• 제목/요약/키워드: Variable Input

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주요성분분석과 상호정보 추정에 의한 입력변수선택 (Input Variables Selection by Principal Component Analysis and Mutual Information Estimation)

  • 조용현;홍성준
    • 한국지능시스템학회논문지
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    • 제17권2호
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    • pp.220-225
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    • 2007
  • 본 논문에서는 주요성분분석과 상호정보 추정을 조합한 입력변수선택 기법을 제안하였다. 여기서 주요성분분석은 2차원 통계성에 기반을 둔 기법으로 입력변수 간의 종속성을 빠르게 제거하여 과추정을 방지하기 위함이고, 상호정보의 추정은 적응적 분할을 이용하여 입력변수의 확률밀도함수를 계산함으로써 변수상호간의 종속성을 좀 더 정확하게 측정하기 위함이다. 제안된 기법을 각 500개 샘플의 7개 신호를 가지는 인위적인 문제와 각 55개 샘플의 24개의 신호를 가지는 환경오염신호를 대상으로 각각 실험한 결과, 빠르고 정확한 변수의 선택이 이루어짐을 확인하였다. 또한 주요성분분석을 수행하지 않을 때와 정규분할의 상호정보 추정 때보다 제안된 방법은 각각 우수한 선택성능이 있음을 확인하였다.

명령어 연관성 분석을 통한 가변 입력 gshare 예측기 (Variable Input Gshare Predictor based on Interrelationship Analysis of Instructions)

  • 곽종욱
    • 한국컴퓨터정보학회논문지
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    • 제13권4호
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    • pp.19-30
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    • 2008
  • 분기 히스토리는 분기 예측기의 주된 입력 요소로 사용된다. 따라서 적절한 분기 히스토리의 사용은 분기 예측의 정확도 향상에 큰 영향을 미친다. 본 논문에서는 분기 예측의 정확도를 향상시키기 위한 방법의 하나로, 명령어의 연관성 분석을 통한 선별적 분기 히스토리 사용 기법을 제안한다. 우선, 본 논문에서는 명령어의 연관성을 분석하는 세 가지 서로 다른 알고리즘을 제안한다. 제안된 기법은 명령어의 레지스터 쓰기 연산에 기반하는 방법, 분기 명령어의 참조 레지스터에 기반하는 방법, 그리고 이들 두 가지 방식을 상호 결합하는 방법이다. 또한, 제안된 세 가지 알고리즘의 실질적 구현을 위해 이를 적용할 수 있는 가변 입력 gshare 예측기를 제안한다. 본 논문에서는 모의실험을 통해 세 가지 알고리즘의 특징 및 장단점을 비교 분석한다. 특히, 기존의 고정된 입력을 사용하는 방식과 비교하여 제안된 기법의 성능 향상의 정도를 분석하며, 사전 프로파일링을 통해 얻어진 최적의 입력에 대한 성능상의 차이도 소개한다.

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불확실 일반 선형 시스템의 레귤레이션 제어를 위한 사전 제어 성능을 갖는 개선된 연속 적분 가변구조 시스템 (An Improved Continuous Integral Variable Structure Systems with Prescribed Control Performance for Regulation Controls of Uncertain General Linear Systems)

  • 이정훈
    • 전기학회논문지
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    • 제66권12호
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    • pp.1759-1771
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    • 2017
  • In this paper, an improved continuous integral variable structure systems(ICIVSS) with the prescribed control performance is designed for simple regulation controls of uncertain general linear systems. An integral sliding surface with an integral state having a special initial condition is adopted for removing the reaching phase and predetermining the ideal sliding trajectory from a given initial state to the origin in the state space. The ideal sliding dynamics of the integral sliding surface is analytically obtained and the solution of the ideal sliding dynamics can predetermine the ideal sliding trajectory(integral sliding surface) from the given initial state to the origin. Provided that the value of the integral sliding surface is bounded by certain value by means of the continuous input, the norm of the state error to the ideal sliding trajectory is analyzed and obtained in Theorem 1. A corresponding discontinuous control input with the exponential stability is proposed to generate the perfect sliding mode on the every point of the pre-selected sliding surface. For practical applications, the discontinuity of the VSS control input is approximated to be continuous based on the proposed modified fixed boundary layer method. The bounded stability by the continuous input is investigated in Theorem 3. With combining the results of Theorem 1 and Theorem 3, as the prescribed control performance, the pre specification on the error to the ideal sliding trajectory is possible by means of the boundary layer continuous input with the integral sliding surface. The suggested algorithm with the continuous input can provide the effective method to increase the control accuracy within the boundary layer by means of the increase of the $G_1$ gain. Through an illustrative design example and simulation study, the usefulness of the main results is verified.

동기기를 사용한 계통연계형 가변속 풍력발전 시스템의 AC-DC-AC 컨버터 구현 및 제어 (Implementation and Control of AC-DC-AC Power Converter in a Grid-Connected Variable Speed Wind Turbine System with Synchronous Generator)

  • 송승호;김성주;함년근
    • 대한전기학회논문지:전기기기및에너지변환시스템부문B
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    • 제54권12호
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    • pp.609-615
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    • 2005
  • A 30kW electrical power conversion system is developed for a variable speed wind turbine. In the wind energy conversion system(WECS) a synchronous generator with field current excitation converts the mechanical energy into electrical energy. As the voltage and the frequency of the generator output vary according to the wind speed, a 6-bridge diode rectifier and a PWM boost chopper is utilized as an ac-dc converter maintaining the constant dc-link voltage with only single switch control. An input current control algorithm for maximum power generation during the variable speed operation is proposed without any usage of speed sensor. Grid connection type PWM inverter converts dc input power to ac output currents into the grid. The active power to the grid is controlled by q-axis current and the reactive power is controlled by d-axis current with appropriate decoupling. The phase angle of utility voltage is detected using software PLL(Phased Locked Loop) in d-q synchronous reference frame. Experimental results from the test of 30kW prototype wind turbine system show that the generator power can be controlled effectively during the variable speed operation without any speed sensor.

적분 가변구조제어기를 갖는 전기유압 서보시스템의 속도제어 (Velocity Control of an Electro-hydraulic Servo System with Integral Variable Structure Controller)

  • 허준영
    • 드라이브 ㆍ 컨트롤
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    • 제18권4호
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    • pp.52-58
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    • 2021
  • The variable structure controller is designed such that in sliding mode, the system moves along the switching plane in the vicinity of the switching plane, thus it is robust because it is not affected by the parameter fluctuations of the plant. However, a controller based on a variable structure may not meet the desired performance when it is commanded to track any input or is exposed to disturbances. This study proposes a sliding mode controller that follows the IVSC (Integral Variable Structure Control) approach with ELO (Extended Luenberger observer) to solve this problem. The proposed sliding mode control is applied to the velocity control of the hydraulic motor. The sliding plane was determined by the pole placement, and the control input was designed to ensure the existence of the sliding mode. The feasibility of modeling and controller are reviewed by comparing with conventional proportional-integral control through computer simulation using MATLAB software and experimenting on the cases of significant plant parameter fluctuations and disturbances.

범주형 자료에 대한 데이터 마이닝 분류기법 성능 비교 (Comparison of Data Mining Classification Algorithms for Categorical Feature Variables)

  • 손소영;신형원
    • 산업공학
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    • 제12권4호
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    • pp.551-556
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    • 1999
  • In this paper, we compare the performance of three data mining classification algorithms(neural network, decision tree, logistic regression) in consideration of various characteristics of categorical input and output data. $2^{4-1}$. 3 fractional factorial design is used to simulate the comparison situation where factors used are (1) the categorical ratio of input variables, (2) the complexity of functional relationship between the output and input variables, (3) the size of randomness in the relationship, (4) the categorical ratio of an output variable, and (5) the classification algorithm. Experimental study results indicate the following: decision tree performs better than the others when the relationship between output and input variables is simple while logistic regression is better when the other way is around; and neural network appears a better choice than the others when the randomness in the relationship is relatively large. We also use Taguchi design to improve the practicality of our study results by letting the relationship between the output and input variables as a noise factor. As a result, the classification accuracy of neural network and decision tree turns out to be higher than that of logistic regression, when the categorical proportion of the output variable is even.

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PMSM의 퍼지 로직 최적 효율 제어 (A Fuzzy Logical Optimal Efficiency Control of Permanent Magnet Synchronous Motor)

  • 주광성;이동회;안진우
    • 대한전기학회:학술대회논문집
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    • 대한전기학회 2007년도 춘계학술대회 논문집 전기기기 및 에너지변환시스템부문
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    • pp.97-99
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    • 2007
  • This paper presents a fuzzy logical control method to implement an on-line optimum efficiency control for Permanent Magnet Synchronous Motor. This method real-timely adjusts the output voltage of the inverter system to achieve the optimum running efficiency of the whole system. At first, the input power is calculated during the steady state in the process of efficiency optimizing. To exactly estimate the steady state of the system, this section needs check up the speed setting on timely. The second section is to calculate input power of dc-bus. The exact measurement of the voltage and current is the vital point to acquire the input power. The third section is the fuzzy logic control unit, which is the key of the whole drive system. Based on the change of input power of dc-bus and output voltage, the variable of output voltage is gained by the fuzzy logical unit. With the on-line optimizing. the whole system call fulfill the minimum input power of dc-bus on the running state. The experimental result proves that the system applied the adjustable V/f control method and the efficiency-optimizing unit possesses optimum efficiency, and it is a better choice for simple variable speed applications such as fans and pump.

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Medical Tourism Industry in Kangwon Province and Its Economic Impacts on the Region

  • Zhu, Yan Hua;Kang, Joo Hoon;Jung, Yong-Sik
    • 한국산업정보학회논문지
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    • 제19권3호
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    • pp.115-125
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    • 2014
  • This paper has two purposes. The first is to suggest the new and simple method to derive a regional input-output model from the national input-output table published by the Bank of Korea. The interregional input-output table has not been devised in spite of its potential use while the national table has been made every five years with the revised version during each five years. Second, this paper aims to derive Kangwon interregional input-output model from the national model using the regional supply proportion of industry and to analyze the effect of medical tourism industry on the regional economy of Kangwon Province. The paper measures, in particular, the effect of medical tourism industry on the financial self-sufficiency of Kangwon Province using the estimated output elasticity of tax revenue with the autoregressive distributed lag scheme ADL(1,1) in which the dependent variable and the single explanatory variable are each lagged once.

Reduction of Fuzzy Rules and Membership Functions and Its Application to Fuzzy PI and PD Type Controllers

  • Chopra Seema;Mitra Ranajit;Kumar Vijay
    • International Journal of Control, Automation, and Systems
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    • 제4권4호
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    • pp.438-447
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    • 2006
  • Fuzzy controller's design depends mainly on the rule base and membership functions over the controller's input and output ranges. This paper presents two different approaches to deal with these design issues. A simple and efficient approach; namely, Fuzzy Subtractive Clustering is used to identify the rule base needed to realize Fuzzy PI and PD type controllers. This technique provides a mechanism to obtain the reduced rule set covering the whole input/output space as well as membership functions for each input variable. But it is found that some membership functions projected from different clusters have high degree of similarity. The number of membership functions of each input variable is then reduced using a similarity measure. In this paper, the fuzzy subtractive clustering approach is shown to reduce 49 rules to 8 rules and number of membership functions to 4 and 6 for input variables (error and change in error) maintaining almost the same level of performance. Simulation on a wide range of linear and nonlinear processes is carried out and results are compared with fuzzy PI and PD type controllers without clustering in terms of several performance measures such as peak overshoot, settling time, rise time, integral absolute error (IAE) and integral-of-time multiplied absolute error (ITAE) and in each case the proposed schemes shows an identical performance.

가변 극성 알루미늄 아크 용접의 이론적 배경 고찰 (Theoretical background discussion on variable polarity arc welding of aluminum)

  • 조정호;이중재;배승환;이용기;박경배;김용준;이준경
    • Journal of Welding and Joining
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    • 제33권2호
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    • pp.14-17
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    • 2015
  • Cleaning effect is well known mechanism of oxide layer removal in DCEP polarity. It is also known that DCEN has higher heat input efficiency than DCEP in GTAW process. Based on these two renowned arc theories, conventional variable polarity arc for aluminum welding was set up to have minimum DCEP and maximum DCEN duty ratio to achieve the highest heat input efficiency and weldability increase. However, recent several variable polarity GTA research papers reported unexpected result of proportional relationship between DCEP duty ratio and heat input. The authors also observed the same result then suggested combination of tunneling effect and random walk of cathode spot to fill up the gap between experiment and conventional arc theory. In this research, suggested combinational work of tunneling effect and rapid cathode spot changing is applied to another unexpected phenomena of variable polarity aluminum arc welding. From previous research, it is reported that wider oxide removal range, narrower bead width and shallower penetration depth are observed in thin oxide layered aluminum compared to the case of thick oxide. This result was reported for the first time and it was hard to explain the reason at that time therefore the inference by the authors was hardly acceptable. However, the suggested combinational theory successfully explains the result of the previous report in logical way.