• Title/Summary/Keyword: AIC system

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Reliability-Based Design Optimization Using Akaike Information Criterion for Discrete Information (이산정보의 아카이케 정보척도를 이용한 신뢰성 기반 최적설계)

  • Lim, Woo-Chul;Lee, Tae-Hee
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.36 no.8
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    • pp.921-927
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    • 2012
  • Reliability-based design optimization (RBDO) can be used to determine the reliability of a system by means of probabilistic design criteria, i.e., the possibility of failure considering stochastic features of design variables and input parameters. To assure these criteria, various reliability analysis methods have been developed. Most of these methods assume that distribution functions are continuous. However, in real problems, because real data is often discrete in form, it is important to estimate the distributions for discrete information during reliability analysis. In this study, we employ the Akaike information criterion (AIC) method for reliability analysis to determine the best estimated distribution for discrete information and we suggest an RBDO method using AIC. Mathematical and engineering examples are illustrated to verify the proposed method.

Construction of variable sampling rate model and its evaluation

  • Imoto, Fumio;Nakamura, Masatoshi
    • 제어로봇시스템학회:학술대회논문집
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    • 1994.10a
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    • pp.106-111
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    • 1994
  • We proposed a new variable sampling rate model which expresses the phenomena with both rapid and slow components. A method for determining the variable sampling rate and the older of the time series model was explained. The proposed variable sampling rate model was evaluated based oil an information criterion(AIC). Tile variable sampling rate model brought smaller an information criterion than one of a constant sampling rate model of conventional type, and was proved to be effective as a prediction model of the system with both rapid and slow components.

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Adaptive control of the back bead width in gas metal arc welding process (아크용접에서 이면비드 크기의 적응제어)

  • 부광석;조형석;오준호
    • 제어로봇시스템학회:학술대회논문집
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    • 1988.10a
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    • pp.289-294
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    • 1988
  • This paper describes tbe design and implementation of the adaptive controller to maintain the glood weld quality in gas metal arc welding process. The weld torch travel speed and the surface temperature are taken, respectively, as an input and an output of the welding control system. Because of the very complex phenomena of the process, the input-output dynamic model was experimentally identified by AIC (Akiake Information Criterion). Based on the model structure, the explicit model reference adaptive controller is simulated in order to regulate the output tempernture to the desired level.

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Choice of Histograms from a Model Selection Point of View (모형 선택 관점에서의 히스토그램 계급구간 결정 연구)

  • 김형준
    • Journal of Korean Society of Industrial and Systems Engineering
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    • v.16 no.28
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    • pp.125-127
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    • 1993
  • 히스토그램은 주어진 데이타가 해당하는 분포의 밀도함수를 그리는데 널리 이용되는 기본적인 방법이다. 히스토그램은 어떠한 분포에도 이용이 가능하며, 그 작성이 간단하지만 구간의 선택과 그 넓이의 선정에 어려움이 있다. 본 논문에서는 이와 같은 적정 계급구간의 수를 설정하기 위한 문제를 일종의 통계적 모형선택 문제로 간주하여, 최근 모형선택의 평가기준으로 널리 이용되고 있는 AIC에 바탕을 두고 적정 계급구간의 결정과정에 대해 분석하였다.

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A Novel Abnormal Behavior Detection Framework to Maximize the Availability in Smart Grid

  • Shin, Incheol
    • Smart Media Journal
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    • v.6 no.3
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    • pp.95-102
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    • 2017
  • A large volume of research has been devoted to the development of security tools for protecting the Smart Grid systems, however the most of them have not taken the Availability, Integrity, Confidentiality (AIC) security triad model, not like CIA triad model in traditional Information Technology (IT) systems, into account the security measures for the electricity control systems. Thus, this study would propose a novel security framework, an abnormal behavior detection system, to maximize the availability of the control systems by considering a unique set of characteristics of the systems.

Reliability-based Design Optimization on Mobility of Deep-seabed Test Miner Using Censored Data of Current Speed (중도절단 해류속도자료를 이용한 심해저 시험집광기의 주행성능에 관한 신뢰성 기반 최적설계)

  • Park, Sanghyun;Cho, Su-Gil;Lim, Woochul;Kim, Saekyeol;Choi, Sung Sik;Lee, Minuk;Choi, Jong-Su;Kim, Hyung-Woo;Lee, Chang-Ho;Hong, Sup;Lee, Tae Hee
    • Ocean and Polar Research
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    • v.36 no.4
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    • pp.487-494
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    • 2014
  • Deep-seabed test miner operated by a self-propelled mining system moving on soft soil is an essential device to secure floating and towing performances. The performances of the tracked vehicle are seriously influenced by noise factors such as the shear strength of the seafloor, bottom current, seafloor slope, speed of tracked vehicle, reaction forces of flexible hose, steering ratio, etc. Due to uncertainties related to noise factors, the design of a deep-sea manganese nodules test miner that satisfies target reliabilities is difficult. Therefore, reliability-based design optimization (RBDO) is required to guarantee system reliability under circumstances where uncertainties related to noise factors prevail. Among noise factors, the bottom current, a bimodal distribution, is censored due to the observation limit of measurement devices. Therefore, estimated distribution of the bottom current is inaccurate without considering these characteristics and the result of RBDO cannot be guaranteed. In this paper, we define censored data as unknown values over the limit of observation. If this data is estimated by using Akaike information criterion (AIC) that cannot consider the characteristics of censored data, the distribution of estimated data cannot guarantee accurate reliability. Therefore, censored AIC that can consider the characteristics of data is used to estimate accurate distribution of the bottom current. Finally, RBDO, under circumstances where uncertainties related to noise factors combined censored data are present, is performed on the mobility of a deep-sea manganese nodules test miner.

Non-stationary frequency analysis of monthly maximum daily rainfall in summer season considering surface air temperature and dew-point temperature (지표면 기온 및 이슬점 온도를 고려한 여름철 월 최대 일 강수량의 비정상성 빈도해석)

  • Lee, Okjeong;Sim, Ingyeong;Kim, Sangdan
    • Journal of Wetlands Research
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    • v.20 no.4
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    • pp.338-344
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    • 2018
  • In this study, the surface air temperature (SAT) and the dew-point temperature (DPT) are applied as the covariance of the location parameter among three parameters of GEV distribution to reflect the non-stationarity of extreme rainfall due to climate change. Busan station is selected as the study site and the monthly maximum daily rainfall depth from May to October is used for analysis. Various models are constructed to select the most appropriate co-variate(SAT and DPT) function for location parameter of GEV distribution, and the model with the smallest AIC(Akaike Information Criterion) is selected as the optimal model. As a result, it is found that the non-stationary GEV distribution with co-variate of exp(DPT) is the best. The selected model is used to analyze the effect of climate change scenarios on extreme rainfall quantile. It is confirmed that the design rainfall depth is highly likely to increase as the future DPT increases.

Implementation of Real-Time Adaptive Noise Cancellation System Using DSP Processor (DSP 프로세서를 이용한 실시간 ANC 시스템 구현에 관한 연구)

  • Lee Young Il;Choi Hong Sub
    • MALSORI
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    • no.52
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    • pp.121-132
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    • 2004
  • This paper is aiming at real-time implementation of adaptive noise cancellation system using DSP processor. ACHARF algorithm, which guarantees stability and fast convergence by adaptive compensator, is used on this DSP system. For the experiments, TLV320AIC23 stereo CODEC of TI Inc. is used with TMS320C6413 DSP processor. Signals of primary input and reference input are obtained by two microphones. The primary input is the voice plus noise signal and the reference input is white noise or real noise. The experimental results show that ANC system using DSP processor with ACHARF is verified to be an effective speech enhancement method for various speech processing units.

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Administrative Information Web-based Centre (AIC)

  • Ruiz, Vitor M.;Gallud, Jose A.;Lopez, Miguel
    • 한국디지털정책학회:학술대회논문집
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    • 2004.11a
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    • pp.13-24
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    • 2004
  • Administrative procedures are the heart of the activity in each Town Council. Citizens do transactions every day and, sometimes, they do not understand what they must do or the steps to follow. We are developing a Web-based system to help citizens with this task in an easy way. The application is integrated a four year project called Albacete[Digital] that began in 2002 with the purpose of building an e-government system in Albacete, a city with over 150.000 citizens. This Administrative Information Centre is the result of the Administration study in the first year of the project and it will continue with the on-line transaction in the following years.

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Photovoltaic Power Generation Control by A Partial Resonant Buck-Boost chopper circuit (부분공진 승강압 초퍼회로에 의한 태양광발전제어)

  • Byun, H.G.;Moon, S.P.;Suh, K.Y.;Lee, H.W.
    • Proceedings of the KIEE Conference
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    • 1997.11a
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    • pp.413-415
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    • 1997
  • The solar cell has an optimum operating point to be able to get maximum power. To obtain maximum power from Photovoltaic array, potovolt aic power syste usually requres maximum power point tracking controller. The output characteristics of solar cell are nonlinear, and these characteristics vary with load solar insolation, solar cell temperature. Therefore the tracking control of maximum power point is the complicated problem. This paper presents power characteristics of residential Photovoltaic system applying a quck-boost conversion system.

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