• 제목/요약/키워드: Real coded

검색결과 225건 처리시간 0.028초

Implementation of Process System and Intelligent Monitoring Environment using Neural Network

  • Kim, Young-Tak;Kim, Gwan-Hyung;Kim, Soo-Jung;Lee, Sang-Bae
    • International Journal of Fuzzy Logic and Intelligent Systems
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    • 제4권1호
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    • pp.56-62
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    • 2004
  • This research attempts to suggest a detecting method for cutting position of an object using the neural network, which is one of intellectual methods, and the digital image processing method. The extraction method of object information using the image data obtained from the CCD camera as a replacement of traditional analog sensor thanks to the development of digital image processing. Accordingly, this research determines the threshold value in binary-coding of an input image with the help of image processing method and the neural network for the real-time gray-leveled input image in substitution for lighting; as a result, a specific position is detected from the processed binary-coded image and an actual system designed is suggested as an example.

태양전지의 파라미터 추정 및 NN 에뮬레이터를 이용한 MPP 예측 (Parameter Estimation of Solar Cells and MPP Prediction Using a NN-Emulator)

  • 권봉재;김종하;진강규
    • Journal of Advanced Marine Engineering and Technology
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    • 제28권6호
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    • pp.1010-1016
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    • 2004
  • In this paper, a scheme for estimating the parameters of solar cells and a NN-based emulator for predicting the maximum power point are presented. The diode model with series and shunt resistors is used to estimate parameters highly affecting its V-I characteristic curve and both a real-coded genetic algorithm and the model adjustment technique are employed. For implementing the emulator, a multi-layered neural network incorporating with the BP algorithm is used. A set of simulation works using both field data and generated data are carried out to demonstrate the effectiveness of the proposed method.

Ziegler-Nichols를 이용한 실수코딩 유전 알고리즘 기반의 PID 튜닝 (PID Tuning Based on RCGA Using Ziegler-Nichols Method)

  • 박지모;김고은;김진성;박성만;허훈
    • 한국소음진동공학회논문집
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    • 제19권5호
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    • pp.475-481
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    • 2009
  • Real-coded genetic algorithm(RCGA) has better performances than conventional genetic algorithm about dealing with a large domain, the precision and the constrain problem. Also the RCGA has advantage of operation time because it doesn't have to following about decoding operation. In this paper the ranges of PID gains are limited based on Ziegler-Nichols method to consider a long operation time problem that is the main problem of genetic algorithm. Result shows proposed method represents better performance without ignored about result of ZN tuning method and reduces the calculation time.

혼합 유전 알고리즘을 이용한 GDP/MINLP로 표현된 공정 최적화 (Process Optimization Formulated in GDP/MINLP Using Hybrid Genetic Algorithm)

  • 송상옥;장영중;김구회;윤인섭
    • 제어로봇시스템학회논문지
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    • 제9권2호
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    • pp.168-175
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    • 2003
  • A new algorithm based on Genetic Algorithms is proposed f3r solving process optimization problems formulated in MINLP, GDP and hybrid MINLP/GDP. This work is focused especially on the design of the Genetic Algorithm suitable to handle disjunctive programming with the same level of MINLP handling capability. Hybridization with the Simulated Annealing is experimented and many heuristics are adopted. Real and binary coded Genetic Algorithm initiates the global search in the entire search space and at every stage Simulated Annealing makes the candidates to climb up the local hills. Multi-Niche Crowding method is adopted as the multimodal function optimization technique. and the adaptation of probabilistic parameters and dynamic penalty systems are also implemented. New strategies to take the logical variables and constraints into consideration are proposed, as well. Various test problems selected from many fields of process systems engineering are tried and satisfactory results are obtained.

유전 알고리즘을 이용한 복수 물류센터 입지분석용 패키지의 개발 (Development of a Package for the Multi-Location Problem by Genetic Algorithm)

  • 양병학
    • 산업공학
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    • 제13권3호
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    • pp.479-485
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    • 2000
  • We consider a Location-Allocation Problem with the Cost of Land(LAPCL). LAPCL has extremely huge size of problem and complex characteristic of location and allocation problem. Heuristics and decomposition approaches on simple Location-Allocation Problem were well developed in last three decades. Recently, genetic algorithm(GA) is used widely at combinatorics and NLP fields. A lot of research shows that GA has efficiency for finding good solution. Our main motive of this research is developing of a package for LAPCL. We found that LAPCL could be reduced to trivial problem, if locations were given. In this case, we can calculate fitness function by simple technique. We built a database constructed by zipcode, latitude, longitude, administrative address and posted land price. This database enables any real field problem to be coded into a mathematical location problem. We developed a package for a class of multi-location problem at PC. The package allows for an interactive interface between user and computer so that user can generate various solutions easily.

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RCGA에 기초한 태양전지 모델의 파라미터 추정 (RCGA-Based Parameter Estimation of Solar Cell Models)

  • 권봉재;신명호;손영득;진강규
    • Journal of Advanced Marine Engineering and Technology
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    • 제27권6호
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    • pp.696-703
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    • 2003
  • A photovoltaic power generation system is an infinite and clean energy system. Recently. because of the realization of high efficiency and low cost PV modules, the studies on the PV system have extensively increased. In this paper. we present an online scheme for parameter estimation of solar cell, based on the model adjustment technique and a real-coded genetic algorithm(RCGA). The ideal diode model and the diode model with series and shunt resistors are used to estimate their parameters, Simulation works using field data in the form of a V-I characteristic curve are carried out to demonstrate the effectiveness of the proposed method.

시간지연을 갖는 적분 시스템의 간단한 PID 제어기 동조법 (Simple Tuning Methods of PID Controller for Integrating Processes with Time Delay)

  • 이윤형;진강규;소명옥
    • Journal of Advanced Marine Engineering and Technology
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    • 제32권2호
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    • pp.336-342
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    • 2008
  • Simple tuning methods of PI, PD and PID controller are proposed for an integrating process with time delay. This is based on matching the coefficients of corresponding powers of s in the numerator and that in the denominator of the closed-loop transfer function. For set-point tracking problem, the derived controller is found to be a PD controller which is shown by Lee's tuning rule based on minimizing the performance indexes (ISE, IAE, ITAE) using a real-coded genetic algorithm. A method can be also proposed PI, PID controllers according to tuning parameter lambda $({\lambda})$ similar to IMC method. Simulation example is given to illustrate the set-point tracking and disturbance rejection performance of the proposed method.

신규 형상에 따른 FA-50 지상계측 방안 연구 (Study of the Telemetry Ground Station for FA-50 Flight Test Instrumentation System)

  • 이주하;김보성;유병선
    • 한국항공운항학회지
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    • 제16권4호
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    • pp.20-25
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    • 2008
  • The purpose of this study is leading to reduce the setup time and cost of the ground telemetry system for FA-50 program. And using the accumulated experience during T-50 and TA-50 development period, remove the risk of development and construct the optimal ground telemetry system for FA-50. For this study, collect the ground telemetry data of the T-50/TA-50, analyze the data and problems and then suggest the optimal telemetry ground system for FA-50.

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Point Spread Function of Optical Systems Apodized by Semicircular Array of 2D Aperture Functions with Asymmetric Apodization

  • Reddy, Andra Naresh Kumar;Sagar, Dasari Karuna
    • Journal of information and communication convergence engineering
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    • 제12권2호
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    • pp.83-88
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    • 2014
  • The simultaneous suppression of sidelobes and the sharpening of the central peak in the process of diffraction pattern detection based on asymmetric apodization have been investigated. Asymmetric apodization is applied to a semicircular array of two-dimensional (2D) aperture functions, which is a series of 'coded-phase arrays of semicircular rings randomly distributed over the central circular region of a pupil function' and is similar to that used in the field of diffractive optics. The point spread function (PSF) of an imaging system with asymmetric apodization of the discrete type has been found to possess a good side with suppressed sidelobes, whereas its bad side contains enhanced sidelobes. Further, the diffracted field characteristics are obtained in the presence of these aperture functions. Asymmetric apodization is helpful in improving the performance of the optical gratings or 2D arrays used in real-time imaging techniques.

RCGKA를 이용한 최적 퍼지 예측 시스템 설계 (Design of the Optimal Fuzzy Prediction Systems using RCGKA)

  • 방영근;심재선;이철희
    • 산업기술연구
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    • 제29권B호
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    • pp.9-15
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    • 2009
  • In the case of traditional binary encoding technique, it takes long time to converge the optimal solutions and brings about complexity of the systems due to encoding and decoding procedures. However, the ROGAs (real-coded genetic algorithms) do not require these procedures, and the k-means clustering algorithm can avoid global searching space. Thus, this paper proposes a new approach by using their advantages. The proposed method constructs the multiple predictors using the optimal differences that can reveal the patterns better and properties concealed in non-stationary time series where the k-means clustering algorithm is used for data classification to each predictor, then selects the best predictor. After selecting the best predictor, the cluster centers of the predictor are tuned finely via RCGKA in secondary tuning procedure. Therefore, performance of the predictor can be more enhanced. Finally, we verifies the prediction performance of the proposed system via simulating typical time series examples.

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