• Title/Summary/Keyword: 실수코딩

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Design of Fuzzy Polynomial neural Networks Using Symbolic Encoding of Genetic Algorithms and Its Application to Software System (유전자 알고리즘의 기호 코딩을 이용한 퍼지 다항식 뉴럴네트워크의 설계와 소프트웨어 공정으로의 응용)

  • Lee In-Tae;O Seong-Gwon;Choi Jeong-Nae
    • Proceedings of the Korean Institute of Intelligent Systems Conference
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    • 2006.05a
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    • pp.113-116
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    • 2006
  • 본 논문은 소프트웨어 공정에 대하여 기호코팅을 이용한 유전자 알고리즘 기반 퍼지 다항식 뉴럴 네트워크 (Genetic Algorithms-based Fuzzy Polynomial Neural Networks ; gFPNN)의 모델을 제안한다. 유전자 알고리즘에는 이진코딩, 기호코팅, 실수코딩이 있다. 제안된 모델은 스트링의 길이에 따른 해밍절벽을 기호코딩으로 극복하였다. gFPNN에 전반부 멤버쉽 함수는 삼각형과 가우시안형의 멤버쉽 함수가 사용된다. 그리고 규칙의 후반부는 간략, 선형, 이차식 그리고 변형된 이차식 함수에 의해 설계된다. 실험적 예제를 통하여 제안된 모델의 성능이 근사화 능력과 일반화 능력이 우수함을 보인다.

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Stabilization Controller Design of a Container Crane for High Productivity in Cargo Handling Using a RCGA (실수코딩유전알고리즘을 이용한 하역생산성 향상용 컨테이너 크레인의 안정화 제어기 설계)

  • Lee, Soo-Young;Ahn, Jong-Kap;Choi, Jae-Jun;Son, Jeong-Ki;Lee, Yun-Hyung;So, Myung-Ok
    • Journal of Navigation and Port Research
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    • v.31 no.6
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    • pp.515-521
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    • 2007
  • To increase the stevedore efficiency and service level at container terminal, it is essential to reduce working time of container crane which has a bottle neck in the logistic flow of container. The working speed and safety are required to be improved by controlling the movement of the trolley as quick as possible without big overshoot and any residual swing motion of container in the vicinity of target position. This paper presents optimal state feedback control using RCGAs in the case of existing constrained conditions

The Identification of the Magnetic Bearing Control System's Parameters using RCGA (실수코딩 유전알고리즘을 이용한 자기베어링 제어시스템 파라미터의 동정)

  • Jeong, H.H.;Kim, Y.B.;Yang, J.H.
    • Journal of Power System Engineering
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    • v.13 no.4
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    • pp.68-73
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    • 2009
  • The mathematical model has a different response character with the real system because this mathematical model has the modeling errors and the imprecise value of system's parameters. Therefore to find the value of system parameters as possible as near by real value in the model is necessary to design the controlled system. This study concern about the identification method to estimate the parameter for the magnetic bearing system with RCGA(Real Coded Genetic Algorithm). Firstly, we will get the mathematical model from the current amplifier circuit and the magnetic bearing system. Secondly we will get the step response data in this circuit and system. Finally, we will estimate the unknown parameter's value from the data.

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A study on the optimal tuning of the hydraulic motion driver parameter by using RCGA (유압 모션 제어기의 최적 제어인자 튜닝에 관한 연구)

  • Shin, Suk-Shin;Noh, Jong-Ho;Park, Jong-Ho
    • Journal of Advanced Marine Engineering and Technology
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    • v.38 no.1
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    • pp.39-47
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    • 2014
  • In this study, 2 degree of freedom PID controller is added to the conventional feed-forward controller for the purpose of improving its limitations such as set-point of tracking performance and disturbance suppression performance in the conventional PID controller. And the controller parameters optimization as a Real Coded Genetic Algorithm (RCGA) is used. Simulation and experiments verify the performance of the controller.

Optimum Design of Multi-Stage Gear Drive Using Genetic Algorithm Mixed Binary and Real Encoding (이진코딩과 실수코딩이 조합된 유전 알고리즘을 이용한 다단 기어장치의 최적설계)

  • 정태형;홍현기;이정상
    • Proceedings of the Korean Society of Machine Tool Engineers Conference
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    • 2004.04a
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    • pp.118-123
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    • 2004
  • In this study, genetic algorithm mixed binary and real encoding is proposed to deal with design variables of various types. And that is applied to optimum design of Multi-stage gear drive. Design of pressure vessel which is mixed discrete and continuous variables is applied to verify reasonableness of proposed genetic algorithm. The proposed genetic algorithm is applied for the gear ratio optimization and the volume minimization of geared motor which is used in field. In result, it shows that the volume has decreased about 8% compared with the existing geared motor.

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Fuzzy Rule Based Trajectory Control of Mobile Robot (이동용 로봇의 퍼지 기반 추적 제어)

  • Lee, Yun-Hyung;Jin, Gang-Gyoo;Choi, Hyeung-Sik;Park, Han-Il;Jang, Ha-Lyong;So, Myung-Ok
    • Journal of Advanced Marine Engineering and Technology
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    • v.34 no.1
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    • pp.109-115
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    • 2010
  • This paper deals with trajectory control of computer simulated mobile robot via fuzzy control. Mobile robot is controlled by Mamdani type fuzzy controller. Inputs of the fuzzy controller are angle between mobil robot and target, changed angle and output is the steering angle, which is control input. Fuzzy rules have seven rules and are selected by human experiential knowledge. Also we propose a scaling factors tuning scheme which is the another focus in designing fuzzy controller. In this paper, we adapt the RCGA which is well known in parameter optimization to adjust scaling factors. The simulation results show that the fuzzy control effectively realize trajectory stabilization of the mobile robot along a given reference target from various initial steering angles.

MPEG-4 Audio Decoding Technique using Integer Operations for Real-time Playback on Embedded Processor (휴대용 임베디드 프로세서에서의 MPEG-4 오디오의 실시간 재생을 위한 정수 디코딩 기법)

  • Cha, Kyung-Ae
    • Journal of Broadcast Engineering
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    • v.13 no.3
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    • pp.415-418
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    • 2008
  • Some embedded microprocessors do not have an FPU(Floating Point Unit) due to a circuit complexity and power consumption. The performance speed of MPEG-4 AAC decoder on this hardware environment would be slower than corresponding speed for playing back of the decoded results. Therefore, irritating and high-pitched noises are interleaved in the original the audio data. So, in order to play MPEG-4 AAC file on such PDA, a new algorithm that transforms floating-point arithmetic to one with integers, is needed. We have developed a transformation algorithm from floating-point operation to integer operation and implemented the PDA's AAC Player. We also show the efficiency of our proposed method with the experimental results.

Backward Path Tracking Control of a Trailer Type Vehicle Using a RCGA Based Parameter Estimation (RCGA 기반의 파라미터 추정 기법을 이용한 트레일러형 차량의 후방경로 추종제어)

  • 위용욱;하윤수;진강규
    • Journal of Advanced Marine Engineering and Technology
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    • v.25 no.1
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    • pp.124-130
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    • 2001
  • This paper presents a methodology on automation of a trailer type vehicle which consists of two parts: a tractor and a trailer. Backward moving and parking control is very important to automate this type of vehicle. It is difficult to control the motion such a trailer vehicle whose dynamics in non-holonomic. Therefore, in this paper, the modeling and parameter estimation of the system using a RCGA(real-coded genetic algorithm) is proposed and a backward path tracking control algorithm is then obtained. The simulation results verify the effectiveness of the proposed method.

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RCGA-Based Tuning of the PID Controller for Marine Gas Turbine Engines (RCGA에 기초한 선박 가스터빈 엔진용 PID 제어기의 동조)

  • So Myung-Ok;Jung Byung-Gun;Jin Gang-Gyoo;Jin Sun-Ho;Lee Yun-Hyung
    • Journal of Advanced Marine Engineering and Technology
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    • v.29 no.1
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    • pp.116-123
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    • 2005
  • The PID controllers have been widely accepted in many industrial systems due to their robust performance in a wide range of operating conditions and their functional simplicity To implement a PID controller, its three parameters must be determined for the given plant. Conventional tuning methods are mainly based on experience and experiment and are lack of systematic procedure Recently. to overcome drawbacks of conventional tuning methods, genetic algorithms have been used, In this paper a real-coded genetic algorithm is employed to search for the optimal parameters of the PID controller for speed control of marine gas turbine engines. Simulation results show the effectiveness of the proposed scheme.