Identification of nonlinear, memoryless systems using Chebyshev nodes

被引:0
|
作者
Jeraj, J [1 ]
Mathews, VJ [1 ]
机构
[1] Univ Utah, Dept Elect & Comp Engn, Salt Lake City, UT 84112 USA
关键词
D O I
暂无
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
This paper describes an approach for identification of static nonlinearities from input-output measurements. The approach is based on minimax approximation of memoryless nonlinear systems using Chebyshev polynomials. For memoryless nonlinear systems that are finite and continuous with finite derivatives, it is known that the error caused by the Kth order Chebyshev approximation in a specified interval is bounded by a quantity that is proportional to the maximum value of the (K + 1)th derivative of the input-output relationship and decays exponentially with K. The method of the paper identifies the system by first estimating the system output at the Chebyshev nodes using localized linear model around the nodes, and then solving for the coefficients associated with the Chebyshev polynomials of the first kind.
引用
收藏
页码:93 / 96
页数:4
相关论文
共 50 条
  • [21] Passive Subharmonic Generation Using Memoryless Nonlinear Circuits
    Safarian, Zahra
    Hashemi, Hossein
    IEEE TRANSACTIONS ON MICROWAVE THEORY AND TECHNIQUES, 2012, 60 (12) : 4053 - 4065
  • [22] Nonlinear dynamic system identification using Chebyshev functional link artificial neural networks
    Patra, JC
    Kot, AC
    IEEE TRANSACTIONS ON SYSTEMS MAN AND CYBERNETICS PART B-CYBERNETICS, 2002, 32 (04): : 505 - 511
  • [23] On-line system identification of complex systems using Chebyshev neural networks
    Purwar, S.
    Kar, I. N.
    Jha, A. N.
    APPLIED SOFT COMPUTING, 2007, 7 (01) : 364 - 372
  • [24] Analysis and Parameter Identification of Time-delay Systems using the Chebyshev Wavelets
    Nasehi, S. H.
    Samavat, M.
    Vali, M. A.
    JOURNAL OF INFORMATICS AND MATHEMATICAL SCIENCES, 2012, 4 (01): : 51 - 64
  • [25] Identification of Nonlinear Systems Using Misspecified Predictors
    Larsson, Christian A.
    Hjalmarsson, Hakan
    Rojas, Cristian R.
    49TH IEEE CONFERENCE ON DECISION AND CONTROL (CDC), 2010, : 7214 - 7219
  • [26] Identification of nonlinear systems using NARMAX model
    Rahrooh, Alireza
    Shepard, Scott
    NONLINEAR ANALYSIS-THEORY METHODS & APPLICATIONS, 2009, 71 (12) : E1198 - E1202
  • [27] Identification of nonlinear systems using neurofuzzy networks
    Li, Y
    Jiao, LC
    CHINESE JOURNAL OF ELECTRONICS, 2001, 10 (03): : 393 - 396
  • [28] Cognitive identification of systems using nonlinear dynamics
    Liu, Xiaoxiang
    Sabbir, Tarikul
    Leung, Henry
    2014 IEEE 13TH INTERNATIONAL CONFERENCE ON COGNITIVE INFORMATICS & COGNITIVE COMPUTING (ICCI-CC), 2014, : 61 - 66
  • [29] The nonlinear systems identification using genetic algorithms
    Yang, Huaqian
    Zhang, Wei
    Wei, Pengcheng
    PROCEEDINGS OF 2006 INTERNATIONAL CONFERENCE ON ARTIFICIAL INTELLIGENCE: 50 YEARS' ACHIEVEMENTS, FUTURE DIRECTIONS AND SOCIAL IMPACTS, 2006, : 275 - 277
  • [30] SOME CUBATURES WITH CHEBYSHEV NODES
    Birou, Marius M.
    STUDIA UNIVERSITATIS BABES-BOLYAI MATHEMATICA, 2007, 52 (03): : 13 - 23