Identification of Two-Time Scaled Systems Using Prefilters

被引:2
作者
Cavalcanti, Anderson L. O. [1 ]
Kienitz, Karl H. [2 ]
Kadirkamanathan, Visakan [3 ]
机构
[1] Univ Fed Rio Grande do Norte, Dept Computat & Automat, Natal, RN, Brazil
[2] Technol Inst Aeronaut, Div Elect Engn, Sao Jose Dos Campos, SP, Brazil
[3] Univ Sheffield, Dept Automat Control & Syst Engn, Sheffield, S Yorkshire, England
基金
英国工程与自然科学研究理事会;
关键词
Linear control systems;
D O I
10.1155/2018/3138149
中图分类号
TP [自动化技术、计算机技术];
学科分类号
0812 ;
摘要
This paper deals with the identification of two-time scale linear dynamic systems, which are an important class of multiscale systems. Classical identification processes may fail to yield accurate parameters for systems of this class and, for this reason, the authors propose two different techniques to estimate the system parameters. The first technique utilizes two prefilters that are iteratively tuned. The second one considers wavelet filters that are tuned based on the results of the first iterative algorithm. Identification and analysis results for a dynamical aircraft model are shown to demonstrate the algorithm's performance.
引用
收藏
页数:10
相关论文
共 19 条
[1]   Multiscale modeling methods in biomechanics [J].
Bhattacharya, Pinaki ;
Viceconti, Marco .
WILEY INTERDISCIPLINARY REVIEWS-SYSTEMS BIOLOGY AND MEDICINE, 2017, 9 (03)
[2]  
BROCKHAUS R, 1994, FLUGREGELUNG
[3]   Wavelet-based modulation in control-relevant process identification [J].
Carrier, JF ;
Stephanopoulos, G .
AICHE JOURNAL, 1998, 44 (02) :341-360
[4]   Two time scaled parameter identification by coordination of local identifiers [J].
Chaplais, F ;
Alaoui, K .
AUTOMATICA, 1996, 32 (09) :1303-1309
[5]   Two Time-Scaled Battery Model Identification With Application to Battery State Estimation [J].
Hu, Yiran ;
Wang, Yue-Yun .
IEEE TRANSACTIONS ON CONTROL SYSTEMS TECHNOLOGY, 2015, 23 (03) :1180-1188
[6]  
Landau I.D., 1988, IDENTIFICATION COMMA
[7]   Multi-scale compromise and multi-level correlation in complex systems [J].
Li, J ;
Ge, W ;
Zhang, J ;
Kwauk, M .
CHEMICAL ENGINEERING RESEARCH & DESIGN, 2005, 83 (A6) :574-582
[8]   Integrated System Identification and State-of-Charge Estimation of Battery Systems [J].
Liu, Lezhang ;
Wang, Le Yi ;
Chen, Ziqiang ;
Wang, Caisheng ;
Lin, Feng ;
Wang, Hongbin .
IEEE TRANSACTIONS ON ENERGY CONVERSION, 2013, 28 (01) :12-23
[9]   FREQUENCY-DOMAIN RESULTS FOR SYSTEMS WITH SLOW AND FAST DYNAMICS [J].
LUSE, DW ;
KHALIL, HK .
IEEE TRANSACTIONS ON AUTOMATIC CONTROL, 1985, 30 (12) :1171-1179
[10]   Thermal building model identification using time-scaled identification methods [J].
Malisani, Paul ;
Chaplais, Francois ;
Petit, Nicolas ;
Feldmann, Dominique .
49TH IEEE CONFERENCE ON DECISION AND CONTROL (CDC), 2010, :308-315