Design of Robust D-Stable IIR Filters Using Genetic Algorithms With Embedded Stability Criterion

被引:16
|
作者
Pan, Shing-Tai [1 ]
机构
[1] Natl Univ Kaohsiung, Dept Comp Sci & Informat Engn, Kaohsiung 811, Taiwan
关键词
D(alpha; r)-stability criterion; genetic algorithm; infinite-impulse-response (IIR) filter; robust stability; DIGITAL-FILTERS; MAGNITUDE;
D O I
10.1109/TSP.2009.2017003
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 proposes a novel evolution strategy for a genetic algorithm (GA). This new algorithm is then applied to design robust D(alpha,r)-stable infinite-impulse-response (IIR) filters. Unlike existing research on designing IIR filters by using GA, in which the stability of IIR filters is tested by trial and error after the evolution of each generation of a GA, the stability criterion in this paper is embedded within the evolution of each generation. Consequently, the stability of this system can be guaranteed without the need for any other checks of the stability criterion in the evolution of each generation. Numerical experimental results are discussed to illustrate the soundness of the proposed evolution strategy. The robustness of the IIR filters is achieved by ensuring that all poles of the filters are located inside a disk D (alpha, r) contained in the unit circle, in which alpha is the center, r is the radius of the disk and vertical bar alpha vertical bar + r < 1. So, in this paper, a D (alpha, r)-stability criterion will be first derived and then embedded in the GA for the design of robust IIR filters. Finally, two examples will be presented to show that the designed filters remain D (alpha, r)-stable during the evolution of the GA and will provide satisfactory results.
引用
收藏
页码:3008 / 3016
页数:9
相关论文
共 50 条
  • [1] Particle Swann Optimization on D-stable IIR Filter Design
    Pan, Shing-Tai
    Chang, Cheng-Yuan
    [J]. 2011 9TH WORLD CONGRESS ON INTELLIGENT CONTROL AND AUTOMATION (WCICA 2011), 2011, : 621 - 626
  • [2] A DESIGN METHOD FOR 1-D IIR FILTERS WITH A NECESSARY AND SUFFICIENT STABILITY CRITERION
    Miyata, Toma
    Aikawa, Naoyuki
    Sugita, Yasunori
    Yoshikawa, Toshinori
    [J]. INTERNATIONAL JOURNAL OF INNOVATIVE COMPUTING INFORMATION AND CONTROL, 2011, 7 (09): : 5605 - 5618
  • [3] Design of 2-D approximately zero-phase separable IIR filters using genetic algorithms
    Wysocka-Schillak, F.
    [J]. LARGE-SCALE SCIENTIFIC COMPUTING, 2008, 4818 : 626 - 633
  • [4] Optimal design of IIR digital filters with robust stability using conic quadratic programming
    Lu, WS
    Hinamoto, T
    [J]. ISPA 2003: PROCEEDINGS OF THE 3RD INTERNATIONAL SYMPOSIUM ON IMAGE AND SIGNAL PROCESSING AND ANALYSIS, PTS 1 AND 2, 2003, : 54 - 59
  • [5] Optimization of polynomial predictive IIR filters using genetic algorithms
    Harju, PT
    Ovaska, SJ
    [J]. ICSP '96 - 1996 3RD INTERNATIONAL CONFERENCE ON SIGNAL PROCESSING, PROCEEDINGS, VOLS I AND II, 1996, : 68 - 71
  • [6] Design of 2-D multiplierless IIR filters using the genetic algorithm
    Thamvichai, R
    Bose, T
    Haupt, RL
    [J]. IEEE TRANSACTIONS ON CIRCUITS AND SYSTEMS I-FUNDAMENTAL THEORY AND APPLICATIONS, 2002, 49 (06): : 878 - 882
  • [7] Application of genetic algorithms in the design of robust active filters
    Lovay, Monica
    Peretti, Gabriela
    Romero, Eduardo
    [J]. PROCEEDINGS OF THE 2015 ARGENTINE SCHOOL OF MICRO-NANOELECTRONICS, TECHNOLOGY AND APPLICATIONS (EAMTA), 2015, : 1 - 6
  • [8] Genetic algorithms applied to the design of robust biquadratic filters
    Lovay, Monica A.
    Romero, Eduardo A.
    Peretti, Gabriela M.
    [J]. INTERNATIONAL JOURNAL OF NUMERICAL MODELLING-ELECTRONIC NETWORKS DEVICES AND FIELDS, 2019, 32 (02)
  • [9] Optimal design of IIR digital filters with robust stability using conic-quadratic-programming updates
    Lu, WS
    Hinamoto, T
    [J]. IEEE TRANSACTIONS ON SIGNAL PROCESSING, 2003, 51 (06) : 1581 - 1592
  • [10] Design of stable minimax IIR digital filters using semidefinite programming
    Lu, WS
    [J]. ISCAS 2000: IEEE INTERNATIONAL SYMPOSIUM ON CIRCUITS AND SYSTEMS - PROCEEDINGS, VOL I: EMERGING TECHNOLOGIES FOR THE 21ST CENTURY, 2000, : 355 - 358