Canonical piecewise-linear approximation of smooth functions

被引:53
作者
Julian, P
Jordan, M
Desages, A
机构
[1] Univ Nacl Sur, Dept Ingn Elect, RA-8000 Bahia Blanca, Buenos Aires, Argentina
[2] CONICET, CRIBABB, RA-8000 Bahia Blanca, Buenos Aires, Argentina
[3] CIC, RA-1900 La Plata, Argentina
来源
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS | 1998年 / 45卷 / 05期
关键词
piecewise-linear approximation;
D O I
10.1109/81.668868
中图分类号
TM [电工技术]; TN [电子技术、通信技术];
学科分类号
0808 ; 0809 ;
摘要
This paper deals with the approximation of smooth functions using canonical piecewise-linear functions. The developing of tools in the field of analysis and control of nonlinear systems based on this kind of functions, as well as its efficiency in the representation of electronic devices, motivates the development of useful methods to obtain accurate approximations. A recursive method is proposed to obtain simultaneously all the parameters required and its convergence is studied. In addition, an iterative method to introduce new partitions on the domain, when the error obtained is not satisfactory, is described. This method takes advantage of the partitions already found to reduce the total number of parameters that the algorithm has to handle.
引用
收藏
页码:567 / 571
页数:5
相关论文
共 20 条
[1]   CANONICAL PIECEWISE-LINEAR MODELING [J].
CHUA, LO ;
DENG, AC .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1986, 33 (05) :511-525
[2]   SECTION-WISE PIECEWISE-LINEAR FUNCTIONS - CANONICAL REPRESENTATION, PROPERTIES, AND APPLICATIONS [J].
CHUA, LO ;
KANG, SM .
PROCEEDINGS OF THE IEEE, 1977, 65 (06) :915-929
[3]   DYNAMICS OF A PIECEWISE-LINEAR RESONANT CIRCUIT [J].
CHUA, LO ;
HASLER, M ;
NEIRYNCK, J ;
VERBURGH, P .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1982, 29 (08) :535-547
[4]   CANONICAL PIECEWISE-LINEAR ANALYSIS [J].
CHUA, LO ;
YING, RLP .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1983, 30 (03) :125-140
[5]  
CHUA LO, 1988, IEEE T CIRCUITS SYST, V35, P511
[6]  
Cybenko G., 1989, Mathematics of Control, Signals, and Systems, V2, P303, DOI 10.1007/BF02551274
[7]  
DESAGES A, 1995, J 2 LAT AM SEM ADV C, P79
[8]   Matching conditions for stability analysis of nonlinear feedback control systems [J].
Desages, AC ;
Colantonio, MC ;
Chen, G .
MATHEMATICAL AND COMPUTER MODELLING, 1996, 23 (10) :1-10
[9]   ON THE APPROXIMATE REALIZATION OF CONTINUOUS-MAPPINGS BY NEURAL NETWORKS [J].
FUNAHASHI, K .
NEURAL NETWORKS, 1989, 2 (03) :183-192
[10]   A GENERALIZED CANONICAL PIECEWISE-LINEAR REPRESENTATION [J].
KAHLERT, C ;
CHUA, LO .
IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS, 1990, 37 (03) :373-383