• Title/Summary/Keyword: Vector Mode

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Runoff Prediction from Machine Learning Models Coupled with Empirical Mode Decomposition: A case Study of the Grand River Basin in Canada

  • Parisouj, Peiman;Jun, Changhyun;Nezhad, Somayeh Moghimi;Narimani, Roya
    • Proceedings of the Korea Water Resources Association Conference
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    • 2022.05a
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    • pp.136-136
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    • 2022
  • This study investigates the possibility of coupling empirical mode decomposition (EMD) for runoff prediction from machine learning (ML) models. Here, support vector regression (SVR) and convolutional neural network (CNN) were considered for ML algorithms. Precipitation (P), minimum temperature (Tmin), maximum temperature (Tmax) and their intrinsic mode functions (IMF) values were used for input variables at a monthly scale from Jan. 1973 to Dec. 2020 in the Grand river basin, Canada. The support vector machine-recursive feature elimination (SVM-RFE) technique was applied for finding the best combination of predictors among input variables. The results show that the proposed method outperformed the individual performance of SVR and CNN during the training and testing periods in the study area. According to the correlation coefficient (R), the EMD-SVR model outperformed the EMD-CNN model in both training and testing even though the CNN indicated a better performance than the SVR before using IMF values. The EMD-SVR model showed higher improvement in R value (38.7%) than that from the EMD-CNN model (7.1%). It should be noted that the coupled models of EMD-SVR and EMD-CNN represented much higher accuracy in runoff prediction with respect to the considered evaluation indicators, including root mean square error (RMSE) and R values.

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On the Conceptual Design of the SIMD Vector Machine Attachable to SISD Machine (SISD 머신에 부착 가능한 SIMD 벡터 머신의 개념적 설계)

  • Cho Young-Il;Ko Young-Woong
    • The KIPS Transactions:PartA
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    • v.12A no.3 s.93
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    • pp.263-272
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    • 2005
  • The addressing mode for data is performed by the software in yon Neumann-concept(SISD) computer a priori without hardware design of an address counter for operands. Therefore, in the addressing mode for the vector the corresponding variables as much as the number of the elements should be specified and used also in the software method. This is because not for operand but only for an instructions, quasi PC(program counter) is designed in hardware physically. A vector has a characteristic of a structural dimension. In this paper we propose to design a hardware unit physically external to the CPU for addressing only the elements of a vector unit with the structure and dimension. Because of the high speed performance for a vector processing it should be designed in the SIMD pipeline mechanics. The proposed mechanics is evaluated through a simulation. Our result shows $12\%$ to $30\%$ performance enhancement over CRAY architecture under the same hardware consideration(processing unit).

Predicting the Morton Effect in a Steam Turbine with Sensitivity Vector (민감도 벡터를 이용한 스팀 터빈의 Morton Effect 발생 예측)

  • Donghyun Lee;Byungock Kim;Byungchan Jeon;Junho Suh;Shinhun Kang;Seryong Kim
    • Tribology and Lubricants
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    • v.40 no.2
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    • pp.39-46
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    • 2024
  • The Morton effect (ME) is an instability phenomenon occurring in rotating machineries supported by fluid film bearings and is induced by the thermal deformation of the overhung mass, which is a part of the rotating shaft. Herein, we describe the ME during the high-speed balancing test of a 20 MW class steam turbine. Additionally, to predict the rotating speed at which the ME occurs, we apply the sensitivity vector theory for the steam turbine. During the operation of the steam turbine, we observe a continuous increase in vibration and hysteresis near the rated speed, which is typical of the ME. Increasing the temperature of the lubricating oil supplied to the bearings from 40 to 60℃ suppresses the occurrence of the ME. The rotordynamic analysis for the steam turbine suggests the existence of a mode in which the overhung mass undergoes significant deformation near the rated speed, and we presume that such a mode will increase the occurrence of the ME. The predicted rotating speed of ME occurrence, obtained through the sensitivity vector method, correlates with the test results. Moreover, increasing the temperature of the supplied lubricating oil mitigates the occurrence of ME by reducing the sensitivity between the temperature deviation vector and unbalance mass vector.

PWM-based Integral Sliding-mode Controller for Unity Input Power Factor Operation of Indirect Matrix Converter

  • Rmili, Lazhar;Hamouda, Mahmoud;Rahmani, Salem;Blanchette, Handy Fortin;Al-Haddad, Kamal
    • Journal of Power Electronics
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    • v.17 no.4
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    • pp.1048-1057
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    • 2017
  • An indirect matrix converter (IMC) is a modern power generation system that enables a direct ac/ac conversion without the need for any bulky and limited lifetime electrolytic capacitor. This system also allows four-quadrant operation, generation of sinusoidal output voltage waveforms with variable frequency and amplitude, and control of input power factor. This study proposes a pulse-width modulation-based sliding-mode controller to achieve unity input-power factor operation of the IMC independently of the active power exchanged with the grid, as well as a fast dynamic response. The designed equivalent control law determines, at each sampling period, the appropriate q-axis component of the modulated input current to be injected into the grid through the LC input filter. An integral term of the error is included in the expression of the sliding surface to increase the accuracy of the control method. A double space vector modulation method is used to synthesize the direction of the space vector of the input currents as required by the sliding-mode controller and the space vectors of the target output voltages. Simulation and experimental results are provided to show the effectiveness and evaluate the performance of the proposed control method.

The Correlation between Fatigue Fracture Crack Surface Friction and Crack Closure Effect in Crack Growth under Mixed-mode loading (혼합모드 하중 하에서의 균열성장 중 피로파단면 마찰과 균열닫힘효과의 상호관계)

  • Seo, Ki-Jeong;Song, Sam-Hong;Lee, Jeong-Moo
    • Proceedings of the KSME Conference
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    • 2004.11a
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    • pp.214-219
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    • 2004
  • Crack tip behavior of single mode loading condition(mode I)depend on tensile loading component but one of mixed mode loading condition(mode I+II) have influenced on shear loading component like the practical structure. Because crack closure is caused by shear loading component under mixed-mode loading a research on the behavior in the stage of crack initiation and propagation require to be evaluate about crack closure effect by fatigue crack surface friction. For that reasion we examined the behavior at the crack tip by direct measuring method. Measured behavior at the crack tip was analyzed through vector crack tip displacement. As a result, crack propafation equation was corrected by considering with crack closure effect. In addition we compared fatigue fracture crack surface and crack closure level.

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Analysis of Wide Band Annular Ring Microstrip Patch Antenna (광대역 Annular Ring 마이크로스트립 패치 안테나의 해석)

  • Seo, Chul-Hun;Kim, Hyeong-Seok
    • Journal of The Institute of Information and Telecommunication Facilities Engineering
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    • v.2 no.1
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    • pp.13-21
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    • 2003
  • This paper presents the analysis of the mode characteristics of an annular ring microstrip patch antenna for circular polarization with attachment mode using method of moments in the spectral domain. For a probe excitation, the input impedance are obtained by using the single mode approximation for both the $TM_{11}$ and $TM_{12}$ modes and compared with those by Vector Hankel Transform. While the $TM_{11}$ mode has a high Q, it is a poor radiating mode; the $TM_{12}$ mode is more suitable for antenna applications. It is also shown that the bandwidth of the $TM_{12}$ mode is wider than that of the $TM_{11}$ mode in terms of axial ratio for circular polarizatio

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Common-Mode Current Reduction with Synchronized PWM Strategy in Two-Inverter Air-Conditioning Systems

  • Baek, Youngjin;Park, Gwigeun;Park, Dongmin;Cha, Honnyong;Kim, Heung-Geun
    • Journal of Power Electronics
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    • v.19 no.6
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    • pp.1582-1590
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    • 2019
  • A new method for reducing the common-mode current generated by the voltage variations in a two-inverter air conditioner system by applying a synchronized pulse-width modulation (PWM) strategy is proposed. The PWM signals of the master-mode inverter are generated based on the reference voltage, while those of the slave-mode inverter are output in the opposite direction when the master-mode inverter changes its switching state. However, the slave-mode control results in a mismatch between the reference voltage and the actual output voltage that is modified by synchronized control operation. The proposed method is capable of reducing and controlling this voltage error by performing signal selection in the vector space of the slave-mode inverter, which mitigates the distortion of the phase current. The efficacy of this method in reducing conducted emissions has been validated both theoretically and experimentally.

Obstacle Avoidance and Trap Recovery of Mobile Robot.

  • hun, Hwang-Kyung;su, Lim-Kyung;yong, Kuc-Tae
    • 제어로봇시스템학회:학술대회논문집
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    • 2001.10a
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    • pp.120.5-120
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    • 2001
  • This paper introduces an Adapative Goal Pertubation Method(AGPM) for mobile robots which can move safely without being locked in a trap situation. AGPM is a modified method of VFH(Vector Field Histrogram) that Borenstein has proposed. AGPM consists of Avoid-Trap-Mode, Escape-Trap-Mode and Check-Trap-Mode. Some results of the mobile robot that have 8 ultrasonic sensors are shown through simulations.

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Design of a Sliding Mode Speed Controller for the BLDC Motor Using the Space Vector Modulation Technique (공간벡터 변조법을 적용한 BLDC 전동기에 대한 슬라이딩 모드 속도 제어기 설계)

  • 최중경;박승엽;황정원
    • Proceedings of the IEEK Conference
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    • 1999.06a
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    • pp.1125-1128
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    • 1999
  • This paper presents a speed controller for the Sinusoidal type BLDC motor using the sliding mode. Since the sliding mode control has some practical limitations such as the chattering phenomenon and reaching phase problems, the technique of overcoming these limitations is proposed in a practical realization. This proposed speed control technique is composed of an smooth integral variable structure control(IVSC), and chattering prediction method.

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Characteristics of Snow-cell Formation Processes over the Southern Part of Yellow Sea on 4 February 2004 using the KEOP Intensive Observation Data (KEOP 집중관측자료를 활용한 2004년 2월 4일 황해 남부해상의 강설세포 형성과정 특성 분석)

  • Kim, Baek-Jo;Cho, Chun-Ho;Ryu, Chan-Su;Chung, Hyo-Sang
    • Journal of Environmental Science International
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    • v.16 no.12
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    • pp.1401-1409
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    • 2007
  • The formation mechanism of the snow cells of the Yellow Sea associated with snowfall over the southwestern part of Korea on 4 February, 2004 has been investigated using special upper-air sounding and radar data obtained for the KEOP(Korea Enhanced Observing Period) Intensive Observing Period(IOP). Results show that the types of snow cells for the selected period are classified into L(Longitudinal)-mode, Low-level convergence, and T(Transverse)-mode with their evolution from L-mode to T-mode. In particular, the existence of low-level warm and humid layer associated with temporally southwesterly inflow for about 4 hours provides a favorable condition in forming the T-mode snow cells. The vertical depth of the T-mode snow cells is deeper than that of L-mode ones due to the southeastward penetration of cold and dry air into relatively warm and humid air. In addition, it is found that wind shear vector between 1000 hPa and 600 hPa is one of the factors which control the orientation of snow cells in formation embedded into the snowbands for the both modes.