• Title/Summary/Keyword: Hyperplane of estimates

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Initial Value Selection in Applying an EM Algorithm for Recursive Models of Categorical Variables

  • Jeong, Mi-Sook;Kim, Sung-Ho;Jeong, Kwang-Mo
    • Journal of the Korean Statistical Society
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    • v.27 no.1
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    • pp.25-55
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    • 1998
  • Maximum likelihood estimates (MLEs) for recursive models of categorical variables are discussed under an EM framework. Since MLEs by EM often depend on the choice of the initial values for MLEs, we explore reasonable rules for selecting the initial values for EM. Simulation results strongly support the proposed rules.

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Output Feedback Sliding Mode Control System with Disturbance Observer for Rotational Inverted Pendulums (외란 관측기를 이용한 회전형 역진자 시스템의 출력 피드백 슬라이딩 모드 제어)

  • Lee, Gyu-Jun;Ha, Jong-Heon;Kim, Jong-Sik
    • Transactions of the Korean Society of Mechanical Engineers A
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    • v.26 no.2
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    • pp.243-253
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    • 2002
  • This paper presents the system modeling, analysis, and controller design and implementation for a rotational inverted pendulum system(RIPS), which is an under-actuated system and has the problem of unattainable angular velocity state. A sliding mode controller using the parameterization of both the hyperplane and the compensator fur output feedback is applied to the RIPS. Also, to improve the performance of the control system, a disturbance observer which estimates the disturbance, parameter variation, and some modeling errors of RIPS with less computational effort is used together. The results of simulation and experiment show that the proposed control system has superior performance for disturbance rejection and regulation at certain initial conditions.

Robust Control for Rotational Inverted Pendulums Using Output Feedback Sliding Mode Controller and Disturbance Observer

  • Park, Jeong-Ju;Kim, Jong-Shik
    • Journal of Mechanical Science and Technology
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    • v.17 no.10
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    • pp.1466-1474
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    • 2003
  • This paper presents a system modeling, controller design and implementation for a rotational inverted pendulum system (RIPS), which is an under-actuated system and has the problem of unattainable velocity state. Two control strategies are applied to the RIPS. One is a sliding mode control method using the parameterization of both the hyperplane and the compensator for output feedback. The other is the disturbance observer which estimates disturbance and some modeling errors of RIPS with less computational effort. Some simulations and various kinds of experiments are performed in order to verify that the proposed controller has the ability to control RIPS whose velocity is assumed to be unavailable. The results of the simulations and experiments show that the proposed control system has superior performance for disturbance rejection and regulation at certain initial conditions as well as the robustness to model uncertainties.

The Robust Position Control of Induction Motors using a Binary Disturbance Observer (바이너리 외란관측기를 이용한 유도전동기의 견실한 위치제어)

  • Han, Yun-Seok;Choe, Jeong-Su;Kim, Yeong-Seok
    • The Transactions of the Korean Institute of Electrical Engineers B
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    • v.48 no.4
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    • pp.203-211
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    • 1999
  • A control approach for the robust position control of induction motors based on the binary disturbance observer is described. The conventional binary disturbance observer is used to remove the chattering problem of a sliding mode disturbance observer. However, the steady state error may exist in the conventional binary disturbance observer because it estimates external disturbance with a constant boundary layer. In order to overcome this problem, new binary disturbance observer with an integral augmented switching hyperplane is proposed. The robustness is achieved, and the continuous control is realized by employing the proposed observer without the chattering problem and the steady state error. The effectiveness of the proposed observer is confirmed by the comparative experimental results.

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The Improved Binary Disturbance Observer for the Position Control of Induction Motors (유도전동기의 위치제어를 위한 개선된 바이너리 외란관측기)

  • 한윤석;김영석;김상욱
    • Proceedings of the KIPE Conference
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    • 1998.07a
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    • pp.249-254
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    • 1998
  • A control approach for the robust position control of induction motors based on the improved binary disturbance observer is described. The conventional binary disturbance observer is used to remove the chattering problem of a sliding mode disturbance observer. However, the steady state error may be existed in the conventional binary disturbance observer because it estimates external disturbance with a constant boundary layer. In order to overcome this problem, a new binary disturbance observer with an integral augmented switching hyperplane is improved. The robustness is achieved, and the continuous control is realised by employing the improved observer without the chattering problem and the steady state error. The effectiveness of the improved observer is confirmed by the comparative experimental results.

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A Study on the Selection of Parameters and Application of SVM for Software Cost Estimation (소프트웨어 비용산정을 위한 SVM의 파라미터 선정과 응용에 관한 연구)

  • Kwon, Ki-Tae;Lee, Joon-Gil
    • Journal of the Korea Society of Computer and Information
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    • v.14 no.3
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    • pp.209-216
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    • 2009
  • The accurate estimation of software development cost is important to a successful development in software engineering. This paper presents a software cost estimation method using a support vector machine. Support vector machine is one of the efficient techniques for classification, and it is the classification method of input data based on Maximum-Margin Hyperplane. But SVM has the problem of the selection of optimal parameters, because it is dependent on user's parameters. This paper selects optimized SVM parameters using advanced method, and estimates software development cost. The proposed approach outperform some recent results reported in the literature.