Nonparametric Algorithms of Identification and Prediction in the ARX-Models

被引:2
作者
Koshkin, Gennady M. [1 ]
Lukov, Vadim Yu. [1 ]
Piven, Iosif G. [1 ]
机构
[1] Tomsk State Univ, Dept Appl Math & Cybernet, Tomsk, Russia
来源
2016 SECOND INTERNATIONAL SYMPOSIUM ON STOCHASTIC MODELS IN RELIABILITY ENGINEERING, LIFE SCIENCE AND OPERATIONS MANAGEMENT (SMRLO) | 2016年
关键词
ARX-processes; kernel estimators; regression function; FUNCTIONALS; AUTOREGRESSION; DENSITY; SENSE;
D O I
10.1109/SMRLO.2016.109
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
To identify an unknown function defining of a nonlinear ARX-process, we use kernel regression estimators. The principal parts of mean square errors for these estimators are found. The proposed algorithms are applied to the real data processing.
引用
收藏
页码:620 / 623
页数:4
相关论文
共 19 条
[11]   Recurrent nonparametric estimation of functions from functionals of multidimensional density and their derivatives [J].
Kitaeva, A. V. ;
Koshkin, G. M. .
AUTOMATION AND REMOTE CONTROL, 2009, 70 (03) :389-407
[12]  
Kitaeva A.V., 2011, IAENG INT J APPL MAT, V41, P228
[13]  
Kitaeva A.V., 2011, P WORLD C ENG 2011 W, V1, P276
[14]  
Koshkin G. M., 1993, Russian Physics Journal, V36, P1008, DOI 10.1007/BF00559166
[15]  
KOSHKIN GM, 1990, AUTOMAT REM CONTR+, V51, P345
[16]  
KOSHKIN GM, 1978, AUTOMAT REM CONTR+, V39, P1141
[18]  
NZE PA, 1992, CR ACAD SCI I-MATH, V315, P1301
[19]  
Vasiliev VA, 1999, THEOR PROBAB APPL+, V43, P507