• Title/Summary/Keyword: Evolution strategy

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A development of multi-step neural network predictive controller (다단 신경회로망 예측제어기 개발)

  • 이권순
    • Journal of the Korean Institute of Telematics and Electronics C
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    • v.35C no.8
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    • pp.68-74
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    • 1998
  • The neural network predictiv econtroller (NNPC) is proposed for the attempt to mimic the function of brain that forecasts the future. It consists of two loops, one is for the prediction of output (NNP:neural network predictor) and the other one is for control the plant(NNC: neural network controller). The output of NNC makes the control input of plant, which is followed by the variation of both plant error and predictin error. The NNP forecasts the future output based upon the current control input and the estimated control output. The input and the output data of a system and a new method using evolution strategy are used to train the NNP. A two-step NNPC is applied to control the temeprature in boiler systems. It was compared with PI controller and auto-tuning PID controller. The computer simulaton and experimental results show that the proposed method has better performances than the other method.

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The Strategies for Evolutionary Properties of User Interfaces (진화론적 발전 속성에 따른 UI 진화 전략)

  • Kim, Huhn
    • 한국HCI학회:학술대회논문집
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    • 2006.02b
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    • pp.789-794
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    • 2006
  • UI (User Interface)는 끊임없이 진화한다. 사용자의 새로운 요구 사항을 만족시키기 위해, 기존 UI에 대한 불편 사항을 해결하기 위해, 경쟁 제품의 더 좋은 UI를 따라 잡기 위해, 그리고 새로운 기술로 기존에는 불가능했던 것이 가능해 짐으로 인해, UI는 지속적으로 더 좋은 방향으로 변화하고 있다. 특히 휴대폰과 같이 라이프사이클이 짧은 제품의 UI는 매 제품마다 UI를 변화시킬 수 없기 때문에 기업 입장에서의 전략적인 접근이 중요해 진다. 더욱이 충분한 검증 없이 이루어진 진화의 방향은 사용자가 원하는 방향과 일치하지 않게 되어 오히려 퇴화하는 문제도 발생할 수 있다. 본 논문은 UI가 생성, 유지, 융합, 소멸되어 가는 진화론적 발전 속성 및 그러한 속성에 영향을 주는 요소들을 살펴보고, 라이프사이클이 짧은 제품의 UI를 개선할 때 어떤 전략을 취하는 것이 기업 차원에서 좋은지를 설명한다. UI 진화 전략은 크게 점진적 개선을 추구하는 구릉식 전략과 한번에 도약하는 계단식 전략으로 나눌 수 있다. 위 두 전략들은 사용자 만족도, 개선에 필요한 비용과 그 가치, 개선 후의 리스크 (Risk)에 따라 장단점을 가진다. 결론적으로 본 논문에서는 두 전략 모두 서로 상반되는 장단점을 가지므로, 어느 한 전략을 취하기 보다는 UI 요소의 특성 및 변화의 규모에 따라 두 전략을 혼용하는 전략이 기업 입장에서 최적의 전략임을 주장한다.

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Implementation of Fuzzy Controller of DC Motor Using Evolutionary Computation (진화 연산을 이용한 DC 모터 퍼지 제어기 구현)

  • Hwang, G.H.;Kim, H.S.;Mun, K.J.;Lee, H.S.;Park, J.H.;Hwang, C.H.
    • Proceedings of the KIEE Conference
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    • 1995.11a
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    • pp.189-191
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    • 1995
  • This paper proposes a design of self-tuning fuzzy controller based on evolutionary computation. Optimal membership functions are found by using evolutionary computation. Genetic algorithms and evolution strategy are used for tuning of fuzzy membership function. An arbitrarily speed trajectory is selected to show the performance of the proposed methods. Experiment results show the good performance in the DC motor control system with the self-tuning fuzzy controller based on evolutionary computation.

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Bayesian Analysis of Binary Non-homogeneous Markov Chain with Two Different Time Dependent Structures

  • Sung, Min-Je
    • Management Science and Financial Engineering
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    • v.12 no.2
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    • pp.19-35
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    • 2006
  • We use the hierarchical Bayesian approach to describe the transition probabilities of a binary nonhomogeneous Markov chain. The Markov chain is used for describing the transition behavior of emotionally disturbed children in a treatment program. The effects of covariates on transition probabilities are assessed using a logit link function. To describe the time evolution of transition probabilities, we consider two modeling strategies. The first strategy is based on the concept of exchangeabiligy, whereas the second one is based on a first order Markov property. The deviance information criterion (DIC) measure is used to compare models with two different time dependent structures. The inferences are made using the Markov chain Monte Carlo technique. The developed methodology is applied to some real data.

An Endosymbiotic Evolutionary Algorithm for Balancing and Sequencing in Mixed-Model Two-Sided Assembly Lines (혼합모델 양면조립라인의 밸런싱과 투입순서를 위한 내공생 진화알고리즘)

  • Jo, Jun-Young;Kim, Yeo-Keun
    • Journal of the Korean Operations Research and Management Science Society
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    • v.37 no.3
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    • pp.39-55
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    • 2012
  • This paper presents an endosymbiotic evolutionary algorithm (EEA) to solve both problems of line balancing and model sequencing in a mixed-model two-sided assembly line (MMtAL) simultaneously. It is important to have a proper balancing and model sequencing for an efficient operation of MMtAL. EEA imitates the natural evolution process of endosymbionts, which is an extension of existing symbiotic evolutionary algorithms. It provides a proper balance between parallel search with the separated individuals representing partial solutions and integrated search with endosymbionts representing entire solutions. The strategy of localized coevolution and the concept of steady-state genetic algorithms are used to improve the search efficiency. The experimental results reveal that EEA is better than two compared symbiotic evolutionary algorithms as well as a traditional genetic algorithm in solution quality.

Evolution Strategy for Next Generation Networks with using Traditional PSTN (기존 교환망을 활용한 차세대 통신망 진화 전략)

  • Kim, Jeong-Yoon;Park, Young-Sik;Lee, Kyu-Ouk
    • Proceedings of the Korea Information Processing Society Conference
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    • 2001.04b
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    • pp.623-626
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    • 2001
  • 본 논문에서는 별도 장비에 의하여 음성 서비스와 ADSL 인터넷 접속 서비스를 각각 제공하는 현재의 통신망 환경에서 음성 서비스와 ADSL 서비스를 한 시스템에서 모두 제공하는 통합 액세스 장비를 이용한 액세스 망의 패킷화 방법과, VoATM/IP 게이트웨이를 이용한 중계망을 패킷화 방법, 그리고 통합 액세스 장비, VoATM/IP Gateway 그리고 SoftSwitch를 결합하여 통신망 전체를 패킷화 하는 차세대 통신망 진화 전략을 비교한다. 또한 경제성을 최대로 활용한 통신망 진화 전략과 패킷화 도입에 따른 고려사항을 방법을 도출하고자 한다.

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Optimization of A Microstrip Directional Coupler with High Performance Using Evolution Strategy (진화 알고리즘을 이용한 고 지향성을 갖는 마이크로스트립 방향성 결합기의 최적설계)

  • Chae, Soo-Jeong;Im, Chang-Hwan;Jung, Hyun-Kyo;Kim, Hyeong-Seok;Park, Jun-Seok;Lee, Jeong-Hae
    • Proceedings of the KIEE Conference
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    • 2002.07c
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    • pp.1943-1945
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    • 2002
  • 본 논문에서는 마이크로스트립 방향성 결합기의 지향성을 향상시키기 위한 최적설계를 수행하였다. 제안된 설계는 기존의 지향성을 향상시키기 위한 다른 시도들과는 달리 하우징 구조를 설계함으로써 비교적 제작하기가 수월한 장점이 있다. 최적화를 위해서 결정론적 알고리즘과 결합된 (1+1)진화 알고리즘을 적용하였으며, 최적화결과 보다 향상된 방향성 결합기의 특성을 얻을 수 있었다. Ansoft-HFSS를 이용하여 해석결과의 타당성을 검증하였다.

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A Design of Fuzzy Controllers of HVDC System Using Adaptive Evolutionary Algorithm (적응진화알고리즘을 이용한 HVDC 계통의 퍼지제어기 설계)

  • Choi, Jae-Kon;Hwang, Gi-Hyun;Park, Je-Young; Park, June-Ho
    • Proceedings of the KIEE Conference
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    • 1999.11b
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    • pp.160-162
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    • 1999
  • This paper presents an optimal design method for fuzzy controllers of HVDC system using adaptive evolutionary algorithm(AEA). We have proposed an adaptive evolutionary algorithm which uses a genetic algorithm and an evolution strategy in an adaptive manner in order to take merits of two different evolutionary computations. AEA is used for tuning fuzzy membership functions, scaling constants and PD gains. The simulation results show that the disturbances are well damped by both controllers and the dynamic performances of fuzzy controllers have better responses than those of PD controllers when mechanical torque changes suddenly.

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디지털시장의 시장구조와 제품판매방식

  • 최동수
    • Journal of Technology Innovation
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    • v.10 no.2
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    • pp.107-129
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    • 2002
  • Expansion and enhancement of information and communication infrastructure can create a market closer to an ideal type for a perfect competition, utilizing a cyber space in the network (with the expanded usage of Internet and e-commerce) and it could be a market of a monopolistic form. The government can take one of the two approaches responding to this monopolization of the digital market. First, the government maintains laissez-faire policy since the monopoly cannot be maintained over a long period of time due to an increasing in the production, decrease in the price, profit resulting from this and rapid technology evolution. Second, the government can actively interrupt the monopolization of the digital market. Monopolization in a digital market can lead to a market failure. Unstable market structure and too much frequent merger and acquisition contribute to making the digital market very dynamic. Information goods exchanged in the digital market have the features of very low marginal cost required to copy the original product whereas its initial fixed cost is very high. This explains why the information products are not priced based on the existing marginal price determination principles and why companies producing them have various product sales strategies (price/product differentiation strategy, and other sales strategies).

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A Smart Machining System (스마트 가공 시스템)

  • Park, Hong-Seok;Tran, Ngoc-Hien
    • Journal of the Korean Society for Precision Engineering
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    • v.32 no.1
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    • pp.39-47
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    • 2015
  • Globalization, unpredictable markets, increased products customization and frequent changes in products, production technologies and machining systems have become a complexity in today's manufacturing environment. One key strategy for coping with the evolution of this situation is to develop or apply an enable technology such as intelligent manufacturing. Intelligent manufacturing system (IMS) is characterized by decentralized, distributed, networked compositions of heterogeneous and autonomous systems. The model of IMS is inherited from the organization of the living systems in biology and nature so that the manufacturing system has the advanced characteristics inspired from biology such as self-adaptation, self-diagnosis, and selfhealing. To prove this concept, an innovative system with applying the advanced information and communication technology such as internet of things, cognitive agent are proposed to integrate, organize and allocate the machining resources. Innovative system is essential for modern machining system to flexibly and quickly adapt to new challenges of manufacturing environment.