• 제목/요약/키워드: nonlinear time series

검색결과 453건 처리시간 0.027초

SC-CNN(State-Controlled Cellular Neural Network)에서 선형과 비선형 결합 계수에 의한 동기화 기법 (Synchronization Method of Coupling Coefficient of Linear and Nonlinear in SC-CNN(State-Controlled Cellular Neural Network))

  • 배영철
    • 한국전자통신학회논문지
    • /
    • 제7권1호
    • /
    • pp.91-96
    • /
    • 2012
  • 최근 보안 문제와 관련한 연구가 많은 관심을 받고 있으며 비밀 통신과 암호 통신에 적용하기 위한 방법 중 하나로 하이퍼카오스 시스템과 이에 대한 동기화에 대한 연구가 활발하게 진행되고 있다. 본 논문에서는 SC-CNN으로 구성되는 하이퍼카오스 시스템의 동기화를 이루기 위한 방법으로 선형과 비선형 결합계수에 의한 동기화 기법을 제안하였다. 또한 컴퓨터 시뮬레이션을 이용하여 송신부의 서브시스템과 수신부의 서브시스템 사이에 동기화가 이루어지고, 전체 시스템의 송신부와 수신부 사이에 동기화가 이루어졌음을 위상 공간과 시계열데이터의 차를 통하여 확인하고 검증하였다. 검증 결과 거의 완전한 동기화가 이루어졌음을 확인할 수 있다.

산업용 전기차량의 주행 모터용 보상된 Bang-Bang 전류제어기 개발 (The Development of Compensated Bang-Bang Current Controller for Travel Motor of Industry Electrical Vechicle)

  • 천영신;정영일;배종일;이만형
    • 한국정밀공학회지
    • /
    • 제16권9호
    • /
    • pp.34-40
    • /
    • 1999
  • In order to establish the design technique of the robust current controller in d.c series wound motor driver system, this paper proposes a method of the compensated Bang-Bang current control using d.c series wound motor driver system under the improperly variable load to get minimum time for the torque control. The compensated Bang-Bang current controller structure is simpler than that of PID plus Bang-Bang controller. This paper shows that a general 16 bits microprocessor is efficiently used to implement such an algorithm. The calculation time of software is extremely small when compared with that of conventional PID plus Bang-Bang controller. Both nonlinear operating characteristics of digital switching elements and describing function methods are used for the analysis and synthesis. Real-time implementation of the compensated Bang-Bang current controller is achieved. The concept of design strategy of the control and the PWM waveform generation algorithms are presented in this paper.

  • PDF

Nonlinear creep model based on shear creep test of granite

  • Hu, Bin;Wei, Er-Jian;Li, Jing;Zhu, Xin;Tian, Kun-Yun;Cui, Kai
    • Geomechanics and Engineering
    • /
    • 제27권5호
    • /
    • pp.527-535
    • /
    • 2021
  • The creep characteristics of rock is of great significance for the study of long-term stability of engineering, so it is necessary to carry out indoor creep test and creep model of rock. First of all, in different water-bearing state and different positive pressure conditions, the granite is graded loaded to conduct indoor shear creep test. Through the test, the shear creep characteristics of granite are obtained. According to the test results, the stress-strain isochronous curve is obtained, and then the long-term strength of granite under different conditions is determined. Then, the fractional-order calculus software element is introduced, and it is connected in series with the spring element and the nonlinear viscoplastic body considering the creep acceleration start time to form a nonlinear viscoplastic creep model with fewer elements and fewer parameters. Finally, based on the shear creep test data of granite, using the nonlinear curve fitting of Origin software and Levenberg-Marquardt optimization algorithm, the parameter fitting and comparative analysis of the nonlinear creep model are carried out. The results show that the test data and the model curve have a high degree of fitting, which further explains the rationality and applicability of the established nonlinear visco-elastoplastic creep model. The research in this paper can provide certain reference significance and reference value for the study of nonlinear creep model of rock in the future.

일차 비선형 시계열 패널자료의 확률계수 동질성 검정 (Homogeneity Test of Random Coefficient for the First Order Nonlinear Time Series Panel Data)

  • 김인규;황선영;이성덕
    • 응용통계연구
    • /
    • 제13권1호
    • /
    • pp.97-104
    • /
    • 2000
  • 본 논문은 m개의 독립적인 일차 비선형 시계열로 구성된 패널자료의 동질성 검정에 대한 연구로서 먼저 일반적인 일차 비선형 시계열의 정상성 조건을 유도하고 이어서 동질성 검정법을 제시하고 연관된 극한분포를 규명하였다. 또한 모의실험을 하여 제안된 검정법의 모의검정력을 구하였다.

  • PDF

大氣汚染濃度에 관한 確率모델 (A Stochastic Model for Air Pollutant Concentration)

  • 김해경
    • 한국대기환경학회지
    • /
    • 제7권2호
    • /
    • pp.127-136
    • /
    • 1991
  • This paper is concerned with the development and application of a stochastic model for daily sulphur dioxide $(SO_2)$ concentrations in urban area (Seoul). For this, the characteristics of the regression trend, periodicity and dependence of the daily $SO_2$ concentration are investigated by a statistisical analysis of the daily average $SO_2$ values measured in Seoul area during 1989 $\sim$ 1990. Based on these, nonlinear regression time series model for the prediction of daily $SO_2$ concentrations is derived. A statistical procedure for using the model to predict the concentration level is also proposed.

  • PDF

Analysis of Data Spectral Regrowth from Nonlinear Amplification

  • Amoroso, Frank;Monzingo, Robert A.
    • Journal of Communications and Networks
    • /
    • 제1권2호
    • /
    • pp.81-85
    • /
    • 1999
  • The regrowth of OQPSK power spectral sidelobes from AM/AM and AM/PM amplifier nonlinearity is analyzed. The time-domain expression for amplifier output shows how spectral re-growth will depend on the cubic coefficient of the Taylor's series of the amplifier nonlinearity as well as input amplitude ripple. Closed form spectrum calculations show that the spectral sidelobes produced by AM/PM take the same form as those produced by AM/AM. The rate of growth of AM/PM sidelobes is, however, not as great as for AM/AM.

  • PDF

Sufficient Conditions for Stationarity of Smooth Transition ARMA/GARCH Models

  • Lee, Oe-Sook
    • Journal of the Korean Data and Information Science Society
    • /
    • 제18권1호
    • /
    • pp.237-245
    • /
    • 2007
  • Nonlinear asymmetric time series models have the growing interest in econometrics and finance. Threshold model is one of the successful asymmetric model. We consider a smooth transition ARMA model which converges a.s. to a threshold ARMA model and show that the smooth transition ARMA model admits a stationary measure, provided a suitable condition on the coefficients of the autoregressive parts of the different regimes is satisfied. Stationarity of a smooth transition GARCH model is also obtained.

  • PDF

Evolutionary design of Takagi-Sugeno type fuzzy model for nonlinear system identification and time series

  • Kim, Min-Soeng;Lee, Ju-Jang
    • 제어로봇시스템학회:학술대회논문집
    • /
    • 제어로봇시스템학회 2001년도 ICCAS
    • /
    • pp.93.1-93
    • /
    • 2001
  • An evolutionary approach for the design of Fuzzy Logic Systems(FLSs) is proposed. Membership functions(MFs) in Takagi-Sugeno type fuzzy logic system is optimized through evolutionary process. Output singleton values are obtained through pseudo-inverse method. The proposed technique is unique for that, to prevent overfilling phenomenon, limited-level RBF membership functions are used and the new fitness function is invented. To show the effectiveness of the proposed method, some simulations results on model identification are given.

  • PDF

비선형 성장곡선 모형의 분석 절차에 대한 연구 (A Study on the Analysis Procedures of Nonlinear Growth Curve Models)

  • 황정연
    • 품질경영학회지
    • /
    • 제25권1호
    • /
    • pp.44-55
    • /
    • 1997
  • In order to determine procedures for a, pp.opriate model selection of technological growth curves, numerous time series that were representative of growth behavior were collected according to data characteristics. Three different growth curve models were fitted onto data sets in an attempt to determine which growth curve models achieved the best forecasts for types of growth data. The analysis of the results gives rise to an a, pp.oach for selecting a, pp.opriate growth curve models for a given set of data, prior to fitting the models, based on the characteristics of the goodness of fit test.

  • PDF

Chaos Simulator as a Developing Tool for Application of Chaos Engineering

  • Kuwata, Kaihei;Kajitani, Yuji;Katayama, Ryu;Nishida, Yukiteru
    • 한국지능시스템학회:학술대회논문집
    • /
    • 한국퍼지및지능시스템학회 1993년도 Fifth International Fuzzy Systems Association World Congress 93
    • /
    • pp.853-856
    • /
    • 1993
  • In this paper, we describe a chaos simulator as a developing tool for applications of chaos engineering. This simulator is composed of three modules, such as generation module of chaotic signals by deterministic rules, determination module whether observed time series is chaos or not, and nonlinear system identification module by self generating Neuro Fuzzy Model.

  • PDF