16 no.3
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    • pp.960-969
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    • 2016
  • High-power three-level voltage-source converters are widely utilized in high-performance AC drive systems. In several ultra-power instances, the harmonics on the grid side should be reduced through multiple rectifications. A combined harmonic elimination method that includes a dual primary-side series-connected winding transformer and selective harmonic elimination pulse-width modulation is proposed to eliminate low-order current harmonics on the primary and secondary sides of transformers. Through an analysis of the harmonic influence caused by dead time and DC magnetic bias, a synthetic compensation control strategy is presented to minimize the grid-side harmonics in the dual primary side series-connected winding transformer application. Both simulation and experimental results demonstrate that the proposed control strategy can significantly reduce the converter input current harmonics and eliminates the DC magnetic bias in the transformer.

Analysis and Design of Half-Bridge Resonant Converter for Non-Contact Battery Charger (비접촉식 배터리 충전 장치용 Half-Bridge 직렬 공진 컨버터 분석 및 설계)

  • Kim, Chang-Gyun;Seo, Dong-Hyeon;Yu, Jeong-Sik;Park, Jong-Hu;Jo, Bo-Hyeong
    • The Transactions of the Korean Institute of Electrical Engineers B
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    • v.49 no.4
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    • pp.265-271
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    • 2000
  • A non-contact battery charger for cellular phone is designed using half-bridge series resonant converter. This converter utilizes series resonance to reduce the undesirable effect of large leakage inductance of the detachable transformer and ZVS operation can reduce switching loss and switching noise. In this paper, analysis and design procedure of half-bridge series resonant converter with detachable transformer is presented. The input voltage is 85VAC∼270VAC, and the output voltage and current is 4.1V and 800mA, respectively. Furthermore, a method of calculating the secondary current of the transformer to control the battery charging current in the constant current charging mode is proposed. The performance of the charger is verified through experiments.

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A Speed Control of A Series DC Motor Using Adaptive Fuzzy Sliding-Mode Method (적응 퍼지 슬라이딩 모드 기법을 이용한 Series DC 모터의 속도제어)

  • Kim, Do-Woo;Yang, Hai-Won;Jung, Gi-Chul;Lee, Hyo-Sup
    • Proceedings of the KIEE Conference
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    • 2001.07d
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    • pp.2292-2295
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    • 2001
  • In this paper, The control problem for a series DC motor is considered to adaptive fuzzy sliding-mode control scheme. Based on a nonlinear mathematical model of a series connected DC motor, instead of the combination of a nonlinear transformation and state feedback(feedback linearization) reduces the nonlinear control design. To demonstrate its effectiveness, an experimental study of this controller is presented. Two sets of fuzzy rule bases are utilized to represent the equivalent control input with unknown system functions of the main target. The membership functions of the THEN-part, which is used to construct a suitable equivalent control of SMC, are changed according to the adaptive law. With such a design scheme, we not only maintain the distribution of membership functions over state space but also reduce computing time considerably.

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A Study on the Line-Interactive UPS with Power Factor correction (Line - Interactive UPS의 역률 개선 방안에 관한 연구)

  • Jang Hoon;Lee Woo-Cheol;Lee Taeck-Kie;Hyun Dong-Seok
    • Proceedings of the KIPE Conference
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    • 2001.12a
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    • pp.93-96
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    • 2001
  • This paper proposed on the Line-Interactive UPS with power factor correction. The paper Line-Interactive UPS topology with its advantages is reviewed. Next introduces Line -Interactive UPS of the series active compensator. The series active compensator controls input currents and power factor.

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Application of Volterra Functional Series to the Analysis of Nonlinear Systems Represented by Nonlinear Differential Equations (비선형 미분방정식으로 표현되는 비선형 시스템의 해석을 위한 볼테리 시리즈의 응용)

  • Sung, Dan-Keun
    • Journal of the Korean Institute of Telematics and Electronics
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    • v.25 no.3
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    • pp.315-321
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    • 1988
  • The input-output relation for nonlinear systems can e explicitly represented by the volterra functional series and it is characterized by the Volterra kernels. A block diagram reduction method is proposed to determine the Volterra kernels for nonlinear differential equations and is compared with the direct substitution techniques. The former method can significantly reduce the computational complexity. A degree of nonlinearity is defined and analyzed for the analysis of nonlinear systems.

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Analysis of information encoding in a chaotic neural network (카오스 신경회로망에서의 정보의 인코딩 해석)

  • 여진경
    • Proceedings of the Korea Society for Industrial Systems Conference
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    • 2002.06a
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    • pp.367-371
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    • 2002
  • I construct a chaotically driven contraction system having some analogy with the information transfer mechanism in the brain system especially from CA1 cell to CA3 cell known from the empirical result. And I consider the properties of the response system on a state space according to the external input into the drive neuron by observing the fractal hierarchical structure. Then I induce the relation between the information about state transition of the chaotic time series and the spatial information on a fractal attractor to confirm the possibility of encoding of time series data to spatial information.

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