• 제목/요약/키워드: Coefficient Selection

검색결과 514건 처리시간 0.025초

Data Mining Technique Using the Coefficient of Determination in Holiday Load Forecasting (특수일 최대 전력 수요 예측을 위한 결정계수를 사용한 데이터 마이닝)

  • Wi, Young-Min;Song, Kyung-Bin;Joo, Sung-Kwan
    • The Transactions of The Korean Institute of Electrical Engineers
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    • 제58권1호
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    • pp.18-22
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    • 2009
  • Short-term load forecasting (STLF) is an important task in power system planning and operation. Its accuracy affects the reliability and economic operation of power systems. STLF is to be classified into load forecasting for weekdays, weekends, and holidays. Due to the limited historical data available, it is more difficult to accurately forecast load for holidays than to forecast load for weekdays and weekends. It has been recognized that the forecasting errors for holidays are large compared with those for weekdays in Korea. This paper presents a polynomial regression with data mining technique to forecast load for holidays. In statistics, a polynomial is widely used in situations where the response is curvilinear, because even complex nonlinear relationships can be adequately modeled by polynomials over a reasonably small range of the dependent variables. In the paper, the coefficient of determination is proposed as a selection criterion for screening weekday data used in holiday load forecasting. A numerical example is presented to validate the effectiveness of the proposed holiday load forecasting method.

A Study on the PID Order tuning by GAs for Velocity Control of DC Servo Motor (DC 서보모터의 속도제어를 위한 GAs의 PID 계수조정에 관한 연구)

  • Park Jae-Hyung;Kim Seong-Kon;Lee Sang-kwan
    • Journal of the Korea Institute of Information and Communication Engineering
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    • 제9권8호
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    • pp.1840-1846
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    • 2005
  • In this paper, does by purpose DC servo motor speed controller design about PID coefficient tuning techniques that use genetic algerian. DC servo motor is used in application field of a peat many control machine or robot etc. and in this field, selection of controller parameters requires user's expert knowledge. Therefore, general amount of work engineers must continuously iteration tuning in controller parameters by trial and error. With this, when must tuning parameter coefficient about change of dynamic system or disturbance, can improve the efficiency according to following that is more precised and parameter coefficient value that is optimized by using genetic algorithm. In this paper, from dynamic character modeling get in analyze dynamic character of DC motor desist controller drive control possible that is fast response character md improved speed precision using a Genetic Algorithms.

Removing non-informative features weakening of class separability (클래스 구분력이 없는 특징 소거법)

  • Lee, Jae-Seong;Kim, Dae-Won
    • Proceedings of the Korean Institute of Intelligent Systems Conference
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    • 한국지능시스템학회 2007년도 추계학술대회 학술발표 논문집
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    • pp.59-62
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    • 2007
  • 본 논문에서는 불균형 및 Under-sampling된 바이오 데이터에 대하여 클래스 구분력이 없는 특징의 소거를 통해 이후 이어질 FLDA 둥 다양한 방법론올 적용할 수 있는 방법을 제안하고자 한다. 제안하는 알고리즘은 평균과 분산을 통해 클래스의 형태를 결정하는 기존 방법론의 문제점을 회피할 수 있는 방법을 제공하며, 클래스 구분력에 중점을 두어 특정을 선별하였을 경우 선별된 특정들의 상관 계수가 높은 문제를 극복할 수 있도록 한다. 이에 따라 알고리즘이 선택한 특정집합은 서로의 특징에 대해 상관계수가 낮으며, 클래스의 구분력이 높은 특정을 갖게 된다.

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A GENERALIZED MODEL-BASED OPTIMAL SAMPLE SELECTION METHOD

  • Hong, Ki-Hak;Lee, Gi-Sung;Son, Chang-Kyoon
    • Journal of applied mathematics & informatics
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    • 제9권2호
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    • pp.807-815
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    • 2002
  • We consider a more general linear regression super-population model than the one of Chaudhuri and Stronger(1992) . We can find the same type of the best linear unbiased(BLU) predictor as that of Chaudhuri and Stenger and see that the optimal design is again a purposive one which prescribes choosing one of the samples of size n which has $\chi$ closest to $\bar{X}$.

Performance Evaluation of Open-Loop Ground Water Heat Pump system (개방형 지열히트펌프 시스템의 성능평가)

  • Kim, Tae-Won
    • 한국신재생에너지학회:학술대회논문집
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    • 한국신재생에너지학회 2006년도 추계학술대회
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    • pp.9-14
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    • 2006
  • Open loop or ground water heat pump systems are the oldest of ground-source systems. Standing column wells can be used as highly efficient ground heat exchanger in geo-thermal heat pump systems, where hydrological and geological conditions are suitable. These systems require some careful considerations for well design, ground water flow, heat exchanger selection etc This paper describes 9round water temperature variations, performances in heat ins and cool ing mode and the results of ground water analysis.

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Regression and Correlation Analysis via Dynamic Graphs

  • Kang, Hee Mo;Sim, Songyong
    • Communications for Statistical Applications and Methods
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    • 제10권3호
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    • pp.695-705
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    • 2003
  • In this article, we propose a regression and correlation analysis via dynamic graphs and implement them in Java Web Start. For the polynomial relations between dependent and independent variables, dynamic graphics are implemented for both polynomial regression and spline estimates for an instant model selection. The results include basic statistics. They are available both as a web-based service and an application.

Design of Adaptive Observer Applied to M.R.A.C. by Selection of State Variable Filter (상태변수 필터 선정에 의한 적응 관측기의 설계 및 기준모델 적응제어)

  • 홍연찬;김종환;최계근
    • Journal of the Korean Institute of Telematics and Electronics
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    • 제24권4호
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    • pp.597-602
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    • 1987
  • In this paper, an adaptive observe based upon the exponentially weighted least-squares method is implemented in the design of a model reference adaptive controller for an unknown time-invariant discrete single-input single-output linear plant. A method of selecting the state variable filter is proposed. In this scheme, all the past data are weithted exponentially with the weighting coefficient.

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Graphical Descriptions for Hierarchical Log Linear Models

  • Hyun Jip Choi;Chong Sun Hong
    • Communications for Statistical Applications and Methods
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    • 제2권2호
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    • pp.310-319
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    • 1995
  • We represent graphically the relationship of hierachical log linear models by regarding the values of the likelihood ratio statistics as the squared norm of the corresponding vectors. Right angled triangles, tetrahedrons, and modified polyhedrons are used for graphical description. We find that the angle between the two vectors depends on the coefficient of determination and the partial coefficent of determination. Thess graphical descriptions could be applied to the model selection method.

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OPTIMAL CONSUMPTION AND SLUTSKY EQUATION WITH EPSTEIN-ZIN TYPE PREFERENCE

  • Ahn, Se-Ryoong;Koo, Hyeng-Keun
    • Journal of the Korean Society for Industrial and Applied Mathematics
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    • 제16권2호
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    • pp.107-124
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    • 2012
  • In this paper we conduct comparative statics for optimal consumption and portfolio selection of an agent who has a utility function of Epstein and Zin type. We derive the Slutsky equations and decompose the total effects of changes into the substitution effects and the income effects. We identify the role of the elasticity of intertemporal substitution and the coefficient of relative risk aversion.

Derivation and Application of Boussinesq Equations for the Wave Field in Porous Media (공극매체에서의 파동장에 대한 Boussinesq 방정식의 유도 및 적용)

  • Chun, Insik;Min, Yongchim;Lim, Hak-Soo
    • KSCE Journal of Civil and Environmental Engineering Research
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    • 제35권5호
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    • pp.1061-1071
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    • 2015
  • In the present study, the Navier-Stokes (N-S) equations delineating water flows inside porous media were derived applying Reynolds transport theorem in order to provide a basis for analyzing water wave problems inside the porous media. Then, the derived N-S equations were compared with the same species of equations in existing researches. Based on the N-S equations, a set of Boussinesq equations was then derived in such a form that the dispersiveness and nonlinearity of water waves inside the porous media can be properly reproduced. Finally, numerical analyses were carried out to demonstrate the validity of the equations. The reflection and transmission coefficients of porous breakwaters were calculated and compared with the results of existing hydraulic experiments. The numerical results showed a rather sensitive dependency on the virtual mass coefficient of grains constituting the porous media. The selection of the coefficient with zero turned out to give nice agreements with numerical and experimental results.