An Improved Particle Swarm Optimization Algorithm for FIR Filter Design

被引:0
|
作者
Xia Yuanhai [1 ]
机构
[1] King Fahd Univ Petr & Minerals, Dept Elect Engn, Dhahran 31261, Ksa, Saudi Arabia
关键词
DIGITAL-FILTERS;
D O I
暂无
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
In this paper, an Improved Particle Swarm Optimization algorithm is introduced. Compared with conventional PSO, a new inertia weight mechanism is used to ensure the coverage and convergence at a better extent, considering the suboptimal solutions generated by conventional PSO when dealing with complex problems with lots of local minimas. The new mechanism divide the particles into two parts to enlarge coverage of search space and apply new decreasing algorithm to guarantee convergence. FIR filter design, whose results are very sensitive to parameters, is used to illustrate the effective impact of the new inertia weight mechanism.
引用
收藏
页码:261 / 264
页数:4
相关论文
共 50 条
  • [41] Constrained optimization with an improved particle swarm optimization algorithm
    Munoz Zavala, Angel E.
    Hernandez Aguirre, Arturo
    Villa Diharce, Enrique R.
    Botello Rionda, Salvador
    INTERNATIONAL JOURNAL OF INTELLIGENT COMPUTING AND CYBERNETICS, 2008, 1 (03) : 425 - 453
  • [42] Filter Design Using Insertion Loss Method and Particle Swarm Optimization Algorithm
    Vilovic, Ivan
    Konjuh, Ante
    Burum, Niksa
    PROCEEDINGS ELMAR-2009, 2009, : 309 - 312
  • [43] An Improved Particle Swarm Optimization Algorithm with Immunity
    Jiao Wei
    Liu Guang-bin
    ICICTA: 2009 SECOND INTERNATIONAL CONFERENCE ON INTELLIGENT COMPUTATION TECHNOLOGY AND AUTOMATION, VOL I, PROCEEDINGS, 2009, : 241 - 244
  • [44] An Improved Particle Swarm Algorithm for Search Optimization
    Li Zhi-jie
    Liu Xiang-dong
    Duan Xiao-dong
    Wang Cun-rui
    PROCEEDINGS OF THE 2009 WRI GLOBAL CONGRESS ON INTELLIGENT SYSTEMS, VOL I, 2009, : 154 - 158
  • [45] An improved particle swarm optimization algorithm with disturbance
    Jian, W
    Xue, YC
    Qian, JX
    2004 IEEE INTERNATIONAL CONFERENCE ON SYSTEMS, MAN & CYBERNETICS, VOLS 1-7, 2004, : 5900 - 5904
  • [46] An Optimization Algorithm on Improved Chaos Particle Swarm
    Cao, Jian
    Cao, Zeyang
    Gong, Xiaopeng
    Li, Gang
    INTERNATIONAL CONFERENCE ON ELECTRICAL AND CONTROL ENGINEERING (ICECE 2015), 2015, : 413 - 416
  • [47] An Improved Probability Particle Swarm Optimization Algorithm
    Lu, Qiang
    Qiu, Xuena
    ADVANCES IN SWARM INTELLIGENCE, PT 1, PROCEEDINGS, 2010, 6145 : 102 - +
  • [48] State Variable Filter Design Using Improvised Particle Swarm Optimization Algorithm
    Indoria, Aakash
    Varrun, Varatharajan
    Akshay
    Reddy, Murali Krishna
    Sathyasai, Tejaswi
    Anand, Baskaran
    Devi, Nirmala M.
    ARTIFICIAL INTELLIGENCE AND EVOLUTIONARY ALGORITHMS IN ENGINEERING SYSTEMS, VOL 2, 2015, 325 : 71 - 78
  • [49] Research of improved particle swarm optimization algorithm
    Ding, Zhiping
    MATERIALS SCIENCE, ENERGY TECHNOLOGY, AND POWER ENGINEERING I, 2017, 1839
  • [50] An improved discrete particle swarm optimization algorithm
    Liu, QingFeng
    Lecture Notes in Electrical Engineering, 2013, 219 LNEE (VOL. 4): : 883 - 890