• Title/Summary/Keyword: Input Method

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IMM Method Using Kalman Filter with Fuzzy Gain

  • Noh, Sun-Young;Joo, Young-Hoon;Park, Jin-Bae
    • Journal of the Korean Institute of Intelligent Systems
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    • v.16 no.2
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    • pp.234-239
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    • 2006
  • In this paper, we propose an interacting multiple model (IMM) method using intelligent tracking filter with fuzzy gain to reduce tracking errors for maneuvering targets. In the proposed filter, the unknown acceleration input for each sub-model is determined by mismatches between the modelled target dynamics and the actual target dynamics. After a acceleration input is detected, the state estimates for each sub-filter are modified. To modify the accurate estimation, we propose the fuzzy gain based on the relation between the filter residual and its variation. To optimize each fuzzy system, we utilize the genetic algorithm (GA). The tracking performance of the proposed method is compared with those of the adaptive interacting multiple model(AIMM) method and input estimation (IE) method through computer simulations.

Maneuvering Target Tracking Using the IMM method Based on Intelligent Input Estimation (지능형 입력추정에 기반한 상호작용 다중모델 기법을 이용한 기동표적 추적)

  • Lee, Bum-Jik;Joo, Young-Hoon;Park, Jin-Bae
    • Proceedings of the KIEE Conference
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    • 2003.07d
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    • pp.2085-2087
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    • 2003
  • A new interacting multiple model (IMM) method based on intelligent input estimation (IIE) is proposed for tracking a maneuvering target. In the proposed method, the acceleration level of each sub-filter is determined by IIE using the fuzzy system, which is optimized by the genetic algorithm (GA). The tracking performance of the proposed method is compared with those of the input estimation (IE) technique and the adaptive interacting multiple model (AIMM) method in computer simulations.

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A Study on the New PWM Control Method of the Cycloconverter with a Resonant Circuit for Induction Heating (공진회로를 이용한 유도가열용 사이크로콘버터의 새로운 PWM 제어법에 관한 연구)

  • Kim, Hyun-Jung;Kim, Young-Seok
    • Proceedings of the KIEE Conference
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    • 1993.07b
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    • pp.797-799
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    • 1993
  • In this paper, we propose a new PWM control method of cycloconverter with a resonant circuit for induction heating. The proposed new PWM control method determines the switching duty ratio compared the integrated value of load current with the reference value of input current on sampling interval. By the Proposed method, the displacement factor becomes 1.0 and the input current waveforms become sinusoid which is nearly 1.0 in terms of the input power factor. To confirm the validity of the proposed method, the simulations and experiments are carried out.

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Classification Tree-Based Feature-Selective Clustering Analysis: Case of Credit Card Customer Segmentation (분류나무를 활용한 군집분석의 입력특성 선택: 신용카드 고객세분화 사례)

  • Yoon Hanseong
    • Journal of Korea Society of Digital Industry and Information Management
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    • v.19 no.4
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    • pp.1-11
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    • 2023
  • Clustering analysis is used in various fields including customer segmentation and clustering methods such as k-means are actively applied in the credit card customer segmentation. In this paper, we summarized the input features selection method of k-means clustering for the case of the credit card customer segmentation problem, and evaluated its feasibility through the analysis results. By using the label values of k-means clustering results as target features of a decision tree classification, we composed a method for prioritizing input features using the information gain of the branch. It is not easy to determine effectiveness with the clustering effectiveness index, but in the case of the CH index, cluster effectiveness is improved evidently in the method presented in this paper compared to the case of randomly determining priorities. The suggested method can be used for effectiveness of actively used clustering analysis including k-means method.

Fuzzy Control Method By Automatic Scaling Factor Tuning (자동 양자이득 조정에 의한 퍼지 제어방식)

  • 강성호;임중규;엄기환
    • Proceedings of the IEEK Conference
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    • 2003.07c
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    • pp.2807-2810
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    • 2003
  • In this paper, we propose a fuzzy control method for improving the control performance by automatically tuning the scaling factor. The proposed method is that automatically tune the input scaling factor and the output scaling factor of fuzzy logic system through neural network. Used neural network is ADALINE (ADAptive Linear NEron) neural network with delayed input. ADALINE neural network has simple construct, superior learning capacity and small computation time. In order to verify the effectiveness of the proposed control method, we performed simulation. The results showed that the proposed control method improves considerably on the environment of the disturbance.

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Input Impedance and Current Feedforward Control of Single-Phase Boost PFC Converters

  • Park, Sungmin;Park, Sung-Yeul;Bazzi, Ali M.
    • Journal of Power Electronics
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    • v.15 no.3
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    • pp.577-586
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    • 2015
  • The combination of voltage feedforward and feedback control is a conventional approach for correcting the power factor in single-phase ac-dc boost converters. The feedback duty ratio increases significantly with an increase of the line frequency and input inductance. Therefore, the performance of the conventional approach is highly dependent on the bandwidth of the feedback controller. As a result, the input power quality can be significantly exacerbated due to uncompensated duty ratios if the feedback controller is limited. This paper proposes an input impedance and current feedforward control method to reduce the control portion of the feedback controller. The findings in this paper are 1) the theoretical derivation and analysis of variations of line frequency and input inductance on a power factor correction approach, 2) guaranteed consistent performance in a wide range of conditions, and 3) that a low switching frequency can be utilized by the proposed method. A MATLAB/Simulink model and a 1.2kW dual boost converter are built to demonstrate the effectiveness of the proposed method.

Design and Implementation of a Smartphone-based User-Convenance Home Network Control System using Gesture (제스처를 이용한 스마트폰 기반 사용자 편의 홈 네트워크 제어 시스템의 설계 및 구현)

  • Jeon, Byoungchan;Cha, Siho
    • Journal of Korea Society of Digital Industry and Information Management
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    • v.11 no.2
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    • pp.113-120
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    • 2015
  • Under the penetration of smartphones equipped with a variety of features grows globally, the efficient using of a variety of functions of smartphones has been increased. In accordance with this trend, a lot of researches on the remote control method using the smart phone for consumer products in home networks. Input methods of the current smpartphoes are typically button-based inputs through touching. The button input methods are inconvenient for people who are not familiar touch. Therefore, the researches on the different input schemes to replace the touch methods are required. In this paper, we propose a gesture based input method to replace the touch-sensitive input that of the existing smartphone applications, and a way to apply it to home networks. The proposed method uses three-axis acceleration sensor which is built into smatphones, and it also defines six kinds of gestures patterns that may be applied to home network systems by measuring the recognition rates.

Input Impedance Matching Method of Inverted L Antenna using thin Ferrite Film (페라이트 薄膜을 이용한 逆L形 안테나의 入力임피던스 整合法)

  • Lim, Gye-Jae;Jung, Soo-Jin;Choi, Jong-Kwon
    • Resources Recycling
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    • v.13 no.6
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    • pp.26-30
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    • 2004
  • Input impedance of the inverted L antenna which is modified from a monopole antenna varies to very high input impedance value when the ratio of vertical height to horizontal length is reduced. So its impedance matching becomes very difficult. In this paper, we analyzed the input impedance variation range depending on the ratio of vertical height to horizontal length in the normal and ferrite thin film added configuration for the input impedance control. For the exact analysis involving the permittivity, permeability and conductivity of ferrite material, FDTD numerical method is used.

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

  • Zhou, Guang-Xu;Lee, Dong-Hee;Ahm, Jin-Woo
    • Proceedings of the KIEE Conference
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    • 2007.04c
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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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Optimal Hysteresis Control for CCM Driving of a Single-Stage PFC Flyback Converter for LED Lightings (LED 구동용 단일단 PFC CCM 플라이백 컨버터의 히스테리시스 최적 제어)

  • Kim, Choon-Tack
    • The Transactions of The Korean Institute of Electrical Engineers
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    • v.65 no.4
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    • pp.586-592
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    • 2016
  • The current control of Continuous Conduction Mode(CCM) can be implemented by several methods: peak current control; average current control; and hysteresis control. Among these methods, the hysteresis current control is popularly applied in various converter applications because of its simplicity of implementation, fast current control response and inherent peak current limiting capability. However, a current controller with conventional hysteresis band which multiplies the current reference has the disadvantage that the modulation frequency varies in one cycle of the input voltage and, as a result, generates high switching frequency in the low input voltage section. Also it is complicated to design the input filter due to varying switching frequency. This paper proposed an optimum hysteresis-band current control method where the band is generated by using both multiplication method and sum method to maintain the modulation frequency to be nearly constant. This approach can solve the high switching frequency in the low input voltage section, and achieve easy design of input filter. The performance of the proposed converter is verified with the simulation and the experimental works.